CN115877242A - Battery health state evaluation method, electronic equipment and readable storage medium - Google Patents
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Abstract
本公开提供了一种电池健康状态的评估方法、电子设备及可读存储介质,该方法包括:获取待评估的目标电池的使用时间和循环次数;根据所述使用时间、所述循环次数和第一预设关系,确定所述目标电池的损耗值;根据所述损耗值和第二预设关系,确定所述目标电池的健康状态。
The present disclosure provides a battery state of health evaluation method, electronic equipment and a readable storage medium. The method includes: acquiring the usage time and cycle times of the target battery to be evaluated; according to the usage time, the cycle times and the A preset relationship, determining the loss value of the target battery; and determining the health status of the target battery according to the loss value and a second preset relationship.
Description
技术领域technical field
本公开实施例涉及电池技术领域,更具体地,涉及一种电池健康状态的评估方法、一种电子设备及一种计算机可读存储介质。Embodiments of the present disclosure relate to the technical field of batteries, and more specifically, relate to a battery state of health evaluation method, an electronic device, and a computer-readable storage medium.
背景技术Background technique
电池健康状态(SOH),用于表征当前电池相对于新电池存储电能的能力,以百分比的形式表示电池从寿命开始到寿命结束期间所处的状态,用来定量描述当前电池的性能状态。电池健康状态的评估对电池的使用、维护和经济性分析具有指导意义。Battery state of health (SOH) is used to characterize the ability of the current battery to store electrical energy relative to a new battery. It expresses the state of the battery from the beginning of its life to the end of its life in the form of a percentage, and is used to quantitatively describe the performance status of the current battery. The evaluation of the state of health of the battery has guiding significance for the use, maintenance and economic analysis of the battery.
在现有技术中,可以通过以下方式来评估电池健康状态:第一种,根据容量衰减进行计算,具体的,通过恒流满充满放得到电池的现有容量,或通过其它工况估算方法大概估算出现有容量,并通过如下公式确定电池健康状态:现有容量/标称容量;第二种,根据内阻变化进行计算,通过定义截止内阻值,根据特殊工况计算当前内阻值,并通过如下公式确定电池健康状态:电池健康状态=(截止内阻值-当前内阻值)/(截止内阻值-出厂内阻值);第三种,根据日历寿命进行计算,实验得出的日历寿命,制成参数,通过时间进行实时对比,得到电池健康状态;第四种,根据循环寿命进行计算,通过实验得出的循环寿命,制成参数,通过与循环次数进行实时对比计算,得到电池健康状态。In the prior art, the state of health of the battery can be evaluated in the following ways: the first one is to calculate according to the capacity fading, specifically, the current capacity of the battery can be obtained by full and full discharge with constant current, or roughly estimated by other working condition estimation methods Estimate the existing capacity, and determine the battery health status by the following formula: existing capacity/nominal capacity; the second is to calculate according to the change of internal resistance, by defining the cut-off internal resistance value, and calculating the current internal resistance value according to special working conditions, And determine the battery health status by the following formula: battery health status = (cut-off internal resistance value - current internal resistance value) / (cut-off internal resistance value - factory internal resistance value); the third method is calculated according to the calendar life, and the experiment is obtained The calendar life is made into parameters, and the battery health status is obtained by real-time comparison through time; the fourth type is calculated according to the cycle life, and the cycle life obtained through experiments is made into parameters, which are calculated by real-time comparison with the number of cycles. Get battery health status.
但是,以上第一种方式的实际工况很难满足,即便是进行阶段估算需要的工况也比较难达到,很可能出现长周期未能进行计算到电池健康状态的问题。第二种方式中电池健康状态的定义非常规定义,且由于工况的不同,会产生内阻计算误差。第三种方式中,日历寿命本身数据依赖于系统恒定的工况下通过实验或数据计算得来的,如使用工况有所变化,会影响到电池健康状态的估算。第四种方式中要求提前依赖系统定义的工况去定参数。However, the actual working conditions of the first method above are difficult to meet, even the working conditions required for stage estimation are difficult to achieve, and it is likely that the battery health status cannot be calculated for a long period of time. The definition of battery health status in the second method is very defined, and due to different working conditions, there will be errors in the calculation of internal resistance. In the third method, the calendar life data itself depends on the calculation of the system through experiments or data under constant working conditions. If the working conditions change, it will affect the estimation of the battery’s health status. In the fourth way, it is required to rely on the working conditions defined by the system to set parameters in advance.
因此,提出一种能够准确评估电池健康状态的方法是十分有价值的。Therefore, it is very valuable to propose a method that can accurately assess the state of health of the battery.
发明内容Contents of the invention
本公开实施例的一个目的是提供一种准确评估电池健康状态的新的技术方案。An object of the embodiments of the present disclosure is to provide a new technical solution for accurately evaluating the state of health of a battery.
根据本公开的第一方面,提供了一种电池健康状态的评估方法,包括:According to a first aspect of the present disclosure, there is provided a battery state of health evaluation method, including:
获取待评估的目标电池的使用时间和循环次数;Obtain the service time and cycle times of the target battery to be evaluated;
根据所述使用时间、所述循环次数和第一预设关系,确定所述目标电池的损耗值;determining the loss value of the target battery according to the usage time, the number of cycles, and a first preset relationship;
根据所述损耗值和第二预设关系,确定所述目标电池的健康状态。Determine the state of health of the target battery according to the loss value and a second preset relationship.
可选的,在根据所述使用时间、所述循环次数和第一预设关系,确定所述目标电池的损耗值之前,所述方法还包括:Optionally, before determining the loss value of the target battery according to the usage time, the number of cycles and the first preset relationship, the method further includes:
获取所述第一预设关系;acquiring the first preset relationship;
所述获取第一预设关系包括:The acquisition of the first preset relationship includes:
获取预设的单循环损耗值,其中,所述预设的单循环损耗值表示电池单次循环过程的损耗占用电池一个统计周期的损耗值的相对值;Acquiring a preset single-cycle loss value, wherein the preset single-cycle loss value represents the relative value of the loss value of the battery in one statistical period of the battery's single-cycle loss;
根据所述单循环损耗值、使用时间、循环次数、以及预设的一个统计周期的损耗值,确定所述第一预设关系。The first preset relationship is determined according to the single-cycle loss value, the use time, the number of cycles, and the loss value of a preset statistical period.
可选的,所述获取预设的单循环损耗值包括:获取参考电池的参考使用数据和参考健康状态;Optionally, said obtaining the preset single-cycle loss value includes: obtaining reference usage data and reference health status of a reference battery;
根据所述参考电池的参考使用数据和参考健康状态,确定所述单循环损耗值。The single cycle loss value is determined according to the reference usage data and the reference health status of the reference battery.
可选的,任一所述参考健康状态对应的参考使用数据包括第一参考使用数据和第二参考使用数据;所述参考使用数据包括使用时间和循环次数;Optionally, the reference usage data corresponding to any of the reference health states includes first reference usage data and second reference usage data; the reference usage data includes usage time and cycle times;
所述根据所述参考电池的使用数据和参考健康状态,确定所述单循环损耗值包括:The determining the single-cycle loss value according to the use data of the reference battery and the reference state of health includes:
对于任一参考健康状态,根据第一参考使用数据、第二参考使用数据以及第三预设关系,得到对应参考健康状态的单循环损耗值分量;For any reference health state, according to the first reference usage data, the second reference usage data and the third preset relationship, the single-cycle loss value component corresponding to the reference health status is obtained;
根据每一所述参考健康状态的单循环损耗值分量,得到所述单循环损耗值。The single-cycle loss value is obtained according to the single-cycle loss value component of each of the reference health states.
可选的,所述第三预设关系为:Optionally, the third preset relationship is:
En=K Loss*(Yn1-Yn2)/(Tn2*Yn2-Tn1*Yn1)En=K Loss*(Yn1-Yn2)/(Tn2*Yn2-Tn1*Yn1)
其中,En表示第n个参考健康状态的单循环损耗值,Yn1表示第n个参考健康状态所对应的第一参考数据中的使用时间;Yn2表示第n个参考健康状态所对应的第二参考数据中的使用时间;Tn1表示第n个参考健康状态所对应的第一参考数据中的循环次数;Tn2表示第n个参考健康状态所对应的第一参考数据中的循环次数,KLoss表示一个统计周期的损耗值。Among them, En represents the single-cycle loss value of the nth reference health state, Yn1 represents the usage time in the first reference data corresponding to the nth reference health state; Yn2 represents the second reference data corresponding to the nth reference health state The usage time in the data; Tn1 indicates the number of cycles in the first reference data corresponding to the nth reference health status; Tn2 indicates the number of cycles in the first reference data corresponding to the nth reference health status, and KLoss indicates a statistic Cycle loss value.
可选的,所述第一预设关系为:Optionally, the first preset relationship is:
D=KLoss*Y+E*TD=KLoss*Y+E*T
其中,D表示所述目标电池的损耗值,KLoss表示一个统计周期的损耗值,Y表示使用时间,T表示循环次数,E表示所述预设的单循环损耗值。Wherein, D represents the loss value of the target battery, KLoss represents the loss value of one statistical period, Y represents the use time, T represents the number of cycles, and E represents the preset single cycle loss value.
可选的,所述方法还包括获取所述第二预设关系的步骤,包括:Optionally, the method further includes the step of acquiring the second preset relationship, including:
获取参考电池的参考使用数据和参考健康状态;所述参考使用数据包括使用时间和循环次数;Obtain reference usage data and reference health status of the reference battery; the reference usage data includes usage time and cycle times;
根据所述参考使用数据和所述第一预设关系,得到所述参考电池与所述参考使用数据对应的参考损耗值;Obtaining a reference loss value corresponding to the reference battery and the reference usage data according to the reference usage data and the first preset relationship;
根据所述参考电池的参考损耗值、对应的参考健康状态和预设的拟合参数,确定所述第二预设关系。The second preset relationship is determined according to the reference loss value of the reference battery, the corresponding reference health status and preset fitting parameters.
可选的,所述第二预设关系为:Optionally, the second preset relationship is:
其中,SOH表示所述目标电池的健康状态,D表示所述目标电池的损耗值,A、B、C均为预设的拟合参数。Wherein, SOH represents the state of health of the target battery, D represents the loss value of the target battery, and A, B, and C are preset fitting parameters.
可选的,所述方法还包括:Optionally, the method also includes:
获取所述目标电池的当前存储温度;Obtain the current storage temperature of the target battery;
还根据所述当前存储温度、所述目标电池在前一个统计周期对应的损耗值、预设的所述当前存储温度下的日历损耗值、预设的当前存储温度下的单循环损耗值、当前统计周期内的循环次数和第四预设关系,确定所述目标电池在当前统计周期对应的损耗值。Also based on the current storage temperature, the loss value corresponding to the target battery in the previous statistical cycle, the preset calendar loss value at the current storage temperature, the single cycle loss value at the preset current storage temperature, the current The number of cycles in the statistical period and the fourth preset relationship determine the loss value corresponding to the target battery in the current statistical period.
根据本公开的第二方面,还提供了一种电子设备,包括存储器和处理器,所述存储器用于存储计算机程序;所述处理器用于执行所述计算机程序,以实现根据本公开第一方面所述的方法。According to the second aspect of the present disclosure, there is also provided an electronic device, including a memory and a processor, the memory is used to store a computer program; the processor is used to execute the computer program, so as to implement the computer program according to the first aspect of the present disclosure the method described.
根据本公开的第三方面,还提供了一种计算机可读存储介质,所述计算机可读存储介质上存储计算机程序,所述计算机程序在被处理器执行时实现根据本公开的第一方面所述的方法。According to a third aspect of the present disclosure, there is also provided a computer-readable storage medium, on which a computer program is stored, and when the computer program is executed by a processor, the computer program according to the first aspect of the present disclosure is implemented. described method.
本公开实施例的一个有益效果在于,通过本公开的实施例,根据目标电池的使用时间和循环次数,来确定目标电池的损耗值,再根据目标电池的损耗值来评估目标电池的健康状态,可以使得得到的健康状态的评估结果更加准确。此外,本实施例评估电池健康状态的方法实时性较高,兼容性较高,资源占用较少,计算成本较低。A beneficial effect of the embodiments of the present disclosure is that, through the embodiments of the present disclosure, the loss value of the target battery is determined according to the service time and the number of cycles of the target battery, and then the health status of the target battery is evaluated according to the loss value of the target battery. It can make the obtained evaluation result of the health state more accurate. In addition, the method for evaluating the health state of the battery in this embodiment has high real-time performance, high compatibility, less resource occupation, and low calculation cost.
而且,在评估过程中引入了损耗值这一参数,将电池化学物理损耗统一归化为一个因素,从而简化电池衰减系统结构,能够提高本公开方法的可用性。Moreover, the parameter loss value is introduced in the evaluation process, and the chemical and physical loss of the battery is uniformly normalized into one factor, thereby simplifying the structure of the battery attenuation system and improving the usability of the disclosed method.
通过以下参照附图对本公开的示例性实施例的详细描述,本公开实施例的其它特征及其优点将会变得清楚。Other features and advantages of embodiments of the present disclosure will become apparent through the following detailed description of exemplary embodiments of the present disclosure with reference to the accompanying drawings.
附图说明Description of drawings
被结合在说明书中并构成说明书的一部分的附图示出了本公开的实施例,并且连同其说明一起用于解释本公开实施例的原理。The accompanying drawings, which are incorporated in and constitute a part of this specification, illustrate embodiments of the disclosure and, together with the description, serve to explain principles of the embodiments of the disclosure.
图1是可用于实现本公开的实施例的电子设备的硬件配置的示意性框图;1 is a schematic block diagram of a hardware configuration of an electronic device that can be used to implement an embodiment of the present disclosure;
图2是根据一个实施例的电池健康状态的评估方法的流程示意图;FIG. 2 is a schematic flowchart of a method for evaluating a battery state of health according to an embodiment;
图3是根据一个实施例的电子设备的方框原理图。Figure 3 is a block schematic diagram of an electronic device according to one embodiment.
具体实施方式Detailed ways
现在将参照附图来详细描述本公开的各种示例性实施例。应注意到:除非另外具体说明,否则在这些实施例中阐述的部件和步骤的相对布置、数字表达式和数值不限制本发明的范围。Various exemplary embodiments of the present disclosure will now be described in detail with reference to the accompanying drawings. It should be noted that the relative arrangements of components and steps, numerical expressions and numerical values set forth in these embodiments do not limit the scope of the present invention unless specifically stated otherwise.
以下对至少一个示例性实施例的描述实际上仅仅是说明性的,决不作为对本发明及其应用或使用的任何限制。The following description of at least one exemplary embodiment is merely illustrative in nature and in no way taken as limiting the invention, its application or uses.
对于相关领域普通技术人员已知的技术、方法和设备可能不作详细讨论,但在适当情况下,所述技术、方法和设备应当被视为说明书的一部分。Techniques, methods and devices known to those of ordinary skill in the relevant art may not be discussed in detail, but where appropriate, such techniques, methods and devices should be considered part of the description.
在这里示出和讨论的所有例子中,任何具体值应被解释为仅仅是示例性的,而不是作为限制。因此,示例性实施例的其它例子可以具有不同的值。In all examples shown and discussed herein, any specific values should be construed as exemplary only, and not as limitations. Therefore, other instances of the exemplary embodiment may have different values.
应注意到:相似的标号和字母在下面的附图中表示类似项,因此,一旦某一项在一个附图中被定义,则在随后的附图中不需要对其进行进一步讨论。It should be noted that like numerals and letters denote like items in the following figures, therefore, once an item is defined in one figure, it does not require further discussion in subsequent figures.
<硬件配置><hardware configuration>
图1是可用于实现本公开实施例的电子设备的结构示意图。FIG. 1 is a schematic structural diagram of an electronic device that can be used to implement an embodiment of the present disclosure.
该电子设备1000可以是智能手机、便携式电脑、台式计算机、平板电脑、服务器等,在此不做限定。The electronic device 1000 may be a smart phone, a portable computer, a desktop computer, a tablet computer, a server, etc., which is not limited here.
该电子设备1000可以包括但不限于处理器1100、存储器1200、接口装置1300、通信装置1400、显示装置1500、输入装置1600、扬声器1700、麦克风1800等等。其中,处理器1100可以是中央处理器CPU、图形处理器GPU、微处理器MCU等,用于执行计算机程序,该计算机程序可以采用比如x86、Arm、RISC、MIPS、SSE等架构的指令集编写。存储器1200例如包括ROM(只读存储器)、RAM(随机存取存储器)、诸如硬盘的非易失性存储器等。接口装置1300例如包括USB接口、串行接口、并行接口等。通信装置1400例如能够利用光纤或电缆进行有线通信,或者进行无线通信,具体地可以包括WiFi通信、蓝牙通信、2G/3G/4G/5G通信等。显示装置1500例如是液晶显示屏、触摸显示屏等。输入装置1600例如可以包括触摸屏、键盘、体感输入等。扬声器1700用于输出音频信号。麦克风1800用于采集音频信号。The electronic device 1000 may include but not limited to a processor 1100, a memory 1200, an interface device 1300, a
应用于本公开实施例中,电子设备1000的存储器1200用于存储计算机程序,该计算机程序用于控制所述处理器1100进行操作以实现根据本公开实施例的方法。技术人员可以根据本公开所公开方案设计该计算机程序。该计算机程序如何控制处理器进行操作,这是本领域公知,故在此不再详细描述。该电子设备1000可以安装有智能操作系统(例如Windows、Linux、安卓、IOS等系统)和应用软件。Applied in the embodiments of the present disclosure, the memory 1200 of the electronic device 1000 is used to store a computer program, and the computer program is used to control the operation of the processor 1100 to implement the method according to the embodiments of the present disclosure. A skilled person can design the computer program according to the solutions disclosed in this disclosure. How the computer program controls the operation of the processor is well known in the art, so it will not be described in detail here. The electronic device 1000 can be installed with a smart operating system (such as Windows, Linux, Android, IOS, etc.) and application software.
本领域技术人员应当理解,尽管在图1中示出了电子设备1000的多个装置,但是,本公开实施例的电子设备1000可以仅涉及其中的部分装置,例如,只涉及处理器1100和存储器1200等。Those skilled in the art should understand that although multiple devices of the electronic device 1000 are shown in FIG. 1 , the electronic device 1000 in the embodiment of the present disclosure may only involve some of the devices, for example, only the processor 1100 and the memory are involved. 1200 etc.
下面,参照附图描述根据本发明的各个实施例和例子。Hereinafter, various embodiments and examples according to the present invention are described with reference to the accompanying drawings.
<方法实施例><method embodiment>
图2是根据一个实施例的电池健康状态的评估方法的流程示意图,该实施例可以由电子设备实施。例如,该电子设备可以是如图1所示的电子设备1000。Fig. 2 is a schematic flowchart of a method for evaluating a battery state of health according to an embodiment, which may be implemented by an electronic device. For example, the electronic device may be the electronic device 1000 shown in FIG. 1 .
如图2所示,本实施例的电池健康状态的评估方法可以包括如下所示的步骤S2100~S2300:As shown in FIG. 2 , the method for evaluating the state of health of a battery in this embodiment may include the following steps S2100-S2300:
步骤S2100,获取待评估的目标电池的使用时间和循环次数。Step S2100, acquiring the usage time and cycle times of the target battery to be evaluated.
在本实施例中,目标电池的使用时间和循环次数,可以是记录在使用该目标电池的电子设备中,由执行本实施例方法的电子设备从使用该目标电池的电子设备中直接获取。或者,还可以是由执行本实施例方法的电子设备从使用该目标电池的电子设备获取目标电池的使用数据,并根据该使用数据得到目标电池的使用时间和循环次数。In this embodiment, the usage time and number of cycles of the target battery may be recorded in the electronic device using the target battery, and the electronic device executing the method of this embodiment is directly obtained from the electronic device using the target battery. Alternatively, the electronic device executing the method of this embodiment may obtain the usage data of the target battery from the electronic device using the target battery, and obtain the usage time and cycle times of the target battery according to the usage data.
本实施例中的循环次数为1的情况下,表示目标电池充满电1次。In this embodiment, when the number of cycles is 1, it means that the target battery is fully charged once.
本实施中的使用时间,可以是统计周期的倍数。其中,统计周期的时长可以是预先根据应用场景或具体需求所设定的。例如,一个统计周期的时长可以是一年,或一天等。The usage time in this implementation can be a multiple of the statistical period. Wherein, the duration of the statistical period may be set in advance according to application scenarios or specific requirements. For example, the duration of a statistical period may be one year, or one day.
步骤S2200,根据目标电池的使用时间、循环次数和第一预设关系,确定目标电池的损耗值。Step S2200: Determine the loss value of the target battery according to the usage time, cycle times and first preset relationship of the target battery.
在本实施例中,损耗值是表示电池衰减程度的参数。具体是通过将使用时间转换成日历损耗值,将循环次数转换成循环损耗值,从而将使用时间和循环次数统一化为损耗值,作为确定电池健康状态的输入参数,得到电池的SOH。In this embodiment, the loss value is a parameter representing the degree of battery attenuation. Specifically, the use time is converted into a calendar loss value, and the cycle number is converted into a cycle loss value, so that the use time and cycle number are unified into a loss value, which is used as an input parameter to determine the battery health status to obtain the SOH of the battery.
在本公开的一个实施例中,在执行步骤S2200之前,该方法还可以包括获取第一预设关系的步骤,包括:获取预设的单循环损耗值,根据单循环损耗值、使用时间、循环次数、以及预设的一个统计周期的损耗值,确定第一预设关系。In an embodiment of the present disclosure, before performing step S2200, the method may further include the step of acquiring a first preset relationship, including: acquiring a preset single-cycle loss value, according to the single-cycle loss value, usage time, cycle The number of times, and the loss value of a preset statistical period determine the first preset relationship.
其中,预设的单循环损耗值,可以表示电池单次循环过程中的损耗占用电池一个统计周期的损耗值的相对值。Wherein, the preset single-cycle loss value may represent the relative value of the loss value in one statistical period of the battery during a single cycle of the battery.
在本公开的一个实施例中,第一预设关系可以通过如下公式一表示:In an embodiment of the present disclosure, the first preset relationship can be expressed by the following formula 1:
D=KLoss*Y+E*T 公式一D=KLoss*Y+E*T Formula 1
其中,D表示目标电池的损耗值,KLoss表示一个统计周期的损耗值,Y表示使用时间,T表示循环次数,E表示预设的单循环损耗值。Among them, D represents the loss value of the target battery, KLoss represents the loss value of a statistical cycle, Y represents the use time, T represents the number of cycles, and E represents the preset single cycle loss value.
在本公开的一个实施例中,该方法还可以包括确定预设的单循环损耗值的步骤,包括:In an embodiment of the present disclosure, the method may further include the step of determining a preset single-cycle loss value, including:
获取参考电池的参考使用数据和参考健康状态;根据参考电池的参考使用数据和参考健康状态,确定单循环损耗值。Obtain the reference usage data and reference health status of the reference battery; determine the single cycle loss value according to the reference usage data and reference health status of the reference battery.
本实施例中,参考电池的参考使用数据和参考健康状态,可以是对预先设定的参考电池进行实际监测来获取的。其中,参考使用数据可以包括使用时间和循环次数。In this embodiment, the reference usage data and the reference health state of the reference battery may be obtained by actually monitoring a preset reference battery. Wherein, the reference usage data may include usage time and cycle times.
在本公开的一个实施例中,任一个参考检测状态对应的参考使用数据包括第一参考使用数据和第二参考使用数据。In an embodiment of the present disclosure, the reference usage data corresponding to any reference detection state includes first reference usage data and second reference usage data.
在一个例子中,参考电池的参考使用数据和参考健康状态可以是如下表1所示。In one example, the reference usage data and reference health status of the reference battery may be as shown in Table 1 below.
表1Table 1
根据参考电池的参考使用数据和参考健康状态,确定预设的单循环损耗值可以包括:According to the reference usage data and the reference health state of the reference battery, determining the preset single-cycle loss value may include:
对于任一个参考健康状态,根据第一参考使用数据、第二参考使用数据以及第三预设关系,得到对应参考健康状态的单循环损耗值分量;根据每一参考健康状态的单循环损耗值分量,得到单循环损耗值。For any reference health state, according to the first reference usage data, the second reference usage data and the third preset relationship, the single cycle loss value component corresponding to the reference health state is obtained; according to the single cycle loss value component of each reference health state , to get the single cycle loss value.
在一个例子中,第三预设关系可以是通过如下公式二表示:In an example, the third preset relationship may be represented by the following formula 2:
En=K Loss*(Yn1-Yn2)/(Tn2*Yn2-Tn1*Yn1) 公式二En=K Loss*(Yn1-Yn2)/(Tn2*Yn2-Tn1*Yn1) Formula 2
其中,En表示第n个参考健康状态的单循环损耗值,Yn1表示第n个参考健康状态所对应的第一参考数据中的使用时间;Yn2表示第n个参考健康状态所对应的第二参考数据中的使用时间;Tn1表示第n个参考健康状态所对应的第一参考数据中的循环次数;Tn2表示第n个参考健康状态所对应的第一参考数据中的循环次数,KLoss表示一个统计周期的损耗值。Among them, En represents the single-cycle loss value of the nth reference health state, Yn1 represents the usage time in the first reference data corresponding to the nth reference health state; Yn2 represents the second reference data corresponding to the nth reference health state The usage time in the data; Tn1 indicates the number of cycles in the first reference data corresponding to the nth reference health status; Tn2 indicates the number of cycles in the first reference data corresponding to the nth reference health status, and KLoss indicates a statistic Cycle loss value.
在一个例子中,可以是确定所有参考健康状态的单循环损耗值分量的平均值,作为单循环损耗值。或者,还可以是确定所有参考健康状态的单循环损耗值分量的中位数,作为单循环损耗值。In one example, an average value of the single cycle loss value components of all reference health states may be determined as the single cycle loss value. Alternatively, the median of the single-cycle loss value components of all reference health states may also be determined as the single-cycle loss value.
步骤S2300,根据目标电池的损耗值和第二预设关系,确定目标电池的健康状态。Step S2300: Determine the state of health of the target battery according to the loss value of the target battery and a second preset relationship.
在本公开的一个实施例中,在执行步骤S2300之前,该方法还可以包括获取第二预设关系的步骤,包括:In an embodiment of the present disclosure, before performing step S2300, the method may further include a step of acquiring a second preset relationship, including:
获取参考电池的参考使用数据和参考健康状态;根据参考使用数据和第一预设关系,得到参考电池与参考使用数据对应的参考损耗值;根据参考电池的参考损耗值、对应的参考健康状态和预设的拟合参数,确定第二预设关系;其中,参考使用数据包括使用时间和循环次数。Obtain the reference usage data and the reference health state of the reference battery; obtain the reference loss value corresponding to the reference battery and the reference usage data according to the reference usage data and the first preset relationship; according to the reference loss value of the reference battery, the corresponding reference health status and The preset fitting parameters determine the second preset relationship; wherein, the reference usage data includes usage time and cycle times.
在本公开的一个实施例中,第二预设关系可以是通过如下公式三表示:In an embodiment of the present disclosure, the second preset relationship may be represented by the following formula three:
其中,SOH表示目标电池的健康状态,D表示目标电池的损耗值,A、B、C均为预设的拟合参数。Among them, SOH represents the state of health of the target battery, D represents the loss value of the target battery, and A, B, and C are preset fitting parameters.
在确定二预设关系的过程中,可以是使得SOH表示参考电池的参考健康状态,使得D表示参考电池的参考损耗值,来对公式三进行拟合,使得根据参考使用数据和该公式三计算得到的预测健康状态,与对应的参考健康状态之间的标准差小于预设的标准差阈值,预测健康状态与对应的参考健康状态之间的最大误差小于或等于第一误差阈值,大于预设健康状态的参考健康状态所对应的误差均小于或等于第二误差阈值。In the process of determining the two preset relationships, SOH can be made to represent the reference state of health of the reference battery, and D can be used to represent the reference loss value of the reference battery to fit Formula 3, so that the formula 3 is calculated according to the reference usage data and the formula 3 The standard deviation between the obtained predicted health status and the corresponding reference health status is less than the preset standard deviation threshold, and the maximum error between the predicted health status and the corresponding reference health status is less than or equal to the first error threshold and greater than the preset The errors corresponding to the reference health states of the health states are all less than or equal to the second error threshold.
其中,标准差阈值、预设健康状态、第一误差阈值和第二误差阈值可以是预先根据应用场景或具体需求所设定的。例如,该标准差阈值可以是0.7%,预设健康状态可以是70%,第一误差阈值可以是2.4%,第二误差阈值可以是1%。Wherein, the standard deviation threshold, the preset health state, the first error threshold and the second error threshold may be set in advance according to application scenarios or specific requirements. For example, the standard deviation threshold may be 0.7%, the preset health status may be 70%, the first error threshold may be 2.4%, and the second error threshold may be 1%.
在一个例子中,通过参考电池的参考使用数据和参考健康状态,来对公式三进行拟合,确定预设的拟合参数A、B、C的值分别为13.8、1.52、3.2,即,得到如下所示的公式四:In one example, the formula 3 is fitted by referring to the reference usage data and the reference health state of the battery, and the values of the preset fitting parameters A, B, and C are determined to be 13.8, 1.52, and 3.2 respectively, that is, Formula four as shown below:
通过本公开的实施例,根据目标电池的使用时间和循环次数,来确定目标电池的损耗值,再根据目标电池的损耗值来评估目标电池的健康状态,可以使得得到的健康状态的评估结果更加准确。此外,本实施例评估电池健康状态的方法实时性较高,兼容性较高,资源占用较少,计算成本较低。Through the embodiments of the present disclosure, the loss value of the target battery is determined according to the service time and cycle times of the target battery, and then the health state of the target battery is evaluated according to the loss value of the target battery, which can make the evaluation result of the health state more accurate. precise. In addition, the method for evaluating the health state of the battery in this embodiment has high real-time performance, high compatibility, less resource occupation, and low calculation cost.
而且,在评估过程中引入了损耗值这一参数,将电池化学物理损耗统一归化为一个因素,从而简化电池衰减系统结构,能够提高本公开方法的可用性。Moreover, the parameter loss value is introduced in the evaluation process, and the chemical and physical loss of the battery is uniformly normalized into one factor, thereby simplifying the structure of the battery attenuation system and improving the usability of the disclosed method.
在本公开的一个实施例中,该方法还可以包括:获取目标电池的当前存储温度;还根据该当前存储温度、目标电池在前一个统计周期对应的损耗值、预设的当前存储温度下的日历损耗值、预设的当前存储温度下的单循环损耗值、当前统计周期内的循环次数和第四预设关系,确定目标电池在当前统计周期对应的损耗值。In an embodiment of the present disclosure, the method may further include: obtaining the current storage temperature of the target battery; and also according to the current storage temperature, the loss value corresponding to the target battery in the previous statistical cycle, and the preset current storage temperature The calendar loss value, the preset single-cycle loss value at the current storage temperature, the number of cycles in the current statistical period and the fourth preset relationship determine the corresponding loss value of the target battery in the current statistical period.
在本实施例中,可以预先设定每一存储温度下的日历损耗值、以及每一存储温度下的单循环损耗值。每一存储温度下的日历损耗值可以是如下表2所示,每一存储温度下的单循环损耗值可以是如下表3所示。In this embodiment, the calendar loss value at each storage temperature and the single cycle loss value at each storage temperature can be preset. The calendar loss value at each storage temperature may be shown in Table 2 below, and the single cycle loss value at each storage temperature may be shown in Table 3 below.
表2Table 2
表3table 3
在本实施例中,可以是按照阶段累加来实时计算目标电池的损耗值。具体的,第四预设关系可以是通过如下的公式五来表示:In this embodiment, the loss value of the target battery may be calculated in real time according to stage accumulation. Specifically, the fourth preset relationship may be expressed by the following formula five:
Dn=Dn-1+ST+CT*Ln 公式五D n =D n-1 +S T +C T *L n Formula 5
其中,Dn表示目标电池在当前统计周期对应的损耗值,Dn-1表示目标电池在前一统计周期对应的损耗值,T表示目标电池在当前统计周期对应的当前存储温度,ST表示当前存储温度下的日历损耗值,CT表示当前存储温度下的单循环损耗值,Ln表示当前统计周期内的循环次数。Among them, D n represents the loss value corresponding to the target battery in the current statistical cycle, D n-1 represents the loss value corresponding to the target battery in the previous statistical cycle, T represents the current storage temperature corresponding to the target battery in the current statistical cycle, S T represents The calendar loss value at the current storage temperature, C T represents the single-cycle loss value at the current storage temperature, and L n represents the number of cycles in the current statistical period.
其中,统计周期的时长可以是预先根据应用场景或具体需求所设定的,还可以根据实际需求对该统计时段的时长进行调整,以提高最终得到的健康状态的评估结果的准确性。Wherein, the duration of the statistical cycle may be pre-set according to the application scenario or specific requirements, and the duration of the statistical period may also be adjusted according to actual requirements, so as to improve the accuracy of the final evaluation result of the health status.
在本实施例中,根据目标电池的当前存储温度来确定目标电池在当前统计周期对应的损耗值,进而确定目标电池的健康状态,可以进一步提高得到的健康状态的评估结果的准确性。In this embodiment, the loss value corresponding to the target battery in the current statistical period is determined according to the current storage temperature of the target battery, and then the health state of the target battery is determined, which can further improve the accuracy of the obtained evaluation result of the health state.
<设备实施例><device embodiment>
图3是根据另一个实施例的电子设备的硬件结构示意图。Fig. 3 is a schematic diagram of a hardware structure of an electronic device according to another embodiment.
如图3所示,该电子设备3000包括处理器3100和存储器3200,该存储器3200用于存储可执行的计算机程序,该处理器3100用于根据该计算机程序的控制,执行如以上任意方法实施例的方法。As shown in FIG. 3 , the electronic device 3000 includes a processor 3100 and a memory 3200, the memory 3200 is used to store an executable computer program, and the processor 3100 is used to execute any of the above method embodiments according to the control of the computer program. Methods.
该电子设备3000可以是智能手机、便携式电脑、台式计算机、平板电脑、服务器、计算机集群等电子产品。The electronic device 3000 may be an electronic product such as a smart phone, a laptop computer, a desktop computer, a tablet computer, a server, or a computer cluster.
以上电子设备3000的各模块可以由本实施例中的处理器3100执行存储器3200存储的计算机程序实现,也可以通过其他电路结构实现,在此不做限定。Each module of the above electronic device 3000 may be implemented by the processor 3100 in this embodiment executing a computer program stored in the memory 3200, or may be implemented by other circuit structures, which are not limited here.
<计算机可读存储介质实施例><Example of computer-readable storage medium>
本实施例提供了一种计算机可读存储介质,该存储介质中存储有可执行命令,该可执行命令被处理器执行时,执行本说明书任意方法实施例中描述的方法。This embodiment provides a computer-readable storage medium, where an executable command is stored in the storage medium, and when the executable command is executed by a processor, the method described in any method embodiment in this specification is executed.
本发明可以是系统、方法和/或计算机程序产品。计算机程序产品可以包括计算机可读存储介质,其上载有用于使处理器实现本发明的各个方面的计算机可读程序指令。The present invention can be a system, method and/or computer program product. A computer program product may include a computer readable storage medium having computer readable program instructions thereon for causing a processor to implement various aspects of the present invention.
计算机可读存储介质可以是可以保持和存储由指令执行设备使用的指令的有形设备。计算机可读存储介质例如可以是――但不限于――电存储设备、磁存储设备、光存储设备、电磁存储设备、半导体存储设备或者上述的任意合适的组合。计算机可读存储介质的更具体的例子(非穷举的列表)包括:便携式计算机盘、硬盘、随机存取存储器(RAM)、只读存储器(ROM)、可擦式可编程只读存储器(EPROM或闪存)、静态随机存取存储器(SRAM)、便携式压缩盘只读存储器(CD-ROM)、数字多功能盘(DVD)、记忆棒、软盘、机械编码设备、例如其上存储有指令的打孔卡或凹槽内凸起结构、以及上述的任意合适的组合。这里所使用的计算机可读存储介质不被解释为瞬时信号本身,诸如无线电波或者其他自由传播的电磁波、通过波导或其他传输媒介传播的电磁波(例如,通过光纤电缆的光脉冲)、或者通过电线传输的电信号。A computer readable storage medium may be a tangible device that can retain and store instructions for use by an instruction execution device. A computer readable storage medium may be, for example, but is not limited to, an electrical storage device, a magnetic storage device, an optical storage device, an electromagnetic storage device, a semiconductor storage device, or any suitable combination of the foregoing. More specific examples (a non-exhaustive list) of computer-readable storage media include: portable computer diskettes, hard disks, random access memory (RAM), read-only memory (ROM), erasable programmable read-only memory (EPROM), or flash memory), static random access memory (SRAM), compact disc read only memory (CD-ROM), digital versatile disc (DVD), memory stick, floppy disk, mechanically encoded device, such as a printer with instructions stored thereon A hole card or a raised structure in a groove, and any suitable combination of the above. As used herein, computer-readable storage media are not to be construed as transient signals per se, such as radio waves or other freely propagating electromagnetic waves, electromagnetic waves propagating through waveguides or other transmission media (e.g., pulses of light through fiber optic cables), or transmitted electrical signals.
这里所描述的计算机可读程序指令可以从计算机可读存储介质下载到各个计算/处理设备,或者通过网络、例如因特网、局域网、广域网和/或无线网下载到外部计算机或外部存储设备。网络可以包括铜传输电缆、光纤传输、无线传输、路由器、防火墙、交换机、网关计算机和/或边缘服务器。每个计算/处理设备中的网络适配卡或者网络接口从网络接收计算机可读程序指令,并转发该计算机可读程序指令,以供存储在各个计算/处理设备中的计算机可读存储介质中。Computer-readable program instructions described herein may be downloaded from a computer-readable storage medium to a respective computing/processing device, or downloaded to an external computer or external storage device over a network, such as the Internet, a local area network, a wide area network, and/or a wireless network. The network may include copper transmission cables, fiber optic transmission, wireless transmission, routers, firewalls, switches, gateway computers, and/or edge servers. A network adapter card or a network interface in each computing/processing device receives computer-readable program instructions from the network and forwards the computer-readable program instructions for storage in a computer-readable storage medium in each computing/processing device .
用于执行本发明操作的计算机程序指令可以是汇编指令、指令集架构(ISA)指令、机器指令、机器相关指令、微代码、固件指令、状态设置数据、或者以一种或多种编程语言的任意组合编写的源代码或目标代码,所述编程语言包括面向对象的编程语言—诸如Smalltalk、C++等,以及常规的过程式编程语言—诸如“C”语言或类似的编程语言。计算机可读程序指令可以完全地在用户计算机上执行、部分地在用户计算机上执行、作为一个独立的软件包执行、部分在用户计算机上部分在远程计算机上执行、或者完全在远程计算机或服务器上执行。在涉及远程计算机的情形中,远程计算机可以通过任意种类的网络—包括局域网(LAN)或广域网(WAN)—连接到用户计算机,或者,可以连接到外部计算机(例如利用因特网服务提供商来通过因特网连接)。在一些实施例中,通过利用计算机可读程序指令的状态信息来个性化定制电子电路,例如可编程逻辑电路、现场可编程门阵列(FPGA)或可编程逻辑阵列(PLA),该电子电路可以执行计算机可读程序指令,从而实现本发明的各个方面。Computer program instructions for carrying out operations of the present invention may be assembly instructions, instruction set architecture (ISA) instructions, machine instructions, machine-related instructions, microcode, firmware instructions, state setting data, or Source or object code written in any combination, including object-oriented programming languages—such as Smalltalk, C++, etc., and conventional procedural programming languages—such as the “C” language or similar programming languages. Computer readable program instructions may execute entirely on the user's computer, partly on the user's computer, as a stand-alone software package, partly on the user's computer and partly on a remote computer, or entirely on the remote computer or server implement. In cases involving a remote computer, the remote computer can be connected to the user computer through any kind of network, including a local area network (LAN) or a wide area network (WAN), or it can be connected to an external computer (such as via the Internet using an Internet service provider). connect). In some embodiments, an electronic circuit, such as a programmable logic circuit, field programmable gate array (FPGA), or programmable logic array (PLA), can be customized by utilizing state information of computer-readable program instructions, which can Various aspects of the invention are implemented by executing computer readable program instructions.
这里参照根据本发明实施例的方法、装置(系统)和计算机程序产品的流程图和/或框图描述了本发明的各个方面。应当理解,流程图和/或框图的每个方框以及流程图和/或框图中各方框的组合,都可以由计算机可读程序指令实现。Aspects of the present invention are described herein with reference to flowchart illustrations and/or block diagrams of methods, apparatus (systems) and computer program products according to embodiments of the invention. It should be understood that each block of the flowcharts and/or block diagrams, and combinations of blocks in the flowcharts and/or block diagrams, can be implemented by computer-readable program instructions.
这些计算机可读程序指令可以提供给通用计算机、专用计算机或其它可编程数据处理装置的处理器,从而生产出一种机器,使得这些指令在通过计算机或其它可编程数据处理装置的处理器执行时,产生了实现流程图和/或框图中的一个或多个方框中规定的功能/动作的装置。也可以把这些计算机可读程序指令存储在计算机可读存储介质中,这些指令使得计算机、可编程数据处理装置和/或其他设备以特定方式工作,从而,存储有指令的计算机可读介质则包括一个制造品,其包括实现流程图和/或框图中的一个或多个方框中规定的功能/动作的各个方面的指令。These computer-readable program instructions may be provided to a processor of a general purpose computer, special purpose computer, or other programmable data processing apparatus to produce a machine such that when executed by the processor of the computer or other programmable data processing apparatus , producing an apparatus for realizing the functions/actions specified in one or more blocks in the flowchart and/or block diagram. These computer-readable program instructions can also be stored in a computer-readable storage medium, and these instructions cause computers, programmable data processing devices and/or other devices to work in a specific way, so that the computer-readable medium storing instructions includes An article of manufacture comprising instructions for implementing various aspects of the functions/acts specified in one or more blocks in flowcharts and/or block diagrams.
也可以把计算机可读程序指令加载到计算机、其它可编程数据处理装置、或其它设备上,使得在计算机、其它可编程数据处理装置或其它设备上执行一系列操作步骤,以产生计算机实现的过程,从而使得在计算机、其它可编程数据处理装置、或其它设备上执行的指令实现流程图和/或框图中的一个或多个方框中规定的功能/动作。It is also possible to load computer-readable program instructions into a computer, other programmable data processing device, or other equipment, so that a series of operational steps are performed on the computer, other programmable data processing device, or other equipment to produce a computer-implemented process , so that instructions executed on computers, other programmable data processing devices, or other devices implement the functions/actions specified in one or more blocks in the flowcharts and/or block diagrams.
附图中的流程图和框图显示了根据本发明的多个实施例的系统、方法和计算机程序产品的可能实现的体系架构、功能和操作。在这点上,流程图或框图中的每个方框可以代表一个模块、程序段或指令的一部分,所述模块、程序段或指令的一部分包含一个或多个用于实现规定的逻辑功能的可执行指令。在有些作为替换的实现中,方框中所标注的功能也可以以不同于附图中所标注的顺序发生。例如,两个连续的方框实际上可以基本并行地执行,它们有时也可以按相反的顺序执行,这依所涉及的功能而定。也要注意的是,框图和/或流程图中的每个方框、以及框图和/或流程图中的方框的组合,可以用执行规定的功能或动作的专用的基于硬件的系统来实现,或者可以用专用硬件与计算机指令的组合来实现。对于本领域技术人员来说公知的是,通过硬件方式实现、通过软件方式实现以及通过软件和硬件结合的方式实现都是等价的。The flowchart and block diagrams in the figures illustrate the architecture, functionality, and operation of possible implementations of systems, methods and computer program products according to various embodiments of the present invention. In this regard, each block in a flowchart or block diagram may represent a module, a portion of a program segment, or an instruction that includes one or more Executable instructions. In some alternative implementations, the functions noted in the block may occur out of the order noted in the figures. For example, two blocks in succession may, in fact, be executed substantially concurrently, or they may sometimes be executed in the reverse order, depending upon the functionality involved. It should also be noted that each block of the block diagrams and/or flowchart illustrations, and combinations of blocks in the block diagrams and/or flowchart illustrations, can be implemented by a dedicated hardware-based system that performs the specified function or action , or may be implemented by a combination of dedicated hardware and computer instructions. It is well known to those skilled in the art that implementation by means of hardware, implementation by means of software, and implementation by a combination of software and hardware are all equivalent.
以上已经描述了本发明的各实施例,上述说明是示例性的,并非穷尽性的,并且也不限于所披露的各实施例。在不偏离所说明的各实施例的范围和精神的情况下,对于本技术领域的普通技术人员来说许多修改和变更都是显而易见的。本文中所用术语的选择,旨在最好地解释各实施例的原理、实际应用或对市场中的技术改进,或者使本技术领域的其它普通技术人员能理解本文披露的各实施例。本发明的范围由所附权利要求来限定。Having described various embodiments of the present invention, the foregoing description is exemplary, not exhaustive, and is not limited to the disclosed embodiments. Many modifications and alterations will be apparent to those of ordinary skill in the art without departing from the scope and spirit of the described embodiments. The terminology used herein is chosen to best explain the principle of each embodiment, practical application or technical improvement in the market, or to enable other ordinary skilled in the art to understand each embodiment disclosed herein. The scope of the invention is defined by the appended claims.
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Cited By (1)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN118858953A (en) * | 2024-06-24 | 2024-10-29 | 东风汽车集团股份有限公司 | A battery health status estimation method, device, equipment and storage medium |
Citations (16)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN105021996A (en) * | 2015-08-04 | 2015-11-04 | 深圳拓普科新能源科技有限公司 | Battery SOH (section of health) estimation method of energy storage power station BMS (battery management system) |
| CN109613445A (en) * | 2018-12-28 | 2019-04-12 | 蜂巢能源科技有限公司 | A method and device for estimating the state of health of a power battery |
| CN109856548A (en) * | 2018-12-19 | 2019-06-07 | 安徽江淮汽车集团股份有限公司 | Power battery capacity estimation method |
| CN110261790A (en) * | 2019-04-10 | 2019-09-20 | 北京海博思创科技有限公司 | Predictor method, the apparatus and system of cell health state |
| CN111098756A (en) * | 2019-12-05 | 2020-05-05 | 浙江合众新能源汽车有限公司 | Electric automobile service life management method and system |
| CN111273186A (en) * | 2018-11-16 | 2020-06-12 | 郑州宇通客车股份有限公司 | Method and device for estimating health state of power battery system of electric automobile |
| CN111353704A (en) * | 2020-02-28 | 2020-06-30 | 广州极飞科技有限公司 | Battery module evaluation method and device, storage medium and electronic device |
| CN111766524A (en) * | 2020-07-16 | 2020-10-13 | 浙江吉智新能源汽车科技有限公司 | A method, device, device and storage medium for determining battery health status |
| CN112201868A (en) * | 2020-10-16 | 2021-01-08 | 惠州亿纬锂能股份有限公司 | Battery quick charging method, device, equipment and storage medium |
| CN112379297A (en) * | 2020-10-22 | 2021-02-19 | 欣旺达电动汽车电池有限公司 | Battery system service life prediction method, device, equipment and storage medium |
| CN112394291A (en) * | 2020-11-05 | 2021-02-23 | 广州汽车集团股份有限公司 | Battery thermal runaway early warning method and device |
| CN112595980A (en) * | 2020-12-17 | 2021-04-02 | 北京海博思创科技股份有限公司 | Method, device and equipment for predicting service life of battery energy storage system |
| CN112757964A (en) * | 2019-10-17 | 2021-05-07 | 郑州宇通客车股份有限公司 | Hybrid vehicle parameter configuration method and computer readable medium |
| CN113176511A (en) * | 2021-02-10 | 2021-07-27 | 合肥工业大学 | Energy storage charging and discharging optimization method and system considering health state |
| CN113281656A (en) * | 2021-05-20 | 2021-08-20 | 北京现代汽车有限公司 | Method and device for determining health degree of battery |
| CN113306449A (en) * | 2021-06-15 | 2021-08-27 | 安徽信息工程学院 | Battery health reminding method and system for new energy automobile |
-
2021
- 2021-09-26 CN CN202111129979.9A patent/CN115877242B/en active Active
Patent Citations (16)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN105021996A (en) * | 2015-08-04 | 2015-11-04 | 深圳拓普科新能源科技有限公司 | Battery SOH (section of health) estimation method of energy storage power station BMS (battery management system) |
| CN111273186A (en) * | 2018-11-16 | 2020-06-12 | 郑州宇通客车股份有限公司 | Method and device for estimating health state of power battery system of electric automobile |
| CN109856548A (en) * | 2018-12-19 | 2019-06-07 | 安徽江淮汽车集团股份有限公司 | Power battery capacity estimation method |
| CN109613445A (en) * | 2018-12-28 | 2019-04-12 | 蜂巢能源科技有限公司 | A method and device for estimating the state of health of a power battery |
| CN110261790A (en) * | 2019-04-10 | 2019-09-20 | 北京海博思创科技有限公司 | Predictor method, the apparatus and system of cell health state |
| CN112757964A (en) * | 2019-10-17 | 2021-05-07 | 郑州宇通客车股份有限公司 | Hybrid vehicle parameter configuration method and computer readable medium |
| CN111098756A (en) * | 2019-12-05 | 2020-05-05 | 浙江合众新能源汽车有限公司 | Electric automobile service life management method and system |
| CN111353704A (en) * | 2020-02-28 | 2020-06-30 | 广州极飞科技有限公司 | Battery module evaluation method and device, storage medium and electronic device |
| CN111766524A (en) * | 2020-07-16 | 2020-10-13 | 浙江吉智新能源汽车科技有限公司 | A method, device, device and storage medium for determining battery health status |
| CN112201868A (en) * | 2020-10-16 | 2021-01-08 | 惠州亿纬锂能股份有限公司 | Battery quick charging method, device, equipment and storage medium |
| CN112379297A (en) * | 2020-10-22 | 2021-02-19 | 欣旺达电动汽车电池有限公司 | Battery system service life prediction method, device, equipment and storage medium |
| CN112394291A (en) * | 2020-11-05 | 2021-02-23 | 广州汽车集团股份有限公司 | Battery thermal runaway early warning method and device |
| CN112595980A (en) * | 2020-12-17 | 2021-04-02 | 北京海博思创科技股份有限公司 | Method, device and equipment for predicting service life of battery energy storage system |
| CN113176511A (en) * | 2021-02-10 | 2021-07-27 | 合肥工业大学 | Energy storage charging and discharging optimization method and system considering health state |
| CN113281656A (en) * | 2021-05-20 | 2021-08-20 | 北京现代汽车有限公司 | Method and device for determining health degree of battery |
| CN113306449A (en) * | 2021-06-15 | 2021-08-27 | 安徽信息工程学院 | Battery health reminding method and system for new energy automobile |
Non-Patent Citations (2)
| Title |
|---|
| 李广地;吕浩华;袁军;李波;: "动力锂电池的寿命研究综述", 电源技术, no. 06, 20 June 2016 (2016-06-20) * |
| 陈满;李勇琦;刘邦金;王浩;: "锂电池健康状态监测与评价技术研究", 水电站机电技术, no. 1, 15 December 2015 (2015-12-15) * |
Cited By (1)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN118858953A (en) * | 2024-06-24 | 2024-10-29 | 东风汽车集团股份有限公司 | A battery health status estimation method, device, equipment and storage medium |
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