CN114724694B - Medical resource processing method and device and readable storage medium - Google Patents
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Abstract
本申请实施例公开了一种医疗资源处理方法、装置及可读存储介质;通过医疗对象数据集中医疗对象的对象类型及预约时间来生成医疗对象的优先分配权重,实现从多维度的来确定不同对象类型的医疗对象在资源分配时的优先度,根据该优先分配权重来调整医疗对象的资源分配时间,并基于可分配资源量、优先分配权重及调整后的资源分配时间来训练分配模型,得到目标医疗资源的分配模型,从而确定对待分对象的资源分配时间,以基于该资源分配时间进行目标医疗资源的分配;上述方案通过衡量医疗对象的预约时间和对象类型,来确定医疗对象的资源分配时间,达到了待分配医疗对象的资源需求与目标医疗资源的可分配量之间的平衡,提高了对目标医疗资源的管控力。
The embodiment of the present application discloses a medical resource processing method, device, and readable storage medium; the priority allocation weight of medical objects is generated by the object type and appointment time of medical objects in a medical object data set, so as to realize the multi-dimensional determination of different The priority of the medical object of the object type in resource allocation, adjust the resource allocation time of the medical object according to the priority allocation weight, and train the allocation model based on the amount of resources that can be allocated, the priority allocation weight and the adjusted resource allocation time, and get The allocation model of target medical resources, so as to determine the resource allocation time of the object to be divided, so as to allocate the target medical resources based on the resource allocation time; the above scheme determines the resource allocation of medical objects by measuring the appointment time and object type of medical objects Time, to achieve the balance between the resource demand of the medical objects to be allocated and the allocatable amount of the target medical resources, and improve the management and control of the target medical resources.
Description
技术领域technical field
本发明涉及计算机技术领域,具体涉及一种医疗资源处理方法、装置及可读存储介质。The present invention relates to the field of computer technology, and in particular, to a medical resource processing method, device and readable storage medium.
背景技术Background technique
随着科学技术的发展,带给人们可享用的资源种类也越来越多。随着人们对资源需求的日益增长,使得相关部门或资源供应商在资源供需管理上具有分配难的问题,难以权衡资源在不同资源需求者之间重要性,使得部分资源需求者无法得到实时的资源分配。With the development of science and technology, there are more and more kinds of resources that people can enjoy. With the increasing demand for resources, it is difficult for relevant departments or resource suppliers to allocate resources in the management of resource supply and demand, and it is difficult to weigh the importance of resources among different resource demanders, so that some resource demanders cannot get real-time Resource allocation.
比如,相关技术在对医疗资源分配进行管理时,是通过“先预约,先就诊”策略,具体通过相关的医疗应用进行线上预约或线下预约,根据预约时间对医疗资源需求用户进行资源分配。For example, when the related technology manages the allocation of medical resources, it adopts the strategy of "reservation first, see a doctor first". Specifically, online or offline appointments are made through relevant medical applications, and resources are allocated to users who need medical resources according to the appointment time. .
在对现有技术的研究和实践过程中,本发明的发明人发现,现有技术中通过预约时间来确定分配资源顺序,这不利于医疗部门对紧急需求患者的服务及不利于紧急需求患者对医疗资源的迫切需求,即便医疗部门设有急症部门,由于急症部门的资源有限,难以对急需资源的患者进行资源分配,不利于医疗部门对的资源的管控,不具有可靠性。During the research and practice of the prior art, the inventors of the present invention found that in the prior art, the order of resource allocation is determined by the appointment time, which is not conducive to the medical department's service to patients in urgent need and to the treatment of patients in urgent need. The urgent need for medical resources, even if the medical department has an emergency department, due to the limited resources of the emergency department, it is difficult to allocate resources to patients in urgent need of resources, which is not conducive to the medical department's management and control of resources, and is not reliable.
发明内容SUMMARY OF THE INVENTION
本申请实施例提供一种医疗资源处理方法、装置及可读存储介质,可以解决通过预约时间来确定分配资源顺序,这不利于医疗部门对紧急需求患者的服务及不利于紧急需求患者对医疗资源的迫切需求的技术问题。The embodiments of the present application provide a medical resource processing method, device, and readable storage medium, which can solve the problem of determining the order of resource allocation by appointment time, which is not conducive to the medical department's service to patients in urgent need and the treatment of medical resources by patients in urgent need. urgently needed technical issues.
本申请实施例提供一种医疗资源处理方法,包括:The embodiment of the present application provides a medical resource processing method, including:
获取预设时段内的医疗对象数据集,所述医疗对象数据集包括多个医疗对象以及每个医疗对象的对象类型、预约时间及所预约的目标医疗资源;acquiring a medical object data set within a preset time period, the medical object data set including a plurality of medical objects and the object type, appointment time and reserved target medical resources of each medical object;
根据每个所述医疗对象的对象类型及预约时间,生成每个所述医疗对象的优先分配权重;generating a priority allocation weight for each of the medical objects according to the object type and appointment time of each of the medical objects;
获取预设时段内所述目标医疗资源的可分配资源量,及获取预设时段内的每个所述医疗对象的资源分配时间;Acquiring the allocatable resource amount of the target medical resource within a preset time period, and obtaining the resource allocation time of each of the medical objects within the preset time period;
根据所述目标医疗资源的可分配资源量及每个所述医疗对象的优先分配权重调整每个所述医疗对象的资源分配时间,得到每个所述医疗对象调整后的资源分配时间;Adjust the resource allocation time of each medical object according to the allocatable resource amount of the target medical resources and the priority allocation weight of each medical object, so as to obtain the adjusted resource allocation time of each medical object;
根据所述可分配资源量、优先分配权重及调整后的资源分配时间对预设资源分配模型进行训练,得到所述目标医疗资源的分配模型,并基于所述目标医疗资源的分配模型确定待分配医疗对象的资源分配时间;The preset resource allocation model is trained according to the amount of allocatable resources, the priority allocation weight and the adjusted resource allocation time to obtain the allocation model of the target medical resources, and the allocation model to be allocated is determined based on the allocation model of the target medical resources Resource allocation time for medical subjects;
基于所述待分配医疗对象的资源分配时间,将所述目标医疗资源分配至所述待分配医疗对象。The target medical resource is allocated to the medical object to be allocated based on the resource allocation time of the medical object to be allocated.
相应的,本申请实施例还提供一种医疗资源处理装置,包括:Correspondingly, the embodiment of the present application also provides a medical resource processing device, including:
第一获取单元,用于提取预设时段内的医疗对象数据集,所述医疗对象数据集包括多个医疗对象以及每个医疗对象的对象类型、预约时间及所预约的目标医疗资源;a first acquiring unit, configured to extract a medical object data set within a preset time period, the medical object data set including a plurality of medical objects and the object type, appointment time and reserved target medical resources of each medical object;
生成单元,用于根据每个所述医疗对象的对象类型及预约时间,生成每个所述医疗对象的优先分配权重;a generating unit, configured to generate a priority allocation weight of each of the medical objects according to the object type and the appointment time of each of the medical objects;
第二获取单元,用于获取预设时段内所述目标医疗资源的可分配资源量,及获取预设时段内的每个所述医疗对象的资源分配时间;a second acquiring unit, configured to acquire the amount of allocatable resources of the target medical resource within a preset period, and acquire the resource allocation time of each of the medical objects within the preset period;
调整单元,用于根据所述目标医疗资源的可分配资源量及每个所述医疗对象的优先分配权重调整每个所述医疗对象的资源分配时间,得到每个所述医疗对象调整后的资源分配时间;An adjustment unit, configured to adjust the resource allocation time of each of the medical objects according to the amount of allocatable resources of the target medical resources and the priority allocation weight of each of the medical objects, so as to obtain the adjusted resources of each of the medical objects allocating time;
确定单元,用于根据所述可分配资源量、优先分配权重及调整后的资源分配时间对预设资源分配模型进行训练,得到所述目标医疗资源的分配模型,并基于所述目标医疗资源的分配模型确定待分配医疗对象的资源分配时间;The determining unit is used for training the preset resource allocation model according to the amount of resources that can be allocated, the priority allocation weight and the adjusted resource allocation time, to obtain the allocation model of the target medical resources, and based on the allocation model of the target medical resources. The allocation model determines the resource allocation time of the medical objects to be allocated;
分配单元,用于基于所述待分配医疗对象的资源分配时间,将所述目标医疗资源分配至所述待分配医疗对象。An allocation unit, configured to allocate the target medical resource to the medical object to be allocated based on the resource allocation time of the medical object to be allocated.
相应的,本申请还提供一种计算机设备,包括存储器,处理器及存储在存储器上并可在处理器上运行的计算机程序,其中,所述处理器执行所述程序时实现本申请实施例提供的任一种医疗资源处理方法中的步骤。Correspondingly, the present application also provides a computer device, including a memory, a processor, and a computer program stored in the memory and running on the processor, wherein, when the processor executes the program, the implementation provided by the embodiments of the present application is implemented. Any of the steps in the medical resource processing method.
此外,本申请实施例还提供一种计算机可读存储介质,其上存储有计算机程序,其中,所述计算机程序被处理器执行时实现本申请实施例提供的任一种医疗资源处理方法中的步骤。In addition, the embodiments of the present application also provide a computer-readable storage medium on which a computer program is stored, wherein when the computer program is executed by a processor, any one of the medical resource processing methods provided in the embodiments of the present application is implemented. step.
本申请实施例可以获取预设时段内的医疗对象数据集,医疗对象数据集包括多个医疗对象以及每个医疗对象的对象类型、预约时间及所预约的目标医疗资源;根据每个医疗对象的对象类型及预约时间,生成每个医疗对象的优先分配权重;获取预设时段内目标医疗资源的可分配资源量,及获取预设时段内的每个医疗对象的资源分配时间;根据目标医疗资源的可分配资源量及每个医疗对象的优先分配权重调整每个医疗对象的资源分配时间,得到每个医疗对象调整后的资源分配时间;根据可分配资源量、优先分配权重及调整后的资源分配时间对预设资源分配模型进行训练,得到目标医疗资源的分配模型,并基于目标医疗资源的分配模型确定待分配医疗对象的资源分配时间;基于待分配医疗对象的资源分配时间,将目标医疗资源分配至待分配医疗对象。该方案能够通过医疗对象数据集中医疗对象的对象类型及预约时间来生成对应的医疗对象分配资源时的优先分配权重,以实现从多维度的来确定不同对象类型的医疗对象在资源分配时的优先度,根据该优先分配权重来调整医疗对象的资源分配时间,并基于可分配资源量、优先分配权重及调整后的资源分配时间来训练预设的资源分配模型,得到目标医疗资源的分配模型,从而确定对待分对象的资源分配时间,以基于该资源分配时间进行目标医疗资源的分配;上述方案通过衡量医疗对象的预约时间和对象类型,来确定医疗对象的资源分配时间,达到了待分配医疗对象的资源需求与目标医疗资源的可分配量之间的平衡,提高了对目标医疗资源的管控力,具有可靠性。In this embodiment of the present application, a medical object data set within a preset time period can be acquired, and the medical object data set includes multiple medical objects and the object type, appointment time, and reserved target medical resources of each medical object; Object type and appointment time, generate the priority allocation weight of each medical object; obtain the amount of resources that can be allocated for the target medical resources within the preset time period, and obtain the resource allocation time of each medical object within the preset time period; according to the target medical resources Adjust the resource allocation time of each medical object according to the amount of allocatable resources and the priority allocation weight of each medical object, and obtain the adjusted resource allocation time of each medical object; The allocation time trains the preset resource allocation model to obtain the allocation model of the target medical resources, and determines the resource allocation time of the medical objects to be allocated based on the allocation model of the target medical resources; based on the resource allocation time of the medical objects to be allocated, the target medical Resources are allocated to the medical objects to be allocated. The scheme can generate the priority allocation weight of the corresponding medical objects when allocating resources according to the object type and the appointment time of the medical objects in the medical object data set, so as to realize the multi-dimensional determination of the priority of medical objects of different object types in the resource allocation. According to the priority allocation weight, the resource allocation time of the medical object is adjusted, and the preset resource allocation model is trained based on the amount of resources that can be allocated, the priority allocation weight and the adjusted resource allocation time, and the allocation model of the target medical resources is obtained, Thereby, the resource allocation time of the object to be divided is determined, and the target medical resources are allocated based on the resource allocation time; the above scheme determines the resource allocation time of the medical object by measuring the appointment time and the object type of the medical object, and achieves the medical treatment to be allocated. The balance between the resource demand of the object and the distributable amount of the target medical resource improves the management and control of the target medical resource and is reliable.
附图说明Description of drawings
为了更清楚地说明本申请实施例中的技术方案,下面将对实施例描述中所需要使用的附图作简单地介绍,显而易见地,下面描述中的附图仅仅是本发明的一些实施例,对于本领域技术人员来讲,在不付出创造性劳动的前提下,还可以根据这些附图获得其他的附图。In order to illustrate the technical solutions in the embodiments of the present application more clearly, the following briefly introduces the accompanying drawings used in the description of the embodiments. Obviously, the accompanying drawings in the following description are only some embodiments of the present invention. For those skilled in the art, other drawings can also be obtained from these drawings without creative effort.
图1是本申请实施例提供的医疗资源分配系统的场景示意图;1 is a schematic diagram of a scenario of a medical resource allocation system provided by an embodiment of the present application;
图2是本申请实施例提供的医疗资源处理方法的流程示意图;2 is a schematic flowchart of a medical resource processing method provided by an embodiment of the present application;
图3是本申请实施例提供的医疗资源处理方法的另一流程示意图;FIG. 3 is another schematic flowchart of a medical resource processing method provided by an embodiment of the present application;
图4a是本申请实施例提供的医疗资源处理装置的第一种实施例的结构示意图;FIG. 4a is a schematic structural diagram of a first embodiment of a medical resource processing apparatus provided by an embodiment of the present application;
图4b是本申请实施例提供的医疗资源处理装置的第二种实施例的结构示意图;FIG. 4b is a schematic structural diagram of a second embodiment of a medical resource processing apparatus provided by an embodiment of the present application;
图4c是本申请实施例提供的医疗资源处理装置的第三种实施例的结构示意图;FIG. 4c is a schematic structural diagram of a third embodiment of a medical resource processing apparatus provided by an embodiment of the present application;
图4d是本申请实施例提供的医疗资源处理装置的第四种实施例的结构示意图;FIG. 4d is a schematic structural diagram of a fourth embodiment of a medical resource processing apparatus provided by an embodiment of the present application;
图4e是本申请实施例提供的医疗资源处理装置的第五种实施例的结构示意图;FIG. 4e is a schematic structural diagram of a fifth embodiment of a medical resource processing apparatus provided by an embodiment of the present application;
图5是本申请实施例提供的计算机设备的结构示意图。FIG. 5 is a schematic structural diagram of a computer device provided by an embodiment of the present application.
具体实施方式Detailed ways
下面将结合本申请实施例中的附图,对本申请实施例中的技术方案进行清楚、完整地描述,显然,所描述的实施例仅仅是本发明一部分实施例,而不是全部的实施例。基于本发明中的实施例,本领域技术人员在没有作出创造性劳动前提下所获得的所有其他实施例,都属于本发明保护的范围。The technical solutions in the embodiments of the present application will be clearly and completely described below with reference to the drawings in the embodiments of the present application. Obviously, the described embodiments are only a part of the embodiments of the present invention, but not all of the embodiments. Based on the embodiments of the present invention, all other embodiments obtained by those skilled in the art without creative efforts shall fall within the protection scope of the present invention.
本申请实施例提供一种医疗资源处理方法、装置及计算机可读存储介质。具体地,本申请实施例的医疗资源处理方法可以由计算机设备执行,其中,该计算机设备可以为终端或者服务器等设备,该终端可以为支付设备、手机、平板电脑、笔记本电脑、智能电视、穿戴式智能设备、个人计算机(PC,Personal Computer)、工业计算机等设备;该服务器可为工业计算机或商用计算机等,此处不做具体的限定。Embodiments of the present application provide a medical resource processing method, apparatus, and computer-readable storage medium. Specifically, the medical resource processing method in the embodiment of the present application may be performed by a computer device, where the computer device may be a terminal or a server and other devices, and the terminal may be a payment device, a mobile phone, a tablet computer, a notebook computer, a smart TV, a wearable A type of intelligent device, a personal computer (PC, Personal Computer), an industrial computer and other devices; the server may be an industrial computer or a commercial computer, etc., which is not specifically limited here.
该计算机设备可用于对资源进行分配和管控,本实施例以医疗资源为例。具体的,在有限的医疗资源下,为了实现将医疗资源优先分配至具有紧急需求的医疗对象,在计算机设备可执行如下步骤:获取预设时段内的医疗对象数据集,医疗对象数据集包括多个医疗对象以及每个医疗对象的对象类型、预约时间及所预约的目标医疗资源;根据每个医疗对象的对象类型及预约时间,生成每个医疗对象的优先分配权重;获取预设时段内目标医疗资源的可分配资源量,及获取预设时段内的每个医疗对象的资源分配时间;根据目标医疗资源的可分配资源量及每个医疗对象的优先分配权重调整每个医疗对象的资源分配时间,得到每个医疗对象调整后的资源分配时间;根据可分配资源量、优先分配权重及调整后的资源分配时间对预设资源分配模型进行训练,得到目标医疗资源的分配模型,并基于目标医疗资源的分配模型确定待分配医疗对象的资源分配时间;基于待分配医疗对象的资源分配时间,将目标医疗资源分配至待分配医疗对象。The computer equipment can be used to allocate and manage resources, and this embodiment takes medical resources as an example. Specifically, under limited medical resources, in order to prioritize the allocation of medical resources to medical objects with urgent needs, the computer equipment may perform the following steps: acquire a medical object data set within a preset time period, and the medical object data set includes multiple Each medical object and the object type, appointment time and reserved target medical resources of each medical object; according to the object type and appointment time of each medical object, generate the priority allocation weight of each medical object; obtain the target within the preset time period The amount of allocatable resources of medical resources, and the resource allocation time of each medical object within the preset time period is obtained; the resource allocation of each medical object is adjusted according to the amount of allocatable resources of the target medical resources and the priority allocation weight of each medical object time to obtain the adjusted resource allocation time of each medical object; train the preset resource allocation model according to the amount of resources that can be allocated, the priority allocation weight and the adjusted resource allocation time to obtain the allocation model of the target medical resources, and based on the target The allocation model of medical resources determines the resource allocation time of the medical objects to be allocated; based on the resource allocation time of the medical objects to be allocated, the target medical resources are allocated to the medical objects to be allocated.
在本实施例中,为了权衡目标医疗资源的可分配资源量与医疗对象对目标医疗资源的需求时效,使得目标医疗资源达到最大的利用效益,需要将目标医疗资源优先分配至较大优先分配权重的医疗对象,该优先分配权重是根据医疗对象的对象类型及预约时间确定的。在评估目标医疗资源的效益时,可基于模型对资源分配的效益进行预估,该资源效益预估模型或分配模型的表示如下:In this embodiment, in order to balance the amount of allocatable resources of the target medical resources and the timeliness of the medical object's demand for the target medical resources, so that the target medical resources can achieve the maximum utilization benefit, the target medical resources need to be preferentially allocated to a larger priority allocation weight The priority allocation weight is determined according to the object type and appointment time of the medical object. When evaluating the benefit of target medical resources, the benefit of resource allocation can be estimated based on the model. The representation of the resource benefit estimation model or allocation model is as follows:
其中,P表示医疗对象的对象类型的集合,,其中,H表示高优先级的医疗对象需求程度类型,L表示低优先级的医疗对象需求程度类型。T表示计划决策的连续时间段,t表示决策的天数或时段,该决策的天数可以理解为决策医疗对象的资源分配时间。表示P类型需求程度的医疗对象的被安排到n天后接受资源的权重。表示第t天到达的P类患者检查需求被安排到n天之后的患者数量。where P represents the set of object types of medical objects, , where H represents the high-priority medical object demand degree type, and L represents the low-priority medical object demand degree type. T represents the continuous time period of planning decision-making, and t represents the number of days or periods of decision-making, and the number of days of decision-making can be understood as the resource allocation time for decision-making medical objects. Indicates the weight of medical subjects who are scheduled to receive resources after n days of P-type needs. Represents the number of patients whose examination needs of category P patients arriving on day t are scheduled to days after n days.
进一步的,在资源效益一定时,可根据该资源效益预估模型反向推导医疗对象的资源分配时间;具体的,当资源效益一定或取得最大值时,只需确定预设时段内目标医疗资源的可分配资源量,当目标医疗资源的可分配资源量一定,则可根据医疗对象的优先分配权重来确定该医疗对象的资源分配时间。需要说明的是,目标医疗资源的可分配资源量可理解为预设单位时间内可分配至医疗对象的数量,如以一个医疗对象分配一份资源量为例,则目标医疗资源的可分配资源量等于预设单位时间内所分配的医疗对象的数量;本实施例以目标医疗资源的可分配资源量等于医疗对象的数量为例,但还可以其他数量方式表示目标医疗资源的可分配资源量,此处不做限定。Further, when the resource benefit is constant, the resource allocation time of the medical object can be reversely deduced according to the resource benefit estimation model; specifically, when the resource benefit is constant or the maximum value is obtained, it is only necessary to determine the target medical resource within the preset time period. The resource allocation time of the medical object can be determined according to the priority allocation weight of the medical object when the allocated resource amount of the target medical resource is certain. It should be noted that the amount of resources that can be allocated for the target medical resources can be understood as the number of medical objects that can be allocated to a medical object within a preset unit time. The amount is equal to the number of medical objects allocated in the preset unit time; this embodiment takes the amount of allocatable resources of the target medical resources equal to the number of medical objects as an example, but the amount of allocable resources of the target medical resources can also be expressed in other quantitative ways , which is not limited here.
为了使得资源在分配中达到平衡,可引入平衡因子作为条件约束,表示是在n天前到达并被安排到第t天接受检查服务的患者数量。其中,平衡约束条件如下:In order to balance the allocation of resources, a balance factor can be introduced As a conditional constraint, Represents the number of patients who arrived before n days and were scheduled to receive examination services on day t. Among them, the equilibrium constraints are as follows:
,其中,。 ,in, .
为了使得资源在分配中实现产能与分配之间平衡,可引入产能约束,表示产能, 则产能约束可具体如下: In order to achieve a balance between capacity and allocation in resource allocation, capacity constraints can be introduced. represents the capacity, then the capacity constraint can be specified as follows:
通过上述方式对资源分配后的资源效益进行估计,当资源利用效益越大,说明分配策略越好。需要说明的是,,即相同类型需求程度的医疗对象的被安排到n天后接受资源的权重大于被安排到n+1天后接受资源的权重;,被安排到n天后接受资源的高优先级对象类型的医疗对象的权重大于低优先级对象类型的医疗对象的权重。The resource benefit after resource allocation is estimated by the above method. When the resource utilization benefit is greater, the allocation strategy is better. It should be noted, , that is, the weight of the medical objects with the same type of demand level to receive resources after being arranged for n days is greater than the weight of receiving resources after being arranged for n+1 days; , the weight of the medical objects of the high-priority object type that is scheduled to receive the resource after n days is greater than the weight of the medical objects of the low-priority object type.
本申请实施例提供了一种医疗资源处理方法,该方法可以由终端或服务器执行,也可以由终端和服务器分别执行或共同执行。The embodiment of the present application provides a medical resource processing method, and the method can be executed by a terminal or a server, or can be executed by the terminal and the server separately or jointly.
以该医疗资源处理方法被服务器执行为例。Take the medical resource processing method being executed by the server as an example.
具体的,参见图1,图1为本申请实施例所提供的资源分配系统的场景示意图,包括两部分,具体包括:后端的服务器20和终端10,其中,该服务器20可为单台服务器或由多台服务器组成的服务器集群,也可以是提供特定的数据服务的服务器,而终端10可享有该服务器所提供资源预约服务,终端上的所产生的预约数据需上传至服务器,以进行数据处理、管理和储存等。需要说明的是,在本实施例中,该终端可为任意个体的终端,如手机、电脑等;可实现单个终端向资源管理的服务器20发出资源预约信息,也可实现多个终端同时向资源管理的服务器发出资源预约信息。Specifically, referring to FIG. 1, FIG. 1 is a schematic diagram of a scenario of a resource allocation system provided by an embodiment of the present application, which includes two parts, and specifically includes: a back-end server 20 and a terminal 10, where the server 20 may be a single server or a terminal 10. A server cluster consisting of multiple servers can also be a server that provides specific data services, and the terminal 10 can enjoy the resource reservation service provided by the server. The reservation data generated on the terminal needs to be uploaded to the server for data processing. , management and storage. It should be noted that, in this embodiment, the terminal can be any individual terminal, such as a mobile phone, a computer, etc.; a single terminal can send resource reservation information to the resource management server 20, and multiple terminals can simultaneously send resources to resources The managed server sends resource reservation information.
其中,目标医疗资源对应的服务器20用于获取预设时段内的医疗对象数据集,医疗对象数据集包括多个医疗对象以及每个医疗对象的对象类型、预约时间及所预约的目标医疗资源;根据每个医疗对象的对象类型及预约时间,生成每个医疗对象的优先分配权重;获取预设时段内目标医疗资源的可分配资源量,及获取预设时段内的每个医疗对象的资源分配时间;根据目标医疗资源的可分配资源量及每个医疗对象的优先分配权重调整每个医疗对象的资源分配时间,得到每个医疗对象调整后的资源分配时间;根据可分配资源量、优先分配权重及调整后的资源分配时间对预设资源分配模型进行训练,得到训练后的目标医疗资源的分配模型。Wherein, the server 20 corresponding to the target medical resource is used to obtain a medical object data set within a preset time period, and the medical object data set includes a plurality of medical objects and the object type, appointment time and reserved target medical resource of each medical object; According to the object type and appointment time of each medical object, the priority allocation weight of each medical object is generated; the amount of allocatable resources of the target medical resources within the preset time period is obtained, and the resource allocation of each medical object within the preset time period is obtained. Time; adjust the resource allocation time of each medical object according to the amount of allocatable resources of the target medical resources and the priority allocation weight of each medical object, and obtain the adjusted resource allocation time of each medical object; The weight and the adjusted resource allocation time are used to train the preset resource allocation model, and the trained target medical resource allocation model is obtained.
其中,终端10向服务器20发出预约信息时的实施方式可为:通过终端10上的浏览器登录服务器的目标医疗资源管控页面,通过在该服务器的目标医疗资源管控页面上输入或选择相关的信息,以确立目标医疗资源的预约信息,并保存;还可以通过终端上安装的目标医疗资源应用输入或选择相关目标医疗资源的信息,以生成医疗对象对目标医疗资源的预约信息;此外,还可利用终端的语音功能、短信功能等预约方式生成对目标医疗资源的预约信息。进一步的,终端将上述方式生成的预约信息发送至服务器,以使得相应的目标医疗资源对应的服务器基于接收预约信息进行存储、数据处理、资源调配等。Wherein, when the terminal 10 sends the reservation information to the server 20, the implementation may be: log on the target medical resource management and control page of the server through the browser on the terminal 10, and input or select the relevant information on the target medical resource management and control page of the server. , to establish and save the reservation information of the target medical resource; you can also input or select the information of the relevant target medical resource through the target medical resource application installed on the terminal to generate the medical object's reservation information for the target medical resource; Use the terminal's voice function, SMS function and other reservation methods to generate reservation information for the target medical resources. Further, the terminal sends the reservation information generated in the above manner to the server, so that the server corresponding to the corresponding target medical resource performs storage, data processing, resource allocation and the like based on the received reservation information.
进一步的,目标医疗资源对应的资源供应平台的服务器20在接收到来自终端10发送的资源预约信息后,服务器20提取资源预约信息中医疗对象的对象类型、预约时间及该医疗对象所预约的目标医疗资源,根据该医疗对象的对象类型及预约时间生成对应的优先分配权重,并基于该目标医疗资源的分配模型,根据当前的目标医疗资源的可分配资源量、优先分配权重输入该目标医疗资源的分配模型,得到该待分配的医疗对象的资源分配时间;从而基于该待分配的医疗对象的资源分配时间,将目标医疗资源分配至待分配的医疗对象。Further, after the server 20 of the resource supply platform corresponding to the target medical resource receives the resource reservation information sent from the terminal 10, the server 20 extracts the object type of the medical object, the reservation time and the target reserved by the medical object in the resource reservation information. For medical resources, the corresponding priority allocation weight is generated according to the object type and appointment time of the medical object, and based on the allocation model of the target medical resource, the target medical resource is input according to the current amount of allocatable resources and the priority allocation weight of the target medical resource The resource allocation time of the medical object to be allocated is obtained; thus, the target medical resource is allocated to the medical object to be allocated based on the resource allocation time of the medical object to be allocated.
需要说明的是,图1所示的终端的资源分配系统的场景示意图仅仅是一个示例,本申请实施例描述的资源分配系统以及场景是为了更加清楚的说明本申请实施例的技术方案,并不构成对于本申请实施例提供的技术方案的限定,本领域普通技术人员可知,随着资源分配系统的演变和新业务场景的出现,本申请实施例提供的技术方案对于类似的技术问题,同样适用。It should be noted that the schematic diagram of the scenario of the resource allocation system of the terminal shown in FIG. 1 is only an example, and the resource allocation system and the scenario described in the embodiments of the present application are for the purpose of illustrating the technical solutions of the embodiments of the present application more clearly, not This constitutes a limitation on the technical solutions provided by the embodiments of the present application. Those of ordinary skill in the art know that with the evolution of the resource allocation system and the emergence of new business scenarios, the technical solutions provided by the embodiments of the present application are also applicable to similar technical problems. .
以下分别进行详细说明。需说明的是,以下实施例的描述顺序不作为对实施例优选顺序的限定。Each of them will be described in detail below. It should be noted that the description order of the following embodiments is not intended to limit the preferred order of the embodiments.
本申请实施例提供了一种医疗资源处理方法,该方法可以由终端或服务器执行,也可以由终端和服务器共同执行。The embodiment of the present application provides a medical resource processing method, and the method can be executed by a terminal or a server, or can be executed jointly by a terminal and a server.
本申请实施例以资源分配方法由服务器执行为例来进行说明。The embodiments of the present application are described by taking an example that the resource allocation method is executed by a server.
如图2所示,图2为本申请实施例提供的资源分配方法的流程图,服务器上的处理器执行资源分配方法对应的程序时,该资源分配方法的具体流程可以如下:As shown in FIG. 2 , which is a flowchart of a resource allocation method provided by an embodiment of the present application, when a processor on a server executes a program corresponding to the resource allocation method, the specific process of the resource allocation method may be as follows:
步骤210,获取预设时段内的医疗对象数据集,医疗对象数据集包括多个医疗对象以及每个医疗对象的对象类型、预约时间及所预约的目标医疗资源。Step 210: Acquire a medical object data set within a preset time period, where the medical object data set includes a plurality of medical objects and the object type, appointment time and reserved target medical resources of each medical object.
该医疗对象为个体,也可为集体,如该医疗对象可为个人、企业、集体、社区、机关等。需要说明的是,当医疗对象为具有多个个体的集体时,通过以集体作为单位去运营,如申请或预约资源,可以理解的是,在以集体作为单位申请或预约资源时,其预约资源的需求量也通常比较大;又如,以集体作为单位去资源分配运营时,需要以对集体中多个待分配医疗对象所需的医疗资源量作为集体资源分配量。The medical object may be an individual or a collective, for example, the medical object may be an individual, an enterprise, a collective, a community, an institution, and the like. It should be noted that when the medical object is a group with multiple individuals, by operating the group as a unit, such as applying for or reserving resources, it can be understood that when applying for or reserving resources with the group as a unit, the reservation resources The demand for medical treatment is usually relatively large; for another example, when the collective is used as a unit for resource allocation and operation, the amount of medical resources required for multiple medical objects to be allocated in the collective needs to be used as the collective resource allocation amount.
该预设时段可理解为历史时间,如过去的1天、7天、10天、30天等,还可为过去的1小时、3小时、8小时、10小时等,此外,该预设时段还可为上午、下午、晚上等,此处不做限定。该医疗对象数据集为预设时段内医疗对象数据,可以理解的是,该医疗对象数据集中的医疗对象为已经进行目标医疗资源分配的对象。The preset time period can be understood as historical time, such as the past 1 day, 7 days, 10 days, 30 days, etc., or the past 1 hour, 3 hours, 8 hours, 10 hours, etc. In addition, the preset time period It can also be morning, afternoon, evening, etc., which is not limited here. The medical object data set is medical object data within a preset time period. It can be understood that the medical objects in the medical object data set are objects that have been allocated target medical resources.
在本实施例中,通过获取预设时段的医疗对象数据集,以提取该医疗对象数据集中多个医疗对象,及提取每个医疗对象的对象类型、预约时间及所预约的目标医疗资源,以获悉在预设时段内医疗对象的数据特征,从而根据这些数据特征分析每个医疗对象在资源分配时间中的合理性。In this embodiment, by acquiring a medical object data set of a preset time period, multiple medical objects in the medical object data set are extracted, and the object type, appointment time and reserved target medical resources of each medical object are extracted to obtain the target medical resources. The data characteristics of medical objects within a preset time period are learned, so as to analyze the rationality of each medical object in resource allocation time according to these data characteristics.
该医疗对象数据集不限于包括每个医疗对象在预约目标医疗资源时对应的预约时间、对象类型、资源预约数量、医疗对象身份信息、医疗对象的标签信息等,此处不作限定。其中,该目标医疗资源为医疗对象所预约或申请的资源,如体检项目资源、药物资源、医疗器材资源等;该对象类型可表示医疗资源平台根据医疗对象填写的症状或资源需求时效确定该医疗对象对目标医疗资源的需求程度,该对象类型可通过医疗对象自主选择设置,也可通过资源管理平台根据用户输入的对象类型的信息生成对应的对象类型,还可根医疗对象的信用权重结合用户输入的信息生成对应的对象类型,该对象类型可体现医疗对象对目标医疗资源预约的时效性;该医疗对象的标签信息可为医疗对象在历史时间向平台或医疗资源供应商预约目标医疗资源或其他资源的信息,该医疗对象标签信息还可反映医疗对象的资源使用情况和/或对资源的使用效率。此外,可以理解的是,该预约时间可为医疗对象在预设时段内预约目标医疗资源时的时间。The medical object data set is not limited to include the appointment time, object type, resource appointment quantity, medical object identity information, medical object label information, etc. corresponding to each medical object when reserving the target medical resource, which is not limited here. Among them, the target medical resource is the resource reserved or applied for by the medical object, such as physical examination project resources, drug resources, medical equipment resources, etc.; the object type can indicate that the medical resource platform determines the medical resource according to the symptoms filled in by the medical object or the timeliness of resource requirements. The degree of the object's demand for the target medical resources. The object type can be selected and set by the medical object, or the corresponding object type can be generated by the resource management platform according to the information of the object type input by the user, and the credit weight of the medical object can be combined with the user. The input information generates the corresponding object type, which can reflect the timeliness of the medical object's reservation of the target medical resource; the label information of the medical object can be the medical object's reservation of the target medical resource or the medical resource provider in the historical time. Information about other resources, the medical object label information can also reflect the resource usage and/or the resource usage efficiency of the medical object. In addition, it can be understood that the appointment time may be the time when the medical object reserves the target medical resource within a preset time period.
在一些实施方式中,获取预设时段内的医疗对象数据集,包括:In some embodiments, obtaining a medical object data set within a preset time period includes:
获取每个医疗对象的资源申请信息;Obtain resource application information for each medical object;
解析资源申请信息,得到所预约的目标医疗资源、预约时间、资源需求时效及医疗对象的身份信息;Analyze resource application information to obtain the reserved target medical resources, appointment time, resource demand timeliness and medical object identity information;
根据每个医疗对象的身份信息查找对应的信用权重;Find the corresponding credit weight according to the identity information of each medical object;
根据资源需求时效及信用权重生成该医疗对象对应的对象类型;Generate the object type corresponding to the medical object according to the resource requirement timeliness and credit weight;
根据每个医疗对象的对象类型、预约时间及所预约的目标医疗资源建立预设时段内医疗对象数据集。According to the object type of each medical object, the appointment time and the reserved target medical resource, a medical object data set within a preset period is established.
需要说明的是,该信用权重体现医疗对象在该目标医疗资源的供应平台的信用,或体现医疗对象在多种社会活动中的信用,如借贷款信用、申请物资信用、租借资源信用等民事行为信用;具体的,通过医疗对象的信用记录生成在向资源供应平台申请目标医疗资源时的信用权重,以根据该信用权重及资源预约时效相结合,从而确定医疗对象的对象类型。有效防止一些人员恶意占用目标医疗资源,或为了优先享有资源,主观性设定资源需求时效,导致后续的资源分配的不准确,影响了紧急需求资源的其他人员的资源分配进度,不利于资源的管控。It should be noted that the credit weight reflects the credit of the medical object on the supply platform of the target medical resources, or reflects the credit of the medical object in various social activities, such as loan credit, material credit application, resource credit and other civil actions. Credit; specifically, the credit weight when applying for the target medical resource to the resource supply platform is generated through the credit record of the medical object, so as to determine the object type of the medical object according to the combination of the credit weight and the resource reservation time limit. Effectively prevent some personnel from maliciously occupying the target medical resources, or subjectively set the time limit for resource requirements in order to enjoy the resources first, resulting in inaccurate subsequent resource allocation, affecting the resource allocation progress of other personnel who urgently need resources, and is not conducive to resource allocation. Control.
在一些实施方式中,获取预设时段内的医疗对象数据集,包括:In some embodiments, obtaining a medical object data set within a preset time period includes:
获取每个医疗对象对应的资源申请信息;Obtain the resource application information corresponding to each medical object;
解析每个医疗对象对应的资源申请信息,得到每个医疗对象在预约目标医疗资源时所对应的预约时间、资源需求时效及标签信息,该标签信息为医疗对象在预设时段之前的目标医疗资源分配记录信息;Analyze the resource application information corresponding to each medical object, and obtain the appointment time, resource requirement time limit and label information corresponding to each medical object when reserving the target medical resource, and the label information is the target medical resource of the medical object before the preset time period allocating record information;
根据每个医疗对象在预约目标医疗资源时对应的标签信息确定每个医疗对象的资源时效调整参数;Determine the resource aging adjustment parameters of each medical object according to the label information corresponding to each medical object when reserving the target medical resource;
根据每个医疗对象的资源时效调整参数及资源需求时效确定每个医疗对象对目标医疗资源的对象类型;Determine the object type of each medical object to the target medical resource according to the resource timeliness adjustment parameters of each medical object and the resource demand timeliness;
根据每个医疗对象的预约时间、对象类型及所预约的目标资源建立预设时段内的医疗对象数据集。According to the appointment time, object type and reserved target resource of each medical object, a medical object data set within a preset period is established.
具体的,医疗对象在向目标医疗资源供应商或目标医疗资源供应平台预约资源时,通常通过填写资源申请信息或资源预约信息向资源供应商或资源供应平台申请或预约。由于资源可包括一种或多种类型的资源,为了加快资源分配时效,可由医疗对象在申请或预约资源时,通过医疗对象自主选定相关类型的目标医疗资源。Specifically, when a medical object makes a reservation for a resource with a target medical resource supplier or a target medical resource supply platform, it usually applies or makes an appointment with the resource supplier or resource supply platform by filling in resource application information or resource reservation information. Since resources may include one or more types of resources, in order to speed up the time limit of resource allocation, medical objects can independently select relevant types of target medical resources through medical objects when applying for or reserving resources.
需要说明的是,该资源需求时效为医疗对象在预约目标医疗资源时所要求的资源分配时效,其可体现医疗对象是否对目标医疗资源的迫切性。而医疗对象的标签信息为医疗对象在历史时间的资源使用记录信息,需要说明的是,该资源使用记录信息可为目标医疗资源的使用记录信息,还可为其他资源的使用记录信息;通过该医疗对象标签信息可以确定对应的资源时效调整参数,确定医疗对象的对象类型。It should be noted that the resource demand time limit is the resource allocation time limit required by the medical object when reserving the target medical resource, which can reflect the urgency of the medical object for the target medical resource. The label information of the medical object is the resource usage record information of the medical object in the historical time. It should be noted that the resource usage record information can be the usage record information of the target medical resource or the usage record information of other resources; The medical object label information can determine the corresponding resource aging adjustment parameters, and determine the object type of the medical object.
具体的,在一些实施方式中,可获取医疗对象的标签信息,根据标签信息确定医疗对象的资源使用记录,根据医疗对象的资源使用记录评估医疗对象的资源时效调整参数,如医疗对象在预约医疗资源时,可根据医疗对象的标签信息获取对应的医疗资源使用记录,根据该医疗资源使用记录可确定医疗对象在历史时间的医疗资源享用情况,如确定医疗对象在历史时间预约资源的类型是否与目标医疗资源相同。一方面,在确定医疗对象在历史时间预约资源的类型与目标医疗资源相同时,还可根据该医疗资源享用情况推断医疗对象的身体状态,如根据预约间隔时间判断医疗对象是否康复,或是否为紧急性复诊,以生成医疗资源享用情况与目标医疗资源之间的关联系数;另一方面,在确定医疗对象在历史时间预约资源的类型与目标医疗资源不同时,判定该医疗资源享用情况与目标医疗资源之间关联性,以生成关联系数。进一步的,根据该关联系数生成对应的资源时效调整参数,以根据资源时效调整参数及医疗对象自主输入的资源需求时效确定该医疗对象的对象类型。Specifically, in some embodiments, the label information of the medical object can be obtained, the resource usage record of the medical object can be determined according to the label information, and the resource aging adjustment parameters of the medical object can be evaluated according to the resource usage record of the medical object. When resources are used, the corresponding medical resource usage record can be obtained according to the label information of the medical object. According to the medical resource usage record, the medical resource utilization status of the medical object in the historical time can be determined. The target medical resources are the same. On the one hand, when it is determined that the type of resources reserved by the medical object at the historical time is the same as that of the target medical resource, the physical state of the medical object can also be inferred based on the utilization of the medical resource, for example, whether the medical object has recovered or not is determined according to the appointment interval. Urgent follow-up visits to generate the correlation coefficient between the utilization of medical resources and the target medical resources; on the other hand, when it is determined that the type of resources reserved by the medical object in the historical time is different from the target medical resources, it is determined that the utilization of medical resources is related to the target medical resources. Correlations between medical resources to generate correlation coefficients. Further, a corresponding resource aging adjustment parameter is generated according to the correlation coefficient, so as to determine the object type of the medical object according to the resource aging adjustment parameter and the resource requirement aging independently input by the medical object.
在另一些实施方式中,获取医疗对象的标签信息,根据标签信息确定医疗对象的资源使用记录,根据医疗对象的资源使用记录评估医疗对象的资源时效调整参数,如医疗对象在预约医疗资源时,可根据医疗对象的标签信息获取对应的医疗资源使用记录。当检测到医疗对象的资源使用记录中存在对目标医疗资源的使用记录时,或检测到医疗对象的资源使用记录中存在与目标医疗资源相同的资源的使用记录时,获取医疗对象的资源使用记录中对应的目标医疗资源的对象类型,表示医疗对象对该目标医疗资源具有比较严格的时效性;因此,确定医疗对象的资源时效调整参数,该资源时效调整参数通常用于加快对医疗对象的资源分配效率。进一步的,根据资源时效调整参数及资源需求时效确定医疗对象当前的对象类型。In other embodiments, the label information of the medical object is obtained, the resource usage record of the medical object is determined according to the label information, and the resource aging adjustment parameter of the medical object is evaluated according to the resource usage record of the medical object. Corresponding medical resource usage records can be obtained according to the label information of the medical object. When it is detected that there is a usage record of the target medical resource in the resource usage record of the medical object, or when it is detected that there is a usage record of the same resource as the target medical resource in the resource usage record of the medical object, obtain the resource usage record of the medical object The object type of the corresponding target medical resource in , indicates that the medical object has a relatively strict timeliness for the target medical resource; therefore, determine the resource timeliness adjustment parameter of the medical object. distribution efficiency. Further, the current object type of the medical object is determined according to the resource aging adjustment parameter and the resource requirement aging.
需要说明的是,该对象类型还可有医疗对象直接选择,或通过与以上实施方式等同或相似的其他方式来确定。It should be noted that, the object type may also be directly selected by the medical object, or determined by other methods equivalent or similar to the above embodiments.
步骤220,根据每个医疗对象的对象类型及预约时间,生成每个医疗对象的优先分配权重。Step 220: Generate a priority allocation weight for each medical object according to the object type and appointment time of each medical object.
该优先分配权重体现医疗对象对目标医疗资源的需求时效,及目标医疗资源供应平台在分配目标医疗资源时至医疗对象时的优先次序。在本实施例中,在确定医疗对象的优先分配权重时,可根据预约时间及对象类型来确定;其中,该对象类型可表示医疗对象对目标医疗资源的需求时效,或体现医疗对象当前状态,当医疗对象当前状态为紧急状态时,则对目标医疗资源的对象类型为高需求,反之为中需求或低需求。The priority allocation weight reflects the timeliness of the medical object's demand for the target medical resource, and the priority order of the target medical resource supply platform when allocating the target medical resource to the medical object. In this embodiment, when determining the priority allocation weight of the medical object, it can be determined according to the appointment time and the object type; wherein, the object type can represent the time limit of the medical object's demand for the target medical resources, or reflect the current state of the medical object, When the current state of the medical object is an emergency state, the object type for the target medical resource is high demand, otherwise it is medium demand or low demand.
在一些实施方式中,步骤220可具体包括以下步骤:In some embodiments,
根据每个医疗对象的预约时间确定分配目标医疗资源时每个医疗对象的时间优先系数;Determine the time priority coefficient of each medical object when allocating target medical resources according to the appointment time of each medical object;
基于每个医疗对象的对象类型,获取每个医疗对象的对象类型优先系数;Based on the object type of each medical object, obtain the object type priority coefficient of each medical object;
根据时间优先系数及对象类型优先系数生成分配目标医疗资源时每个医疗对象的优先分配权重。The priority allocation weight of each medical object when allocating target medical resources is generated according to the time priority coefficient and the object type priority coefficient.
在本实施方式中,根据每个医疗对象的预约时间来确定每个医疗对象的时间优先系数,其主要是通过将该预约时间的先后来确定的,如将医疗对象的预约时间与该医疗对象以外的其他医疗对象对相同的目标医疗资源的预约时间进行对比,以确定医疗对象相对于其他对象的预约先后顺序,以在预约时间上对医疗对象的资源分配进行排序,实现先预约先享用,确保在资源分配的公平性。此外,还可根据每个医疗对象的对象类型,获取每个医疗对象对应的对象类型优先系数,如根据每个医疗对象的对象类型查找预设的资源需求优先系数表,得到对象类型优先系数;又如将每个医疗对象的对象类型与该医疗对象以外的其他医疗对象对相同的目标的对象类型对比,以确定该医疗对象相对于其他对象的资源需求时效,从而获取对于其他对象的对象类型优先系数。进一步的,结合每个医疗对象的时间优先系数及需求优先系数生成每个医疗对象的优先分配权重。In this embodiment, the time priority coefficient of each medical object is determined according to the appointment time of each medical object, which is mainly determined by the order of the appointment time, such as comparing the appointment time of the medical object with the medical object The appointment time of the same target medical resources is compared with other medical objects other than the same target medical resources to determine the order of appointment of medical objects relative to other objects, so as to sort the resource allocation of medical objects according to the appointment time, so as to realize the first appointment and first enjoyment, Ensure fairness in resource allocation. In addition, according to the object type of each medical object, the object type priority coefficient corresponding to each medical object can be obtained, for example, according to the object type of each medical object, the preset resource demand priority coefficient table is searched, and the object type priority coefficient is obtained; Another example is to compare the object type of each medical object with the object types of other medical objects other than the medical object for the same target, so as to determine the resource requirement time of the medical object relative to other objects, so as to obtain the object type for other objects. priority factor. Further, the priority allocation weight of each medical object is generated by combining the time priority coefficient and the demand priority coefficient of each medical object.
在一些实施方式中,步骤220还可具体包括以下步骤:In some embodiments,
获取目标医疗资源对应的历史分配记录,历史分配记录携带有不同对象类型的医疗对象在等待资源分配时的等候时长;Obtain the historical allocation record corresponding to the target medical resource, and the historical allocation record carries the waiting time of medical objects of different object types when waiting for resource allocation;
根据每个医疗对象的预约时间及历史分配记录中对应的对象类型医疗对象的等候时长生成每个医疗对象的优先分配权重。The priority allocation weight of each medical object is generated according to the appointment time of each medical object and the waiting time of the medical object of the corresponding object type in the historical allocation record.
具体的,历史分配记录可为该目标对象或该目标对象以外的其他对象的资源分配的历史记录,需要说明的是,该历史分配记录为预设时段之前的目标资源分配记录,其可包含在对不同对象类型的医疗对象进行目标医疗资源分配时,不同对象类型的医疗对象所等待资源分配时的等待时长。在本实施例中,获取目标医疗资源对应的历史分配记录中对应的对象类型的医疗对象的等候资源分配的等候时长,以根据资源预约时长和等候时长确定医疗对象本次请求分配资源的资源分配间隔时长,以根据该资源分配间隔时长生成医疗对象的优先分配权重。此外,还可获取其他对象的资源分配历史记录,该资源分配的历史记录包含对目标医疗资源具有相同的对象类型的等待资源分配的等候时长,根据其他对象的等候时长及该医疗对象的资源预约时长确定医疗对象的资源分配时间,并生成该资源分配时间对应的优先分配权重。通过上述方式生成医疗对象的优先分配权重,以边后续根据优先分配权重进行对目标医疗资源分配,提高对资源分配的管理力度,且使得资源分配具有可行性。Specifically, the historical allocation record may be the historical record of resource allocation of the target object or other objects other than the target object. It should be noted that the historical allocation record is the target resource allocation record before the preset period, which may be included in the When the target medical resources are allocated to medical objects of different object types, the waiting time for the medical objects of different object types to wait for resource allocation. In this embodiment, the waiting time for the medical object of the object type corresponding to the historical allocation record corresponding to the target medical resource is obtained, so as to determine the resource allocation for the medical object to request allocation of resources this time according to the resource reservation time and the waiting time The interval duration is used to generate the priority allocation weight of the medical object according to the resource allocation interval duration. In addition, the resource allocation history record of other objects can also be obtained. The resource allocation history record includes the waiting time for the target medical resource with the same type of object waiting for resource allocation. According to the waiting time of other objects and the resource reservation of the medical object The duration determines the resource allocation time of the medical object, and generates a priority allocation weight corresponding to the resource allocation time. The priority allocation weights of the medical objects are generated in the above manner, so that the target medical resources are allocated according to the priority allocation weights subsequently, the management of the resource allocation is improved, and the resource allocation is feasible.
步骤230,获取预设时段内目标医疗资源的可分配资源量,及获取预设时段内的每个医疗对象的资源分配时间。Step 230: Acquire the allocatable resource amount of the target medical resource within the preset time period, and obtain the resource allocation time of each medical object within the preset time period.
需要说明的是,该预设时段为预设的计划决策时间,如1个小时、6个小时、1天、3天等,本实施例主要是对计划决策时间内的目标医疗资源进行分配,且满足用户在计划决策时间内对目标医疗资源的需求。在预设时段内,目标医疗资源的数量(可分配资源量)是有限的,但是在预设时段内所需要分配的医疗对象的数量时不确定的,需要分配的医疗对象的数量有可能大于目标医疗资源的可分配资源量,也有可能小于目标医疗资源的可分配资源量。因此,在本实施例中,需要统计在预设时段内的目标医疗资源的可分配资源量,根据该预设时段内的目标医疗资源的可分配资源量进行分配。It should be noted that the preset time period is the preset planning decision time, such as 1 hour, 6 hours, 1 day, 3 days, etc. This embodiment mainly allocates the target medical resources within the planning decision time, And meet the user's demand for target medical resources within the planning decision time. During the preset period, the number of target medical resources (allocable resources) is limited, but the number of medical objects to be allocated within the preset period is uncertain, and the number of medical objects to be allocated may be greater than The amount of allocatable resources of the target medical resources may also be less than the amount of allocable resources of the target medical resources. Therefore, in this embodiment, it is necessary to count the amount of allocatable resources of the target medical resources within a preset time period, and allocate according to the amount of allocable resources of the target medical resources within the preset time period.
需要说明的是,在一些实施方式中,该预设时段内的目标医疗资源可为有限的,当该时段内的目标医疗资源被其他对象请求分配完毕,医疗对象通常会在该预设时段内触发资源分配请求失败,或无法触发资源分配请求。此时,需要通过等候资源回复,或资源应急调用方可触发资源分配请求。此处对于目标医疗资源的数量不做限定。It should be noted that, in some embodiments, the target medical resources within the preset period may be limited, and when the target medical resources within the period are requested by other objects to be allocated, the medical objects will usually be within the preset period. The triggering of the resource allocation request failed, or the resource allocation request could not be triggered. In this case, the resource allocation request can be triggered by waiting for the resource reply, or by the resource emergency caller. The number of target medical resources is not limited here.
此外,由于预设时段为可包括过去的预设历史时间段、当前的预设时间段及将来的预设时间段,本实施例中,该预设时段是指过去的预设历史时间段,则获取预设时段内的每个医疗对象的资源分配时间,该每个医疗对象的资源分配时间为在过去的预设历史时间段已经发生的时间。而本实施例获取预设时段内的每个医疗对象的资源分配时间,以了解该过去时段的医疗对象数据集中的每个医疗对象的资源分配时间,以后续评估该资源分配时间的合理性。In addition, since the preset time period may include the past preset historical time period, the current preset time period and the future preset time period, in this embodiment, the preset time period refers to the past preset historical time period, Then, the resource allocation time of each medical object within the preset time period is acquired, and the resource allocation time of each medical object is the time that has occurred in the past preset historical time period. In this embodiment, the resource allocation time of each medical object within a preset time period is obtained to know the resource allocation time of each medical object in the medical object data set in the past time period, so as to subsequently evaluate the rationality of the resource allocation time.
步骤240,根据目标医疗资源的可分配资源量及每个医疗对象的优先分配权重调整每个医疗对象的资源分配时间,得到每个医疗对象调整后的资源分配时间。Step 240: Adjust the resource allocation time of each medical object according to the amount of allocatable resources of the target medical resources and the priority allocation weight of each medical object, so as to obtain the adjusted resource allocation time of each medical object.
在获得预设时段内每个医疗对象的资源分配时间后,由于在预设时段内对目标医疗资源的分配可能是基于“先到先享用”的原则,并不考虑医疗对象的特征或需求时效,如在症状较为紧急时,通常需要及时享用目标医疗资源;而基于“先到先享用”的排队方式可能会影响具有紧急需求的医疗对象对目标医疗资源的需求,存在加剧医疗对象的病情的风险。因此,预设时段可能存在每个医疗对象的资源分配时间可能不合理的现象。After obtaining the resource allocation time of each medical object within the preset period, the allocation of target medical resources within the preset period may be based on the principle of "first come, first enjoyment", without considering the characteristics of the medical objects or the timeliness of demand For example, when the symptoms are more urgent, it is usually necessary to enjoy the target medical resources in time; and the queuing method based on "first come, first enjoy" may affect the demand of medical subjects with urgent needs for the target medical resources, and there is a possibility of aggravating the medical conditions of the medical subjects. risk. Therefore, in the preset time period, there may be a phenomenon that the resource allocation time for each medical object may be unreasonable.
在本实施例中,通过确定该预设时段内的目标医疗资源的可分配资源量,基于该目标医疗资源的可分配资源量对医疗对象进行分配,并利用每个医疗对象的优先分配权重作为目标医疗资源分配顺序的决策指标,该优先分配权重是根据对应的医疗对象的对象类型及预约目标医疗资源时的预约时间生成的,该优先分配权重可衡量医疗对象对目标医疗资源的需求时效或需求紧急程度的大小。其中,在根据每个医疗对象的优先分配权重来确定每个医疗对象的合理分配顺序时,可根据优先分配权重值的大小来确定在分配目标医疗资源时每个医疗对象的合理分配顺序,如将所有医疗对象的优先权重值进行大小排序,医疗对象的优先权重值越大,则分配到目标医疗资源的顺序就越靠前,其资源分配时间越早。In this embodiment, by determining the amount of allocatable resources of the target medical resource within the preset time period, medical objects are allocated based on the amount of allocatable resources of the target medical resource, and the priority allocation weight of each medical object is used as the The decision index of the allocation order of target medical resources. The priority allocation weight is generated according to the object type of the corresponding medical object and the appointment time when booking the target medical resource. The priority allocation weight can measure the medical object's demand for the target medical resource. The magnitude of the urgency of the need. Among them, when the reasonable allocation order of each medical object is determined according to the priority allocation weight of each medical object, the reasonable allocation order of each medical object can be determined according to the value of the priority allocation weight value when allocating target medical resources, such as The priority weight values of all medical objects are sorted by size. The larger the priority weight value of the medical object is, the higher the order of the target medical resources is, and the earlier the resource allocation time is.
在一些实施方式中,步骤240可具体包括以下步骤:In some embodiments,
将所有医疗对象对应的优先分配权重进行排序,得到所有医疗对象的分配权重序列;Sort the priority allocation weights corresponding to all medical objects to obtain the allocation weight sequence of all medical objects;
根据每个医疗对象的资源分配时间生成预设时段内目标医疗资源的可分配资源量的历史分配时间表;According to the resource allocation time of each medical object, generate the historical allocation schedule of the allocated resources of the target medical resources within the preset period;
根据分配权重序列调整历史分配时间表中每个医疗对象对应的资源分配时间,得到每个医疗对象调整后的资源分配时间。The resource allocation time corresponding to each medical object in the historical allocation timetable is adjusted according to the allocation weight sequence, and the adjusted resource allocation time of each medical object is obtained.
在该实施方式中,在根据预设时段的医疗对象数据集中每个医疗对象的对象类型和预约时间获取对应的优先分配权重后,对每个医疗对象的优先分配权重进行大小排序,以得到预设时段内所有已分配医疗对象的分配权重序列,该分配权重序列为每个已分配医疗对象权重值的排序结果,若根据每个医疗对象在该分配权重序列的顺序进行目标医疗资源分配,会使得在分配目标医疗资源时更贴合医疗对象的需求,实现将有限的目标医疗资源优先分配至具有较紧急需求的医疗对象,可实现目标医疗资源的效益更大。In this embodiment, after the corresponding priority allocation weight is obtained according to the object type and appointment time of each medical object in the medical object data set in the preset period, the priority allocation weight of each medical object is sorted by size to obtain a predetermined Set the distribution weight sequence of all assigned medical objects in the time period, the distribution weight sequence is the sorting result of the weight value of each assigned medical object, if the target medical resources are allocated according to the order of each medical object in the assigned weight sequence, the It makes the allocation of target medical resources more suitable for the needs of medical objects, and realizes that the limited target medical resources are preferentially allocated to medical objects with more urgent needs, which can achieve greater benefits of the target medical resources.
在该实施方式中,将预设时段内已分配医疗对象的资源分配时间按照分配时间的先后进行排序,得到固定的可分配资源量的目标医疗资源在预设时段内的实际的历史分配时间表,该历史分配时间表可包含预设时段内每个医疗对象的分配到目标医疗资源的时间信息,根据该历史分配时间表可以确定预设时段内每个医疗对象在分配到目标医疗资源时实际分配顺序。In this embodiment, the resource allocation time of the allocated medical objects within the preset time period is sorted according to the order of the allocation time, so as to obtain the actual historical allocation schedule of the target medical resources with a fixed amount of resources that can be allocated within the preset time period , the historical allocation schedule can include the time information of each medical object allocated to the target medical resource within the preset period, and according to the historical allocation schedule, it can be determined that each medical object in the preset period is actually allocated to the target medical resource. allocation order.
进一步的,根据预设时段内的每个已分配医疗对象在分配权重序列中的权重优先顺序调整历史分配时间表中每个已分配医疗对象实际的资源分配时间,以得到调整后的资源分配时间表;该调整后的资源分配时间表为预设时段内对每个已分配医疗对象进行目标医疗资源分配时的合理分配时间表,该调整后的资源分配时间表包含每个已分配医疗对象调整后的资源分配时间,该调整后的资源分配时间为在预设时段内的每个已分配医疗对象理想的资源分配时间。在预设时段内,若根据每个医疗对象调整后的资源分配时间进行目标医疗资源分配,可将有限的目标医疗资源优先分配至具有较紧急需求的医疗对象,更贴合医疗对象的需求,可实现目标医疗资源的较大效益。Further, the actual resource allocation time of each allocated medical object in the historical allocation schedule is adjusted according to the weight priority order of each allocated medical object in the allocation weight sequence within the preset time period, so as to obtain the adjusted resource allocation time. Table; the adjusted resource allocation timetable is a reasonable allocation timetable when the target medical resources are allocated to each allocated medical object within a preset period, and the adjusted resource allocation timetable includes the adjustment of each allocated medical object The adjusted resource allocation time is the ideal resource allocation time for each allocated medical object within the preset time period. Within a preset period, if target medical resources are allocated according to the adjusted resource allocation time of each medical object, the limited target medical resources can be preferentially allocated to medical objects with more urgent needs, which is more suitable for the needs of medical objects. Greater benefits of target medical resources can be achieved.
在一些实施方式中,步骤240可具体包括以下步骤:In some embodiments,
根据所有医疗对象的资源分配时间建立资源分配时间表,资源分配时间表包含预设时段内所有医疗对象的资源分配时间顺序;Establish a resource allocation timetable according to the resource allocation time of all medical objects, and the resource allocation timetable includes the resource allocation time sequence of all medical objects within a preset period;
将所有医疗对象的优先分配权重进行排序,得到所有医疗对象的分配权重序列,以确定每个医疗对象在分配权重序列中的分配次序;Sort the priority allocation weights of all medical objects to obtain the allocation weight sequence of all medical objects, so as to determine the allocation order of each medical object in the allocation weight sequence;
在检测到资源分配时间表中的至少一个资源医疗对象的资源分配时间顺序与在分配权重序列中对应的分配次序不同时,将目标医疗资源的可分配资源量预排布至预设时段,得到目标医疗资源在预设时段内的分配排布时间表;When it is detected that the resource allocation time sequence of at least one resource medical object in the resource allocation schedule is different from the corresponding allocation sequence in the allocation weight sequence, pre-arrange the allocatable resource amount of the target medical resource to a preset time period, and obtain Timetable for the allocation of target medical resources within a preset period;
根据每个医疗对象的分配次序映射至分配排布时间表,得到调整后的资源分配时间集,资源分配时间集包含每个医疗对象调整后的资源分配时间。According to the allocation order of each medical object is mapped to the allocation schedule, an adjusted resource allocation time set is obtained, and the resource allocation time set includes the adjusted resource allocation time of each medical object.
该实施方式是通过对预设时段内的所有医疗对象的优先分配权重进行排序,以确定每个医疗对象在排序中分配次数;以及建立预设时段内所有医疗对象的资源分配时间表,通过该资源分配时间表可确定预设时段内所有医疗对象的资源分配时间顺序;并检测每个医疗对象在资源分配时间表中的资源分配时间顺序是否与权重排序中分配次数匹配或相同,在不匹配时,根据预设的资源分配规则,如根据预设的资源分配间隔时间,将目标医疗资源排布至预设时段,得到目标医疗资源在预设时段内的分配排布时间表,该分配排布时间表包含多个相等的资源分配间隔时间,该分配排布时间表为将目标医疗资源分配至任意医疗对象的时间表,按照该资源分配间隔时间进行目标医疗资源分配,可确保每个医疗对象在享用医疗资源的时间上具有公平性。In this embodiment, the priority allocation weights of all medical objects within a preset time period are sorted to determine the number of times each medical object is allocated in the sorting; and a resource allocation schedule for all medical objects within the preset time period is established, The resource allocation timetable can determine the time sequence of resource allocation for all medical objects within a preset period; and detect whether the time sequence of resource allocation for each medical object in the resource allocation timetable matches or is the same as the number of allocations in the weighting sorting, and if it does not match At the same time, according to the preset resource allocation rules, for example, according to the preset resource allocation interval, the target medical resources are allocated to the preset time period, and the allocation timetable of the target medical resources within the preset time period is obtained. The distribution timetable includes multiple equal resource allocation intervals. The distribution timetable is a timetable for allocating target medical resources to any medical object. The allocation of target medical resources according to the resource allocation interval can ensure that each medical Subjects have fairness in the time they enjoy medical resources.
进一步的,根据每个医疗对象的分配次序映射至该分配排布时间表,得到调整后的资源分配时间集,该得到调整后的资源分配时间集为较为理想的资源分配时间集合,包含每个医疗对象调整后的资源分配时间。在预设时段内,若根据每个医疗对象调整后的资源分配时间进行目标医疗资源分配,可将有限的目标医疗资源优先分配至具有较紧急需求的医疗对象,更贴合医疗对象的需求,可实现目标医疗资源的较大效益。Further, according to the allocation order of each medical object is mapped to the allocation schedule, an adjusted resource allocation time set is obtained, and the adjusted resource allocation time set is an ideal resource allocation time set, including each Adjusted resource allocation time for medical subjects. Within a preset period, if target medical resources are allocated according to the adjusted resource allocation time of each medical object, the limited target medical resources can be preferentially allocated to medical objects with more urgent needs, which is more suitable for the needs of medical objects. Greater benefits of target medical resources can be achieved.
以上实施方式为确定医疗对象的资源分配时间的方式,在实现本实施例时,可通过选择其中一种或多种上述的实施方式,以结合其他方法步骤进行组合。需要说明的时,与上述实施方式相同或相似的方式仍会属于本实施例的保护范围。The above embodiments are ways of determining the resource allocation time of a medical object. When implementing this embodiment, one or more of the above embodiments can be selected and combined with other method steps. It should be noted that the same or similar manners as the above-mentioned embodiments still belong to the protection scope of this embodiment.
步骤250,根据可分配资源量、优先分配权重及调整后的资源分配时间对预设资源分配模型进行训练,得到目标医疗资源的分配模型,并基于目标医疗资源的分配模型确定待分配医疗对象的资源分配时间。Step 250: Train the preset resource allocation model according to the amount of allocatable resources, the priority allocation weight and the adjusted resource allocation time to obtain the allocation model of the target medical resources, and determine the allocation model of the medical object to be allocated based on the allocation model of the target medical resources. Resource allocation time.
在本实施例中,在得到预设时段内每个医疗对象的调整后的资源分配时间后,可利用预设时段的目标医疗资源的可分配资源量、预设时段内每个医疗对象的优先分配权重、预设时段内每个医疗对象的调整后的资源分配时间对预设资源分配模型进行训练。具体的,该资源分配模型为预先训练好的机器学习模型,该机器学习模型可为任意具有数据映射关系的分配模型。该设资源分配模型进行训练的训练模式为模型的学习模式,其训练过程具体包括以下步骤:In this embodiment, after obtaining the adjusted resource allocation time of each medical object within the preset time period, the amount of allocable resources of the target medical resources in the preset time period and the priority of each medical object within the preset time period can be used. The preset resource allocation model is trained by the allocation weight and the adjusted resource allocation time of each medical object within the preset time period. Specifically, the resource allocation model is a pre-trained machine learning model, and the machine learning model can be any allocation model with a data mapping relationship. The training mode in which the resource allocation model is trained is the learning mode of the model, and the training process specifically includes the following steps:
将可分配资源量及每个医疗对象的优先分配权重输入预设资源分配模型,并控制预设资源分配模型输出每个医疗对象对应的预测资源分配时间;Input the amount of allocatable resources and the priority allocation weight of each medical object into the preset resource allocation model, and control the preset resource allocation model to output the predicted resource allocation time corresponding to each medical object;
将每个医疗对象对应的预测的资源分配时间与每个医疗对象对应的调整后的资源分配时间进行对比,得到对比结果;Comparing the predicted resource allocation time corresponding to each medical object with the adjusted resource allocation time corresponding to each medical object to obtain a comparison result;
根据对比结果调整预设资源分配模型中的参数,直至预设资源分配模型的预测精确度达到预定精度,得到目标医疗资源的分配模型。According to the comparison result, the parameters in the preset resource allocation model are adjusted until the prediction accuracy of the preset resource allocation model reaches the predetermined accuracy, and the allocation model of the target medical resources is obtained.
在目标医疗资源的分配模型的训练过程中,以预设时段的目标医疗资源的可分配资源量、预设时段内每个医疗对象的优先分配权重作为模型的输入数据,使得该分配模型输出每个医疗对象预测的资源分配时间;在得到模型输出每个医疗对象的预测资源分配时间后,将每个医疗对象对应的预测的资源分配时间与该医疗对象对应的调整后的资源分配时间进行对比,得到对比结果,该对比结果可为预测的资源分配时间与调整后的资源分配时间的时间差值或百分比。进一步的,将该对比结果对应的数值与预设数据阈值对比,如以时间差值作为对比结果为例,将该时间差值与预设时间差值阈值对比,在时间差值大于预设时间差值阈值时,调整预设资源分配模型中的参数,然后继续进行模型训练,直至该预设资源分配模型的预测精确度达到预定精度,该预设精度可理解为:模型输出的预测的资源分配时间与调整后的资源分配时间之间的差值小于预设时间差值阈值。在通过训练后,使得预设资源分配模型的预测精确度达到预定精度,即可得到目标医疗资源的分配模型。In the training process of the allocation model of the target medical resources, the allocation model of the target medical resources in the preset period of time and the priority allocation weight of each medical object in the preset period are used as the input data of the model, so that the allocation model outputs each The predicted resource allocation time for each medical object; after obtaining the predicted resource allocation time for each medical object output by the model, compare the predicted resource allocation time corresponding to each medical object with the adjusted resource allocation time corresponding to the medical object , and a comparison result is obtained, and the comparison result may be the time difference or percentage between the predicted resource allocation time and the adjusted resource allocation time. Further, compare the value corresponding to the comparison result with the preset data threshold. For example, taking the time difference as the comparison result as an example, compare the time difference with the preset time difference threshold, and when the time difference is greater than the preset time When the difference threshold is reached, the parameters in the preset resource allocation model are adjusted, and then model training is continued until the prediction accuracy of the preset resource allocation model reaches the predetermined accuracy, and the preset accuracy can be understood as: the predicted resources output by the model The difference between the allocation time and the adjusted resource allocation time is less than a preset time difference threshold. After training, the prediction accuracy of the preset resource allocation model can reach the predetermined accuracy, and then the allocation model of the target medical resources can be obtained.
经过上述实施方式训练得到目标医疗资源的分配模型,可以基于该目标医疗资源的分配模型确定未来的待分配医疗对象的资源分配时间,其中,在确定未来待分配医疗对象的资源分配时间时,需要输入目标医疗资源的可分配资源量和待分配医疗对象的优先分配权重,该目标医疗资源的分配模型将会输出对应的资源分配时间。需要说明的是,在输入目标医疗资源的可分配资源量时,需要根据计划决策时间来确定的,如根据与前述的预设时段相等时间的计划决策时间来确定,该计划决策时间是根据预设时段来决定的,若想要在后续的计划决策时间为10天,则需要利用10天(预设时段)的医疗对象数据集对预设资源分配模型进行训练,示例性的,在利用10天(预设时段)的医疗对象数据集所得到的优先分配权重、10天的可分配资源量、各已分配医疗对象的调整后的资源分配时间训练得到目标医疗资源的分配模型后,那么在接下来的目标医疗资源分配中,通常选择10天作为计划决策时间,以将该计划决策时间内的目标医疗资源的可分配资源量进行资源分配。进一步的,若想更改接下来的计划决策时间,则需要利用其他预设时段的医疗对象数据集得到的相关数据进行训练,如需要更改计划决策时间为7天,则需要利用7天(预设时段)内的医疗对象数据集得到的相关数据训练得到目标医疗资源的分配模型。本实施例可以提高医疗资源处理方法的可行性,提高未来的目标医疗资源的分配便利性。The allocation model of the target medical resources is obtained through the training of the above-mentioned embodiment, and the resource allocation time of the medical objects to be allocated in the future can be determined based on the allocation model of the target medical resources. When determining the resource allocation time of the medical objects to be allocated in the future, the Input the allocatable resource amount of the target medical resource and the priority allocation weight of the medical object to be allocated, and the allocation model of the target medical resource will output the corresponding resource allocation time. It should be noted that when inputting the amount of allocatable resources of the target medical resources, it needs to be determined according to the planning decision time, for example, according to the planning decision time equal to the aforementioned preset time period, and the planning decision time is determined according to the planning decision time. It is determined by setting the time period. If the subsequent planning decision time is 10 days, it is necessary to use the 10-day (preset time period) medical object data set to train the preset resource allocation model. After training the allocation model of the target medical resources based on the priority allocation weight obtained from the medical object data set for 10 days (preset time period), the amount of resources that can be allocated for 10 days, and the adjusted resource allocation time of each allocated medical object, then in In the next allocation of target medical resources, 10 days are usually selected as the planning decision-making time, so as to allocate resources based on the amount of allocatable resources of the target medical resources within the planning decision-making time. Further, if you want to change the next planning decision-making time, you need to use the relevant data obtained from the medical object datasets in other preset time periods for training. If you need to change the planning decision-making time to 7 days, you need to use 7 days (preset The distribution model of target medical resources is obtained by training the relevant data obtained from the medical object data set within the time period). This embodiment can improve the feasibility of the method for processing medical resources, and improve the convenience of allocation of target medical resources in the future.
在本实施例中,在训练得到目标医疗资源的分配模型后,获取每个待分配医疗对象的资源预约信息,该资源预约信息包括每个待分配医疗对象的对象类型,预约时间及所预约的目标医疗资源;根据每个待分配医疗对象的对象类型及预约时间生成该待分配医疗对象的优先分配权重;获取计划决策时间的目标医疗资源的可分配资源量;将计划决策时间的目标医疗资源的可分配资源量、每个待分配医疗对象的优先分配权重输入训练好的目标医疗资源的分配模型,得到每个待分配医疗对象的资源分配时间。In this embodiment, after the allocation model of the target medical resources is obtained by training, the resource reservation information of each medical object to be allocated is obtained, and the resource reservation information includes the object type of each medical object to be allocated, the reservation time and the reserved Target medical resources; generate the priority allocation weight of each medical object to be allocated according to the object type and appointment time of each medical object to be allocated; obtain the allocated resources of the target medical resources at the planning decision time; assign the target medical resources at the planning decision time The amount of allocatable resources and the priority allocation weight of each medical object to be allocated are input into the trained allocation model of target medical resources, and the resource allocation time of each medical object to be allocated is obtained.
步骤260,基于待分配医疗对象的资源分配时间,将目标医疗资源分配至待分配医疗对象。Step 260: Allocate the target medical resources to the medical objects to be allocated based on the resource allocation time of the medical objects to be allocated.
在本实施例中,资源分配时间可为分配目标医疗资源至医疗对象的实际分配时间,还可为分配目标医疗资源至医疗对象的参照时间。在分配目标医疗资源的过程中,该分配资源的过程不限于为:资源分配、资源调用分配、资源补充后分配等,此处不做限定。In this embodiment, the resource allocation time may be the actual allocation time for allocating the target medical resource to the medical object, and may also be the reference time for allocating the target medical resource to the medical object. In the process of allocating target medical resources, the process of allocating resources is not limited to: resource allocation, resource call allocation, resource replenishment allocation, etc., which are not limited here.
在一些实施方式中,步骤260可具体包括以下步骤:In some embodiments,
获取目标医疗资源分配至待分配医疗对象的分配进度;Obtain the allocation progress of the target medical resources allocated to the medical objects to be allocated;
在检测到目标医疗资源的分配进度对应的时间迟于待分配医疗对象的资源分配时间时,更新待分配医疗对象的资源分配时间,并基于更新后的资源分配时间将目标医疗资源分配至待分配医疗对象。When it is detected that the time corresponding to the allocation progress of the target medical resource is later than the resource allocation time of the medical object to be allocated, the resource allocation time of the medical object to be allocated is updated, and the target medical resource is allocated to the to-be-allocated based on the updated resource allocation time medical object.
具体的,该分配进度可为目标医疗资源对多个医疗对象进行分配的进度,其可反映目标医疗资源分配至医疗对象的顺序及待分配至其他对象的顺序,以及分配目标医疗资源至医疗对象的实际时间。该分配进度可以理解为目标医疗资源当前整被其他对象的已经使用和/或正在使用的进程,或目标医疗资源处于忙碌状态,需要等待目标医疗资源在空闲时对医疗对象或其他对象进行分配。通过该目标医疗资源的分配进度可以得到医疗对象的在分配进度的时间,并预估医疗对象在分配进度的时间是否迟于医疗对象的资源分配时间,其预估过程可为:获取医疗对象在分配进度中的时间,将医疗对象在分配进度中的时间与医疗对象的资源分配时间进行对比,以确定医疗对象在分配进度的时间是否晚于资源分配时间;还可通过将医疗对象的资源分配时间映射到分配进度中的时间轴,通过读取时间轴上的时间信息,以确定医疗对象在分配进度中的时间与资源分配时间是否匹配,在不匹配时,确定医疗对象在分配进度的时间是否晚于资源分配时间;需要说明的是,该医疗对象在分配进度中的时间为将分配目标医疗资源分配至医疗对象的实际时间。需要说明的是,在检测医疗对象在分配进度的时间是否迟于资源分配时间时,可根据医疗对象在分配进度中的时间更新医疗对象的资源分配时间,并基于更新后的资源分配时间将目标医疗资源分配至医疗对象。Specifically, the allocation progress can be the progress of allocating the target medical resources to a plurality of medical objects, which can reflect the order in which the target medical resources are allocated to the medical objects and the order in which they are to be allocated to other objects, and the allocation of the target medical resources to the medical objects. actual time. The allocation progress can be understood as the process that the target medical resource is currently used and/or being used by other objects, or the target medical resource is in a busy state and needs to wait for the target medical resource to allocate the medical object or other objects when it is idle. Through the allocation progress of the target medical resources, the time of the medical object in the allocation progress can be obtained, and it can be estimated whether the time of the medical object in the allocation progress is later than the resource allocation time of the medical object. Time in the allocation progress, compare the time of the medical object in the allocation progress with the resource allocation time of the medical object to determine whether the medical object's time in the allocation progress is later than the resource allocation time; you can also assign the medical object's resource allocation time by comparing the medical object's time in the allocation progress The time is mapped to the time axis in the allocation progress. By reading the time information on the time axis, it is determined whether the time of the medical object in the allocation progress matches the resource allocation time. If it does not match, the time of the medical object in the allocation progress is determined. Whether it is later than the resource allocation time; it should be noted that the time of the medical object in the allocation progress is the actual time when the allocation target medical resources are allocated to the medical object. It should be noted that when detecting whether the time of the medical object in the allocation progress is later than the resource allocation time, the resource allocation time of the medical object can be updated according to the time of the medical object in the allocation progress, and based on the updated resource allocation time, the target Medical resources are allocated to medical subjects.
在本实施方式中,为了让医疗对象尽快分配到目标医疗资源,避免目标医疗资源的延迟对医疗对象的造成负面影响,在预估到医疗对象在分配进度的时间迟于资源分配时间时,可将医疗对象的资源分配时间更新医疗对象在分配进度的时间,以使得医疗对象的实际资源分配时间早于原分配进度的时间,具有可靠性。In this embodiment, in order to allow the medical objects to be allocated to the target medical resources as soon as possible and avoid the negative impact of the delay of the target medical resources on the medical objects, when it is estimated that the time of the allocation progress of the medical objects is later than the time of resource allocation, the The resource allocation time of the medical object is updated to the time of the medical object in the allocation progress, so that the actual resource allocation time of the medical object is earlier than the time of the original allocation progress, which is reliable.
在一些实施方式中,步骤260还可具体包括以下步骤:In some embodiments,
获取目标医疗资源当前的分配进度;Obtain the current allocation progress of target medical resources;
根据目标医疗资源当前的进度预估待分配医疗对象的资源分配时间是否延误;According to the current progress of the target medical resources, estimate whether the resource allocation time of the medical objects to be allocated is delayed;
在预估到待分配医疗对象的资源分配时间延误时,查找目标医疗资源对应的应急策略;检测是否存在与目标医疗资源相同的资源;When it is estimated that the resource allocation time of the medical object to be allocated is delayed, find the emergency strategy corresponding to the target medical resource; detect whether there is the same resource as the target medical resource;
当检测到与目标医疗资源相同的资源时,根据应急策略调用与目标医疗资源相同的资源,得到可分配医疗资源;When the same resource as the target medical resource is detected, the same resource as the target medical resource is called according to the emergency strategy, and the assignable medical resource is obtained;
将可分配医疗资源分配至待分配医疗对象。Allocate allocatable medical resources to the medical objects to be allocated.
需要说明的是,目标医疗资源当前的分配进度可为目标医疗资源对多个医疗对象进行分配的进度,其可反映目标医疗资源分配至医疗对象的顺序及待分配至其他对象的顺序,以及分配目标医疗资源至医疗对象的实际时间。通过该目标医疗资源当前的分配进度预估目标医疗资源的资源分配时间是否延误,其实现方式不限于为:获取目标医疗资源已经分配完毕的其他对象占用目标医疗资源的时长,根据其他对象占用目标医疗资源的时长预估医疗对象在分配进度中的等待时长,根据该等待时长预估医疗对象的资源分配时间是否存在被延误的可能,在预估到医疗对象的资源分配时间被延误时,采用应急策略,该应急策略可为调用其他缓解资源,或增加目标医疗资源的其他渠道;为了便于理解,将目标医疗资源作为第一资源路径,将调用其他缓解资源或目标医疗资源的其他渠道作为目标医疗资源的第二资源路径,该第二资源路径可用于缓解第一资源路径在资源分配延误时的资源分配压力;上述实施方式中的与目标医疗资源相同的资源属于第二资源路径的资源。It should be noted that the current allocation progress of the target medical resources may be the progress of allocating the target medical resources to multiple medical objects, which can reflect the order in which the target medical resources are allocated to the medical objects and the order in which they are to be allocated to other objects, as well as the allocation order. The actual time from the target medical resource to the medical object. According to the current allocation progress of the target medical resource, it is estimated whether the resource allocation time of the target medical resource is delayed, and the implementation method is not limited to: obtaining the time length of the target medical resource occupied by other objects whose target medical resources have been allocated, according to the occupation target of other objects. The duration of medical resources estimates the waiting time of medical objects in the allocation progress. According to the waiting time, it is estimated whether the resource allocation time of medical objects may be delayed. When it is estimated that the resource allocation time of medical objects is delayed, use Emergency strategy, which can be used to call other mitigation resources or increase other channels for target medical resources; for ease of understanding, target medical resources are taken as the first resource path, and other mitigation resources or other channels for target medical resources are used as targets The second resource path of the medical resource, which can be used to relieve the resource allocation pressure of the first resource path when the resource allocation is delayed; the same resource as the target medical resource in the above embodiment belongs to the resource of the second resource path.
在步骤260中,通过以上实施方式实现对医疗对象进行资源分配,可满足不同对象类型的对象对目标医疗资源的需求,且提高对资源的管控力度,增强对资源利用效益,具有可靠性。In
由上可知,本申请实施例可以获取预设时段内的医疗对象数据集,医疗对象数据集包括多个医疗对象以及每个医疗对象的对象类型、预约时间及所预约的目标医疗资源;根据每个医疗对象的对象类型及预约时间,生成每个医疗对象的优先分配权重;获取预设时段内目标医疗资源的可分配资源量,及获取预设时段内的每个医疗对象的资源分配时间;根据目标医疗资源的可分配资源量及每个医疗对象的优先分配权重调整每个医疗对象的资源分配时间,得到每个医疗对象调整后的资源分配时间;根据可分配资源量、优先分配权重及调整后的资源分配时间对预设资源分配模型进行训练,得到目标医疗资源的分配模型,并基于目标医疗资源的分配模型确定待分配医疗对象的资源分配时间;基于待分配医疗对象的资源分配时间,将目标医疗资源分配至待分配医疗对象。该方案能够通过医疗对象数据集中医疗对象的对象类型及预约时间来生成对应的医疗对象分配资源时的优先分配权重,以实现从多维度的来确定不同对象类型的医疗对象在资源分配时的优先度,根据该优先分配权重来调整医疗对象的资源分配时间,并基于可分配资源量、优先分配权重及调整后的资源分配时间来训练预设的资源分配模型,得到目标医疗资源的分配模型,从而确定对待分对象的资源分配时间,以基于该资源分配时间进行目标医疗资源的分配;上述方案通过衡量医疗对象的预约时间和对象类型,来确定医疗对象的资源分配时间,达到了待分配医疗对象的资源需求与目标医疗资源的可分配量之间的平衡,提高了对目标医疗资源的管控力,具有可靠性。It can be seen from the above that the embodiment of the present application can obtain a medical object data set within a preset time period, and the medical object data set includes a plurality of medical objects and the object type, appointment time and reserved target medical resources of each medical object; According to the object type and appointment time of each medical object, the priority allocation weight of each medical object is generated; the amount of allocatable resources of the target medical resources within the preset time period is obtained, and the resource allocation time of each medical object within the preset time period is obtained; Adjust the resource allocation time of each medical object according to the amount of allocatable resources of the target medical resources and the priority allocation weight of each medical object, and obtain the adjusted resource allocation time of each medical object; The adjusted resource allocation time trains the preset resource allocation model to obtain the allocation model of the target medical resources, and determines the resource allocation time of the medical objects to be allocated based on the allocation model of the target medical resources; based on the resource allocation time of the medical objects to be allocated , allocate the target medical resources to the medical objects to be allocated. The scheme can generate the priority allocation weight of the corresponding medical objects when allocating resources according to the object type and the appointment time of the medical objects in the medical object data set, so as to realize the multi-dimensional determination of the priority of medical objects of different object types in the resource allocation. According to the priority allocation weight, the resource allocation time of the medical object is adjusted, and the preset resource allocation model is trained based on the amount of resources that can be allocated, the priority allocation weight and the adjusted resource allocation time, and the allocation model of the target medical resources is obtained, Thereby, the resource allocation time of the object to be divided is determined, and the target medical resources are allocated based on the resource allocation time; the above scheme determines the resource allocation time of the medical object by measuring the appointment time and the object type of the medical object, and achieves the medical treatment to be allocated. The balance between the resource demand of the object and the distributable amount of the target medical resource improves the management and control of the target medical resource and is reliable.
根据上述实施例所描述的方法,以下将举例作进一步详细说明。According to the methods described in the above embodiments, the following examples will be used for further detailed description.
在本实施例中,提供了一种医疗资源处理方法,该方法可以由终端或服务器来执行,也可以由终端和服务器共同执行,本实施例以该方法由服务器执行为例来进行说明。In this embodiment, a medical resource processing method is provided. The method may be executed by a terminal or a server, or may be executed jointly by a terminal and a server. This embodiment is described by taking the method being executed by a server as an example.
如图3所示,图3为本申请实施例提供的资源分配方法的另一流程示意图,服务器上的处理器执行资源分配方法对应的程序时,该资源分配方法的具体流程可以如下:As shown in FIG. 3 , which is another schematic flowchart of a resource allocation method provided by an embodiment of the present application, when a processor on a server executes a program corresponding to the resource allocation method, the specific flow of the resource allocation method may be as follows:
为了便于理解,本实施例以医疗资源的资源分配方法为例。在本实施例中,该医疗对象可为个体患者或对医疗资源具有需求的集体,该目标医疗资源可为如体检、疾病诊断、术前检查等医疗资源项目。For ease of understanding, this embodiment takes a resource allocation method for medical resources as an example. In this embodiment, the medical object may be an individual patient or a group that has demands for medical resources, and the target medical resources may be medical resource items such as physical examination, disease diagnosis, and preoperative examination.
步骤301、获取预设时段内的医疗对象数据集,医疗对象数据集包括多个已分配医疗对象以及每个已分配医疗对象的对象类型、预约时间及所预约的目标医疗资源。Step 301: Acquire a medical object data set within a preset time period. The medical object data set includes a plurality of allocated medical objects and the object type, appointment time and reserved target medical resources of each allocated medical object.
步骤302、根据每个已分配医疗对象的对象类型及预约时间,生成每个已分配医疗对象的优先分配权重。Step 302: Generate a priority allocation weight of each allocated medical object according to the object type and appointment time of each allocated medical object.
步骤303、获取预设时段内目标医疗资源的可分配资源量,及获取预设时段内的每个已分配医疗对象的资源分配时间。Step 303: Acquire the amount of allocatable resources of the target medical resource within the preset time period, and obtain the resource allocation time of each allocated medical object within the preset time period.
步骤304、根据目标医疗资源的可分配资源量及每个已分配医疗对象的优先分配权重调整每个已分配医疗对象的资源分配时间,得到每个已分配医疗对象调整后的资源分配时间。Step 304: Adjust the resource allocation time of each allocated medical object according to the amount of allocatable resources of the target medical resources and the priority allocation weight of each allocated medical object, and obtain the adjusted resource allocation time of each allocated medical object.
步骤305、根据可分配资源量、优先分配权重及调整后的资源分配时间对预设资源分配模型进行训练,得到目标医疗资源的分配模型。Step 305: Train the preset resource allocation model according to the amount of allocatable resources, the priority allocation weight and the adjusted resource allocation time to obtain the allocation model of the target medical resources.
步骤306、接收每个待分配医疗对象的资源预约信息,该资源预约信息包括每个待分配医疗对象的资源需求时效、预约时间及所用于的目标医疗资源。Step 306: Receive resource reservation information of each medical object to be allocated, where the resource reservation information includes the time limit of resource demand, reservation time and target medical resources used for each medical object to be allocated.
该每个待分配医疗对象的资源预约信息还可包括预约时间、资源需求时效、医疗对象的身份信息、标签信息及所预约的目标医疗资源。此处不做限定。The resource reservation information of each medical object to be allocated may further include the reservation time, the time limit of resource demand, the identity information of the medical object, the label information and the reserved target medical resource. There is no limitation here.
步骤307、根据每个待分配医疗对象的资源预约信息中的资源需求时效,确定每个待分配医疗对象的对象类型。Step 307: Determine the object type of each medical object to be allocated according to the time limit of resource demand in the resource reservation information of each medical object to be allocated.
在一些实施方式中,当资源预约信息包括预约时间、资源需求时效、医疗对象的身份信息及所预约的目标医疗资源时,可根据每个待分配医疗对象的身份信息查找对应的信用权重,并根据资源需求时效及信用权重生成该待分配医疗对象对应的对象类型。In some embodiments, when the resource reservation information includes the reservation time, the time limit of resource requirements, the identity information of the medical object, and the reserved target medical resource, the corresponding credit weight can be searched according to the identity information of each medical object to be allocated, and The object type corresponding to the to-be-allocated medical object is generated according to the resource requirement time limit and the credit weight.
在一些实施方式中,当资源预约信息包括预约时间、资源需求时效、医疗对象的标签信息及所预约的目标医疗资源时,根据每个待分配医疗对象在预约目标医疗资源时对应的标签信息确定每个待分配医疗对象的资源时效调整参数,并根据每个待分配医疗对象的资源时效调整参数及资源需求时效确定每个待分配医疗对象对目标医疗资源的对象类型。In some embodiments, when the resource reservation information includes the reservation time, the time limit of resource requirements, the label information of the medical object, and the reserved target medical resource, it is determined according to the label information corresponding to each medical object to be allocated when reserving the target medical resource. Resource aging adjustment parameters of each to-be-allocated medical object, and the object type of each to-be-allocated medical object to the target medical resource is determined according to the resource aging adjustment parameters of each to-be-allocated medical object and the resource demand aging.
步骤308、根据每个待分配医疗对象的对象类型及预约时间,生成每个医疗对象的优先分配权重。Step 308: Generate a priority allocation weight for each medical object according to the object type and appointment time of each medical object to be allocated.
步骤309、获取计划决策时间内的目标医疗资源的可分配资源量。Step 309: Acquire the allocatable resource amount of the target medical resource within the planning decision time.
步骤310、将每个待分配医疗对象的优先分配权重、计划决策时间内的目标医疗资源的可分配资源量输入训练好的目标医疗资源的分配模型,得到每个待分配医疗对象的资源分配时间。Step 310: Input the priority allocation weight of each medical object to be allocated, the amount of allocatable resources of the target medical resource within the planning decision-making time into the allocation model of the trained target medical resource, and obtain the resource allocation time of each medical object to be allocated .
步骤311、基于每个待分配医疗对象的资源分配时间,将目标医疗资源分配至每个待分配医疗对象。Step 311: Allocate target medical resources to each medical object to be allocated based on the resource allocation time of each medical object to be allocated.
由上可知,本申请实施例能够通过医疗对象数据集中医疗对象的对象类型及预约时间来生成对应的医疗对象分配资源时的优先分配权重,以实现从多维度的来确定不同对象类型的医疗对象在资源分配时的优先度,根据该优先分配权重来调整医疗对象的资源分配时间,并基于可分配资源量、优先分配权重及调整后的资源分配时间来训练预设的资源分配模型,得到目标医疗资源的分配模型;从而接收每个待分配医疗对象的资源预约信息,以生成每个待分配医疗对象的优先分配权重,进而根据训练好的目标医疗资源的分配模型确定每个待分医疗对象的资源分配时间,以基于该资源分配时间进行目标医疗资源的分配;上述方案通过衡量医疗对象的预约时间和对象类型,来确定医疗对象的资源分配时间,达到了待分配医疗对象的资源需求与目标医疗资源的可分配量之间的平衡,提高了对目标医疗资源的管控力,具有可靠性。As can be seen from the above, the embodiment of the present application can generate the priority allocation weight of the corresponding medical object when allocating resources according to the object type and the appointment time of the medical object in the medical object data set, so as to realize the multi-dimensional determination of medical objects of different object types. The priority in resource allocation, adjust the resource allocation time of the medical object according to the priority allocation weight, and train the preset resource allocation model based on the amount of resources that can be allocated, the priority allocation weight and the adjusted resource allocation time, and get the target The allocation model of medical resources; thereby receiving the resource reservation information of each medical object to be allocated, to generate the priority allocation weight of each medical object to be allocated, and then determining each medical object to be allocated according to the allocation model of the trained target medical resources The resource allocation time of the target medical resource is allocated based on the resource allocation time; the above scheme determines the resource allocation time of the medical object by measuring the appointment time and object type of the medical object, so as to meet the resource requirements of the medical object to be allocated. The balance between the distributable amounts of target medical resources improves the management and control of target medical resources and is reliable.
本实施例通过以医疗资源的资源分配方法为例,通过以上实施例所描述的实施步骤或过程对目标医疗资源进行分配。需要说明的是,以上实施例中的各个步骤仅为本申请提供的医疗资源处理方法的其中一个实施方式,还可通过本申请记载的其他实施方式进行资源分配,或通过与本申请实施例等同的其他实施方式进行资源分配,此处不做限定。In this embodiment, by taking the resource allocation method of medical resources as an example, the target medical resources are allocated through the implementation steps or processes described in the above embodiments. It should be noted that each step in the above embodiment is only one embodiment of the medical resource processing method provided in this application, and resource allocation can also be performed through other embodiments described in this application, or through the same method as the embodiment of this application. resource allocation in other implementation manners, which is not limited here.
例如,如图4a所示,图4a是本申请实施例提供的资源分配装置的第一种实施例的结构示意图,该资源分配装置可以包括第一获取单元410、生成单元420、第二获取单元430、调整单元440、确定单元450及分配单元460,如下:For example, as shown in FIG. 4a, FIG. 4a is a schematic structural diagram of a first embodiment of a resource allocation apparatus provided by an embodiment of the present application, and the resource allocation apparatus may include a first obtaining
第一获取单元410,用于获取预设时段内的医疗对象数据集,医疗对象数据集包括多个医疗对象以及每个医疗对象的对象类型、预约时间及所预约的目标医疗资源;The first obtaining
生成单元420,用于根据每个医疗对象的对象类型及预约时间,生成每个医疗对象的优先分配权重;The generating
第二获取单元430,用于获取预设时段内目标医疗资源的可分配资源量,及获取预设时段内的每个医疗对象的资源分配时间;The second obtaining
调整单元440,用于根据目标医疗资源的可分配资源量及每个医疗对象的优先分配权重调整每个医疗对象的资源分配时间,得到每个医疗对象调整后的资源分配时间;An
确定单元450,用于根据可分配资源量、优先分配权重及调整后的资源分配时间对预设资源分配模型进行训练,得到目标医疗资源的分配模型,并基于目标医疗资源的分配模型确定待分配医疗对象的资源分配时间;The determining
分配单元460,用于基于待分配医疗对象的资源分配时间,将目标医疗资源分配至待分配医疗对象。The
在一些实施例中,第一获取单元410,包括:In some embodiments, the first obtaining
第一获取子单元,用于获取每个医疗对象的资源申请信息;The first obtaining subunit is used to obtain the resource application information of each medical object;
第一解析子单元,用于解析资源申请信息,得到所预约的目标医疗资源、预约时间、资源需求时效及医疗对象的身份信息;The first parsing subunit is used for parsing the resource application information to obtain the reserved target medical resource, the appointment time, the time limit of resource demand and the identity information of the medical object;
第一查找子单元,用于根据每个医疗对象的身份信息查找对应的信用权重;a first search subunit, used to search for the corresponding credit weight according to the identity information of each medical object;
第一生成子单元,用于根据资源需求时效及信用权重生成该医疗对象对应的对象类型;a first generating subunit, configured to generate an object type corresponding to the medical object according to the resource requirement timeliness and credit weight;
第一建立子单元,用于根据每个医疗对象的对象类型、预约时间及所预约的目标医疗资源建立预设时段内医疗对象数据集。The first establishing subunit is used for establishing a medical object data set within a preset time period according to the object type, appointment time and reserved target medical resources of each medical object.
在一些实施例中,获取单元510还具体用于:获取每个医疗对象对应的资源申请信息;解析每个医疗对象对应的资源申请信息,得到每个医疗对象在预约目标医疗资源时所对应的预约时间、资源需求时效及标签信息,该标签信息为医疗对象在预设时段之前的目标医疗资源分配记录信息;根据每个医疗对象在预约目标医疗资源时对应的标签信息确定每个医疗对象的资源时效调整参数;根据每个医疗对象的资源时效调整参数及资源需求时效确定每个医疗对象对目标医疗资源的对象类型;根据每个医疗对象的预约时间、对象类型及所预约的目标资源建立预设时段内的医疗对象数据集。In some embodiments, the obtaining unit 510 is further specifically configured to: obtain resource application information corresponding to each medical object; analyze the resource application information corresponding to each medical object, and obtain the corresponding resource application information corresponding to each medical object when reserving the target medical resource Appointment time, resource requirement timeliness, and label information, the label information is the target medical resource allocation record information of the medical object before the preset time period; according to the label information corresponding to each medical object when reserving the target medical resource, determine each medical object's Resource aging adjustment parameters; determine the object type of each medical object to the target medical resources according to the resource aging adjustment parameters of each medical object and the resource demand aging; establish according to the appointment time, object type and reserved target resources of each medical object A dataset of medical subjects within a preset time period.
在一些实施例中,参考图4b,生成单元420,包括:In some embodiments, referring to FIG. 4b, the generating
第一确定子单元421,用于根据每个医疗对象的预约时间确定分配目标医疗资源时每个医疗对象的时间优先系数;The
第一获取子单元422,用于基于每个医疗对象的对象类型,获取每个医疗对象的对象类型优先系数;The first obtaining subunit 422 is used to obtain the object type priority coefficient of each medical object based on the object type of each medical object;
生成子单元423,用于根据时间优先系数及对象类型优先系数生成分配目标医疗资源时每个医疗对象的优先分配权重。The generating
在一些实施例中,生成单元420还具体用于:获取目标医疗资源对应的历史分配记录,历史分配记录携带有不同对象类型的医疗对象在等待资源分配时的等候时长;根据每个医疗对象的预约时间及历史分配记录中对应的对象类型医疗对象的等候时长生成每个医疗对象的优先分配权重。In some embodiments, the generating
在一些实施例中,参考图4c,调整单元440,包括:In some embodiments, referring to FIG. 4c, the
排序子单元441,用于将所有医疗对象对应的优先分配权重进行排序,得到所有医疗对象的分配权重序列;The sorting
建立子单元442,用于根据每个医疗对象的资源分配时间建立预设时段内目标医疗资源的可分配资源量的历史分配时间表;establishing a
调整子单元443,用于根据分配权重序列调整历史分配时间表中每个医疗对象对应的资源分配时间,得到每个医疗对象调整后的资源分配时间。The
在一些实施例中,调整单元440还具体用于:根据所有医疗对象的资源分配时间建立资源分配时间表,资源分配时间表包含预设时段内所有医疗对象的资源分配时间顺序;将所有医疗对象的优先分配权重进行排序,得到所有医疗对象的分配权重序列,以确定每个医疗对象在分配权重序列中的分配次序;在检测到资源分配时间表中的至少一个资源医疗对象的资源分配时间顺序与在分配权重序列中对应的分配次序不同时,将目标医疗资源的可分配资源量预排布至预设时段,得到目标医疗资源在预设时段内的分配排布时间表;根据每个医疗对象的分配次序映射至分配排布时间表,得到调整后的资源分配时间集,资源分配时间集包含每个医疗对象调整后的资源分配时间。In some embodiments, the
在一些实施例中,参考图4d,确定单元450还可包括:In some embodiments, referring to FIG. 4d, the determining
训练子单元451,具体用于将可分配资源量及每个医疗对象的优先分配权重输入预设资源分配模型,并控制预设资源分配模型输出每个医疗对象对应的预测资源分配时间;将每个医疗对象对应的预测的资源分配时间与每个医疗对象对应的调整后的资源分配时间进行对比,得到对比结果;根据对比结果调整预设资源分配模型中的参数,直至预设资源分配模型的预测精确度达到预定精度,得到目标医疗资源的分配模型。The
第二确定子单元452,用于基于目标医疗资源的分配模型确定待分配医疗对象的资源分配时间。The second determining subunit 452 is configured to determine the resource allocation time of the medical object to be allocated based on the allocation model of the target medical resource.
在一些实施例中,参考图4e,分配单元460还可包括:In some embodiments, referring to FIG. 4e, the
第二获取子单元461,用于获取目标医疗资源分配至待分配医疗对象的分配进度;The second obtaining
更新子单元462,用于在检测到目标医疗资源的分配进度对应的时间迟于待分配医疗对象的资源分配时间时,更新待分配医疗对象的资源分配时间;The
分配子单元463,用于基于更新后的资源分配时间将目标医疗资源分配至待分配医疗对象。The
在一些实施例中,分配单元460还可包括:In some embodiments, allocating
获取子单元,用于获取目标医疗资源当前的分配进度;The acquisition subunit is used to acquire the current allocation progress of the target medical resources;
预估子单元,用于根据目标医疗资源当前的进度预估待分配医疗对象的资源分配时间是否延误;The estimation subunit is used to estimate whether the resource allocation time of the medical object to be allocated is delayed according to the current progress of the target medical resources;
查找子单元,用于在预估到待分配医疗对象的资源分配时间延误时,查找目标医疗资源对应的应急策略;The search sub-unit is used to search for the emergency strategy corresponding to the target medical resource when it is estimated that the resource allocation time of the medical object to be allocated is delayed;
检测子单元,用于检测是否存在与目标医疗资源相同的资源;The detection subunit is used to detect whether there is the same resource as the target medical resource;
调用子单元,用于当检测到与目标医疗资源相同的资源时,根据应急策略调用与目标医疗资源相同的资源,得到可分配医疗资源;The calling subunit is used to call the same resource as the target medical resource according to the emergency strategy when the same resource as the target medical resource is detected to obtain the assignable medical resource;
分配子单元,用于将可分配医疗资源分配至待分配医疗对象。The allocation subunit is used to allocate the allocatable medical resources to the medical objects to be allocated.
由上可知,本申请实施例可以通过第一获取单元410获取预设时段内的医疗对象数据集,医疗对象数据集包括多个医疗对象以及每个医疗对象的对象类型、预约时间及所预约的目标医疗资源;通过生成单元420根据每个医疗对象的对象类型及预约时间,生成每个医疗对象的优先分配权重;通过第二获取单元430获取预设时段内目标医疗资源的可分配资源量,及获取预设时段内的每个医疗对象的资源分配时间;通过调整单元440根据目标医疗资源的可分配资源量及每个医疗对象的优先分配权重调整每个医疗对象的资源分配时间,得到每个医疗对象调整后的资源分配时间;通过确定单元450根据可分配资源量、优先分配权重及调整后的资源分配时间对预设资源分配模型进行训练,得到目标医疗资源的分配模型,并基于目标医疗资源的分配模型确定待分配医疗对象的资源分配时间;通过分配单元460基于待分配医疗对象的资源分配时间,将目标医疗资源分配至待分配医疗对象。该方案能够通过医疗对象数据集中医疗对象的对象类型及预约时间来生成对应的医疗对象分配资源时的优先分配权重,以实现从多维度的来确定不同对象类型的医疗对象在资源分配时的优先度,根据该优先分配权重来调整医疗对象的资源分配时间,并基于可分配资源量、优先分配权重及调整后的资源分配时间来训练预设的资源分配模型,得到目标医疗资源的分配模型,从而确定对待分对象的资源分配时间,以基于该资源分配时间进行目标医疗资源的分配;上述方案通过衡量医疗对象的预约时间和对象类型,来确定医疗对象的资源分配时间,达到了待分配医疗对象的资源需求与目标医疗资源的可分配量之间的平衡,提高了对目标医疗资源的管控力,具有可靠性。It can be seen from the above that in this embodiment of the present application, a medical object data set within a preset period can be obtained through the first obtaining
以上各个单元所涉及的技术方案为与前面实施例提供的一种医疗资源的分配方法相同的技术方案,其具体实施的相关描述可参见前面的实施例,在此不再赘述。The technical solutions involved in the above units are the same as those of the medical resource allocation method provided in the previous embodiment, and the relevant description of the specific implementation can be found in the previous embodiment, which will not be repeated here.
本申请实施例提供一种计算机设备,具体参考图5,其示出了本申请实施例所涉及的计算机设备的结构示意图,该计算机设备的结构具体如下:An embodiment of the present application provides a computer device. Referring specifically to FIG. 5 , it shows a schematic structural diagram of the computer device involved in the embodiment of the present application. The structure of the computer device is as follows:
该计算机设备可以包括一个或者一个以上处理核心的处理器501、一个或一个以上计算机可读存储介质的存储器502、电源503和输入单元504等部件。本领域技术人员可以理解,图5中示出的计算机设备结构并不构成对计算机设备的限定,可以包括比图示更多或更少的部件,或者组合某些部件,或者不同的部件布置。其中:The computer device may include a
处理器501是该计算机设备的控制中心,利用各种接口和线路连接整个计算机设备的各个部分,通过运行或执行存储在存储器502内的软件程序和/或单元,以及调用存储在存储器502内的数据,执行计算机设备的各种功能和处理数据,从而对计算机设备进行整体监控。可选的,处理器501可包括一个或多个处理核心;优选的,处理器501可集成应用处理器和调制解调处理器,其中,应用处理器主要处理操作系统、用户界面和应用程序等,调制解调处理器主要处理无线通信。可以理解的是,上述调制解调处理器也可以不集成到处理器501中。The
存储器502可用于存储软件程序以及单元,处理器501通过运行存储在存储器502的软件程序以及单元,从而执行各种功能应用以及数据处理。存储器502可主要包括存储程序区和存储数据区,其中,存储程序区可存储操作系统、至少一个功能所需的应用程序(比如声音播放功能、影像播放功能等)等;存储数据区可存储根据计算机设备的使用所创建的数据等。此外,存储器502可以包括高速随机存取存储器,还可以包括非易失性存储器,例如至少一个磁盘存储器件、闪存器件、或其他易失性固态存储器件。相应地,存储器502还可以包括存储器控制器,以提供处理器501对存储器502的访问。The
计算机设备还包括给各个部件供电的电源503,优选的,电源503可以通过电源管理系统与处理器501逻辑相连,从而通过电源管理系统实现管理充电、放电、以及功耗管理等功能。电源503还可以包括一个或一个以上的直流或交流电源、再充电系统、电源故障检测电路、电源转换器或者逆变器、电源状态指示器等任意组件。The computer equipment also includes a
该计算机设备还可包括输入单元504,该输入单元504可用于接收输入的数字或字符信息,以及产生与用户设置以及功能控制有关的键盘、鼠标、操作杆、光学或者轨迹球信号输入。The computer device may also include an
尽管未示出,计算机设备还可以包括显示单元等,在此不再赘述。具体在本实施例中,计算机设备中的处理器501会按照如下的指令,将一个或一个以上的应用程序的进程对应的可执行文件加载到存储器502中,并由处理器501来运行存储在存储器502中的应用程序,从而实现各种功能,如下:Although not shown, the computer device may also include a display unit and the like, which will not be described herein again. Specifically, in this embodiment, the
计算机设备为服务器时,处理器501可以执行:获取预设时段内的医疗对象数据集,医疗对象数据集包括多个医疗对象以及每个医疗对象的对象类型、预约时间及所预约的目标医疗资源;根据每个医疗对象的对象类型及预约时间,生成每个医疗对象的优先分配权重;获取预设时段内目标医疗资源的可分配资源量,及获取预设时段内的每个医疗对象的资源分配时间;根据目标医疗资源的可分配资源量及每个医疗对象的优先分配权重调整每个医疗对象的资源分配时间,得到每个医疗对象调整后的资源分配时间;根据可分配资源量、优先分配权重及调整后的资源分配时间对预设资源分配模型进行训练,得到目标医疗资源的分配模型,并基于目标医疗资源的分配模型确定待分配医疗对象的资源分配时间;基于待分配医疗对象的资源分配时间,将目标医疗资源分配至待分配医疗对象。When the computer device is a server, the
以上各个操作具体可参见前面的实施例,在此不作赘述。For details of the above operations, reference may be made to the foregoing embodiments, which will not be repeated here.
本申请还提供了一种计算机程序产品或计算机程序,该计算机程序产品或计算机程序包括计算机指令,该计算机指令存储在计算机可读存储介质中。计算机设备的处理器从计算机可读存储介质读取该计算机指令,处理器执行该计算机指令,使得该计算机设备执行上述实施例中各种可选实现方式中提供的资源分配方法。The application also provides a computer program product or computer program, the computer program product or computer program comprising computer instructions stored in a computer-readable storage medium. The processor of the computer device reads the computer instructions from the computer-readable storage medium, and the processor executes the computer instructions, so that the computer device executes the resource allocation methods provided in the various optional implementations in the foregoing embodiments.
本申请实施例提供一种计算机可读存储介质,其中存储有计算机程序,该计算机程序能够被处理器进行加载,以执行本申请实施例所提供的任一种医疗资源处理方法中的步骤。例如,该计算机程序可以执行如下步骤:The embodiments of the present application provide a computer-readable storage medium, in which a computer program is stored, and the computer program can be loaded by a processor to execute steps in any medical resource processing method provided by the embodiments of the present application. For example, the computer program may perform the following steps:
获取预设时段内的医疗对象数据集,医疗对象数据集包括多个医疗对象以及每个医疗对象的对象类型、预约时间及所预约的目标医疗资源;根据每个医疗对象的对象类型及预约时间,生成每个医疗对象的优先分配权重;获取预设时段内目标医疗资源的可分配资源量,及获取预设时段内的每个医疗对象的资源分配时间;根据目标医疗资源的可分配资源量及每个医疗对象的优先分配权重调整每个医疗对象的资源分配时间,得到每个医疗对象调整后的资源分配时间;根据可分配资源量、优先分配权重及调整后的资源分配时间对预设资源分配模型进行训练,得到目标医疗资源的分配模型,并基于目标医疗资源的分配模型确定待分配医疗对象的资源分配时间;基于待分配医疗对象的资源分配时间,将目标医疗资源分配至待分配医疗对象。Obtain a medical object dataset within a preset period. The medical object dataset includes multiple medical objects and the object type, appointment time and reserved target medical resources of each medical object; according to the object type and appointment time of each medical object , generate the priority allocation weight of each medical object; obtain the amount of allocatable resources of the target medical resources within the preset period, and obtain the resource allocation time of each medical object within the preset period; according to the amount of the target medical resources allocable resources and the priority allocation weight of each medical object to adjust the resource allocation time of each medical object to obtain the adjusted resource allocation time of each medical object; according to the amount of resources that can be allocated, the priority allocation weight and the adjusted resource allocation time The resource allocation model is trained to obtain the allocation model of the target medical resources, and based on the allocation model of the target medical resources, the resource allocation time of the medical objects to be allocated is determined; based on the resource allocation time of the medical objects to be allocated, the target medical resources are allocated to the medical objects to be allocated. medical object.
其中,该计算机可读存储介质可以包括:只读存储器(ROM,Read Only Memory)、随机存取记忆体(RAM,Random Access Memory)、磁盘或光盘等。Wherein, the computer-readable storage medium may include: a read only memory (ROM, Read Only Memory), a random access memory (RAM, Random Access Memory), a magnetic disk or an optical disk, and the like.
由于该计算机可读存储介质中所存储的指令,可以执行本申请实施例所提供的任一种医疗资源处理方法中的步骤,因此,可以实现本申请实施例所提供的任一种医疗资源处理方法所能实现的有益效果,详见前面的实施例,在此不再赘述。Since the instructions stored in the computer-readable storage medium can execute the steps in any of the medical resource processing methods provided by the embodiments of the present application, any medical resource processing methods provided by the embodiments of the present application can be implemented. For the beneficial effects that can be achieved by the method, refer to the foregoing embodiments for details, which will not be repeated here.
以上对本申请实施例所提供的一种医疗资源处理方法、装置、计算机设备和计算机可读存储介质进行了详细介绍,本文中应用了具体个例对本发明的原理及实施方式进行了阐述,以上实施例的说明只是用于帮助理解本发明的方法及其核心思想;同时,对于本领域的技术人员,依据本发明的思想,在具体实施方式及应用范围上均会有改变之处,综上,本说明书内容不应理解为对本发明的限制。The medical resource processing method, device, computer equipment, and computer-readable storage medium provided by the embodiments of the present application have been described in detail above. Specific examples are used in this paper to illustrate the principles and implementations of the present invention. The description of the example is only used to help understand the method of the present invention and its core idea; at the same time, for those skilled in the art, according to the idea of the present invention, there will be changes in the specific embodiment and the scope of application. In summary, The contents of this specification should not be construed as limiting the present invention.
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| Publication number | Priority date | Publication date | Assignee | Title |
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| CN111105092A (en) * | 2019-12-20 | 2020-05-05 | 山大地纬软件股份有限公司 | Hospital medical insurance quota allocation oriented data interaction system and method |
| CN114283932A (en) * | 2022-03-03 | 2022-04-05 | 四川大学华西医院 | Medical resource management method, device, electronic equipment and storage medium |
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| Publication number | Priority date | Publication date | Assignee | Title |
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| CN111028931A (en) * | 2019-12-11 | 2020-04-17 | 医渡云(北京)技术有限公司 | Medical data processing method and device, electronic equipment and storage medium |
| CN111105092A (en) * | 2019-12-20 | 2020-05-05 | 山大地纬软件股份有限公司 | Hospital medical insurance quota allocation oriented data interaction system and method |
| CN114283932A (en) * | 2022-03-03 | 2022-04-05 | 四川大学华西医院 | Medical resource management method, device, electronic equipment and storage medium |
| CN114566269A (en) * | 2022-03-09 | 2022-05-31 | 四川大学 | Medical resource request method, device, electronic equipment and storage medium |
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