CN117674659B - Stator resistance sensitivity analysis method for sensorless control system based on voltage model - Google Patents
Stator resistance sensitivity analysis method for sensorless control system based on voltage model Download PDFInfo
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- H—ELECTRICITY
- H02—GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
- H02P—CONTROL OR REGULATION OF ELECTRIC MOTORS, ELECTRIC GENERATORS OR DYNAMO-ELECTRIC CONVERTERS; CONTROLLING TRANSFORMERS, REACTORS OR CHOKE COILS
- H02P21/00—Arrangements or methods for the control of electric machines by vector control, e.g. by control of field orientation
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- H—ELECTRICITY
- H02—GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
- H02P—CONTROL OR REGULATION OF ELECTRIC MOTORS, ELECTRIC GENERATORS OR DYNAMO-ELECTRIC CONVERTERS; CONTROLLING TRANSFORMERS, REACTORS OR CHOKE COILS
- H02P21/00—Arrangements or methods for the control of electric machines by vector control, e.g. by control of field orientation
- H02P21/14—Estimation or adaptation of machine parameters, e.g. flux, current or voltage
- H02P21/141—Flux estimation
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Abstract
Description
技术领域Technical Field
本发明涉及感应电机核心技术领域,具体为基于电压模型无传感器控制系统定子电阻敏感性分析方法。The present invention relates to the core technical field of induction motors, and in particular to a stator resistance sensitivity analysis method of a sensorless control system based on a voltage model.
背景技术Background Art
在电机控制领域,如何维持感应电机无速度传感器控制系统在低速运行时的稳定性并减小稳态误差一直是研究热点。无速度传感器控制系统在低速运行时速度辨识精度下降、带载能力减弱,此时磁链观测显得尤为重要。精确的磁链观测有助于提升系统性能,因此系统普遍采用不依赖于转速辨识的基于理想模型的磁链观测器。然而,在低速工况下,磁链观测受到电机算法结构的限制,对电机参数变化和逆变器非线性表现出高度敏感,导致电机控制性能下降和系统失稳。In the field of motor control, how to maintain the stability of the induction motor speed sensorless control system at low speed and reduce the steady-state error has always been a research hotspot. When the speed sensorless control system is running at low speed, the speed identification accuracy decreases and the load capacity is weakened. At this time, flux observation is particularly important. Accurate flux observation helps to improve system performance, so the system generally adopts a flux observer based on an ideal model that does not rely on speed identification. However, under low-speed conditions, flux observation is limited by the motor algorithm structure and is highly sensitive to changes in motor parameters and inverter nonlinearity, resulting in reduced motor control performance and system instability.
对于基于电压模型的感应电机无速度传感器控制系统,主要难点在于如何准确获取相关的参数敏感性分析模型。由于转速辨识和磁链观测之间存在耦合,现有参数敏感性研究倾向于从其中一个方面深入探讨,且均基于有速度传感器模式下运行时的性能变量进行计算分析。在实际应用中,最常见的方法是从磁链角度进行参数敏感性分析。该分析利用电机在有速度传感器模式下运行时的转子磁链矢量和观测转子磁链矢量的比值来表示系统的敏感性程度。当幅值比越接近1,相位差越接近0时,表示参数变化对控制系统的影响越小。此外,有研究从转速辨识切入分析参数敏感性,利用有速度传感器模式下的实测转速进行分析。直到2015年才有研究开始探讨直接基于全阶观测器的感应电机无速度传感器控制系统的参数敏感性。不过,由于涉及大量计算且仅从转速切入进行分析,未综合考虑系统磁链及控制性能,其实用性受到限制。目前尚没有全面的定子电阻敏感性分析方法,这制约了基于电压模型的感应电机无速度传感器控制系统的改进。For the speed sensorless control system of induction motor based on voltage model, the main difficulty lies in how to accurately obtain the relevant parameter sensitivity analysis model. Due to the coupling between speed identification and flux observation, existing parameter sensitivity research tends to explore in depth from one aspect, and all are based on the performance variables when running in speed sensor mode for calculation and analysis. In practical applications, the most common method is to perform parameter sensitivity analysis from the perspective of flux. This analysis uses the ratio of the rotor flux vector and the observed rotor flux vector when the motor is running in speed sensor mode to represent the sensitivity of the system. When the amplitude ratio is closer to 1 and the phase difference is closer to 0, it means that the parameter change has less impact on the control system. In addition, some studies have analyzed parameter sensitivity from the perspective of speed identification, using the measured speed in speed sensor mode for analysis. It was not until 2015 that studies began to explore the parameter sensitivity of the speed sensorless control system of induction motor directly based on full-order observers. However, due to the large amount of calculation involved and the analysis only from the speed perspective, the system flux and control performance are not comprehensively considered, and its practicality is limited. At present, there is no comprehensive stator resistance sensitivity analysis method, which restricts the improvement of the speed sensorless control system of induction motor based on voltage model.
发明内容Summary of the invention
鉴于上述存在的问题,提出了本发明。In view of the above-mentioned problems, the present invention is proposed.
因此,本发明解决的技术问题是:现有的定子电阻敏感性分析方法存在局限性高,实用性低,以及如何为无速度传感器控制系统的优化设计提供关键信息的优化问题。Therefore, the technical problem solved by the present invention is that the existing stator resistance sensitivity analysis method has high limitations and low practicality, and there is an optimization problem of how to provide key information for the optimal design of a speed sensorless control system.
为解决上述技术问题,本发明提供如下技术方案:基于电压模型无传感器控制系统定子电阻敏感性分析方法,包括计算转子磁链矢量和观测转子磁链矢量间的角度误差的稳态值;根据磁链观测角度,引入角度误差,计算角度误差及磁链幅值比,并进行定子电阻敏感性分析;根据电机控制性能,引入角度误差,计算性能变量,并进行定子电阻敏感性分析。To solve the above technical problems, the present invention provides the following technical solutions: a stator resistance sensitivity analysis method for a sensorless control system based on a voltage model, comprising calculating a steady-state value of an angle error between a rotor flux vector and an observed rotor flux vector; introducing an angle error according to a flux observation angle, calculating the angle error and the flux amplitude ratio, and performing a stator resistance sensitivity analysis; introducing an angle error according to motor control performance, calculating performance variables, and performing a stator resistance sensitivity analysis.
作为本发明所述的基于电压模型无传感器控制系统定子电阻敏感性分析方法的一种优选方案,其中:所述角度误差的稳态值包括建立表达式,建立包含观测转子磁链和未知量θ的表达式表示为:As a preferred solution of the stator resistance sensitivity analysis method of the voltage model sensorless control system described in the present invention, wherein: the steady-state value of the angle error includes establishing an expression, establishing an expression including observing the rotor flux The expression of the unknown quantity θ is expressed as:
其中,α及β为电压模型系数,当α=0,β=0时电压模型是SCVM,当α=hd,β=hq时电压模型是CMCVM,为转子时间常数,ωe为同步角频率,为滑差角频率,θ为转子磁链矢量和观测转子磁链矢量之间的角度误差,为观测的转子磁链,为定子电阻误差,LM为电机励磁电感,id为d定子电流d轴分量,RR为转子电阻。Among them, α and β are voltage model coefficients. When α=0, β=0, the voltage model is SCVM. When α=h d , β=h q , the voltage model is CMCVM. is the rotor time constant, ωe is the synchronous angular frequency, is the slip angular frequency, θ is the angular error between the rotor flux vector and the observed rotor flux vector, is the observed rotor flux, is the stator resistance error, LM is the motor excitation inductance, i d is the d-axis component of the stator current, and RR is the rotor resistance.
作为本发明所述的基于电压模型无传感器控制系统定子电阻敏感性分析方法的一种优选方案,其中:所述角度误差的稳态值还包括三角函数方程,包含和的系数A、B、C的表达式表示为:As a preferred solution of the stator resistance sensitivity analysis method of the voltage model sensorless control system described in the present invention, wherein: the steady-state value of the angle error also includes a trigonometric function equation, including and The expressions of coefficients A, B, and C are expressed as:
A sin(2θ)+B cos(2θ)=CA sin(2θ)+B cos(2θ)=C
只在A2+B2≥C2的条件下计算出角度误差θ的稳态值,当A2+B2<C2时,θ没有稳态解,θ无稳态解的工况区域定义为不稳定区域。The steady-state value of the angle error θ is calculated only under the condition of A 2 +B 2 ≥C 2. When A 2 +B 2 <C 2 , θ has no steady-state solution. The operating region where θ has no steady-state solution is defined as an unstable region.
作为本发明所述的基于电压模型无传感器控制系统定子电阻敏感性分析方法的一种优选方案,其中:所述磁链幅值比包括磁链矢量幅值表达式,将θ代入原始磁链表达式,磁链矢量的幅值表达式表示为:As a preferred solution of the stator resistance sensitivity analysis method of the voltage model sensorless control system described in the present invention, wherein: the flux amplitude ratio includes a flux vector amplitude expression, substituting θ into the original flux expression, the flux vector The amplitude expression of is expressed as:
转子磁链矢量ψR的幅值表达式表示为:The amplitude expression of the rotor flux vector ψ R is expressed as:
实际转子磁链矢量和观测转子磁链矢量的比值为电机对定子电阻的敏感程度。The ratio of the actual rotor flux vector to the observed rotor flux vector is the sensitivity of the motor to the stator resistance.
作为本发明所述的基于电压模型无传感器控制系统定子电阻敏感性分析方法的一种优选方案,其中:所述磁链幅值比还包括磁链幅值比计算式,定义转子磁链矢量之间的角度误差为θ,磁链幅值比计算式表示为:As a preferred solution of the stator resistance sensitivity analysis method of the voltage model sensorless control system described in the present invention, the flux amplitude ratio also includes a flux amplitude ratio calculation formula, and the angle error between the rotor flux vectors is defined as θ. The flux amplitude ratio calculation formula is expressed as:
在稳态值区域计算不同工况下的角度误差θ及磁链幅值比,从系统的磁链观测角度分析定子电阻敏感性。The angle error θ and flux amplitude ratio under different working conditions are calculated in the steady-state value region, and the stator resistance sensitivity is analyzed from the perspective of the system's flux observation.
作为本发明所述的基于电压模型无传感器控制系统定子电阻敏感性分析方法的一种优选方案,其中:所述计算性能变量包括计算电机转速和滑差角频率,电机转速ωr以及滑差角频率ωs表示为:As a preferred solution of the stator resistance sensitivity analysis method of the voltage model sensorless control system described in the present invention, the calculated performance variables include calculating the motor speed and the slip angular frequency, and the motor speed ω r and the slip angular frequency ω s are expressed as:
其中,上标^为变量的估计值,it为定子电流T轴分量,为电机辨识转速,在稳态工况下使用转速误差描述系统速度辨识能力和速度控制精度,表示为:Where, the superscript ^ is the estimated value of the variable, it is the T-axis component of the stator current, To identify the motor speed, under steady-state conditions The speed error is used to describe the system speed identification capability and speed control accuracy, which can be expressed as:
其中,eω为转速误差,在稳态值区域计算不同工况下ωr和eω,从系统速度辨识能力和控制精度分析定子电阻敏感性。Among them, e ω is the speed error. ω r and e ω are calculated under different working conditions in the steady-state value region, and the stator resistance sensitivity is analyzed from the perspective of system speed identification capability and control accuracy.
作为本发明所述的基于电压模型无传感器控制系统定子电阻敏感性分析方法的一种优选方案,其中:所述定子电阻敏感性分析包括在矢量控制中,d轴电流id是预设值,得到iq的表达式表示为:As a preferred solution of the stator resistance sensitivity analysis method of the voltage model sensorless control system described in the present invention, wherein: the stator resistance sensitivity analysis is included in the vector control, the d-axis current i d is a preset value, and the expression of i q is expressed as:
iq与成非线性关系,根据电机转矩公式得到和之间的关系式表示为:i q and It forms a nonlinear relationship, and is obtained according to the motor torque formula and The relationship between them is expressed as:
其中,Te为电机转矩,p为电机极对数,ψ为转子磁链,i为定子电流,下标d和q分别为变量在同步坐标系中的d轴及q轴分量,Te与θ强相关,在稳态值区域计算不同工况下iq和Te的值,从系统带载能力分析定子电阻敏感性。Where Te is the motor torque, p is the number of motor pole pairs, ψ is the rotor flux, i is the stator current, subscripts d and q are the d-axis and q-axis components of the variable in the synchronous coordinate system, respectively. Te is strongly correlated with θ. The values of iq and Te under different working conditions are calculated in the steady-state value region, and the stator resistance sensitivity is analyzed from the system load capacity.
本发明的另外一个目的是提供一种无传感器感应电机系统的定子电阻敏感性分析系统,其能通过磁链观测角度模块计算角度误差和磁链幅值比,分析定子电阻的敏感性,解决了目前的电机定子电阻敏感性分析方法不全面,实用性受限制的问题。Another object of the present invention is to provide a stator resistance sensitivity analysis system for a sensorless induction motor system, which can calculate the angle error and the flux amplitude ratio through a flux observation angle module, analyze the sensitivity of the stator resistance, and solve the problem that the current motor stator resistance sensitivity analysis method is incomplete and has limited practicality.
作为本发明所述的无传感器感应电机系统的定子电阻敏感性分析系统的一种优选方案,其中:包括包括稳态值计算模块、磁链观测角度模块、电机控制性能模块;所述稳态值计算模块用于计算转子磁链矢量和观测转子磁链矢量之间的角度误差的稳态值;所述磁链观测角度模块用于计算角度误差和磁链幅值比,分析定子电阻的敏感性;所述电机控制性能模块用于基于角度误差构建表达式,计算不同工况下的性能变量,进行定子电阻敏感性分析。As a preferred solution of the stator resistance sensitivity analysis system of the sensorless induction motor system described in the present invention, it includes: a steady-state value calculation module, a flux observation angle module, and a motor control performance module; the steady-state value calculation module is used to calculate the steady-state value of the angle error between the rotor flux vector and the observed rotor flux vector; the flux observation angle module is used to calculate the angle error and the flux amplitude ratio, and analyze the sensitivity of the stator resistance; the motor control performance module is used to construct an expression based on the angle error, calculate the performance variables under different working conditions, and perform stator resistance sensitivity analysis.
一种计算机设备,包括存储器和处理器,所述存储器存储有计算机程序,其特征在于,所述处理器执行所述计算机程序是实现基于电压模型无传感器控制系统定子电阻敏感性分析方法的步骤。A computer device includes a memory and a processor, wherein the memory stores a computer program, and is characterized in that the processor executes the computer program to implement a step of a stator resistance sensitivity analysis method for a sensorless control system based on a voltage model.
一种计算机可读存储介质,其上存储有计算机程序,其特征在于,所述计算机程序被处理器执行时实现基于电压模型无传感器控制系统定子电阻敏感性分析方法的步骤。A computer-readable storage medium stores a computer program thereon, wherein when the computer program is executed by a processor, the steps of a method for analyzing the stator resistance sensitivity of a sensorless control system based on a voltage model are implemented.
本发明的有益效果:本发明提供的基于电压模型无传感器控制系统定子电阻敏感性分析方法综合考虑磁链观测和控制性能,对系统进行全面的定子电阻敏感性分析,建立完整面的分析模型,计算成本适中,满足对基于电压模型的感应电机无传感器控制系统在低速工况下的性能进行分析评估的需求,为优化无速度传感器控制系统设计提供了重要的性能评估工具,有助于改进控制算法,提高效率,进而提升系统的稳定性,本发明方法为设计者提供了直观的视角,使其能够清晰地了解基于电压模型的无传感器控制系统在电机整个运行过程中的性能表现,本发明在系统效率、系统稳定方面都取得更加良好的效果。Beneficial effects of the present invention: The stator resistance sensitivity analysis method of the voltage model-based sensorless control system provided by the present invention comprehensively considers the flux observation and control performance, performs a comprehensive stator resistance sensitivity analysis on the system, and establishes a complete analysis model with moderate calculation cost. It meets the needs of analyzing and evaluating the performance of the induction motor sensorless control system based on the voltage model under low-speed conditions, and provides an important performance evaluation tool for optimizing the design of speed sensorless control systems, which is helpful to improve the control algorithm, improve efficiency, and thus enhance the stability of the system. The method of the present invention provides an intuitive perspective for designers, enabling them to clearly understand the performance of the sensorless control system based on the voltage model during the entire operation of the motor. The present invention achieves better results in terms of system efficiency and system stability.
附图说明BRIEF DESCRIPTION OF THE DRAWINGS
为了更清楚地说明本发明实施例的技术方案,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,对于本领域普通技术人员来讲,在不付出创造劳动的前提下,还可以根据这些附图获得其它的附图。其中:In order to more clearly illustrate the technical solutions of the embodiments of the present invention, the following briefly introduces the drawings required for describing the embodiments. Obviously, the drawings described below are only some embodiments of the present invention. For ordinary technicians in this field, other drawings can be obtained based on these drawings without creative work. Among them:
图1为本发明第一个实施例提供的基于电压模型无传感器控制系统定子电阻敏感性分析方法的整体流程图。FIG. 1 is an overall flow chart of a method for analyzing stator resistance sensitivity of a sensorless control system based on a voltage model according to a first embodiment of the present invention.
图2为本发明第二个实施例提供的基于电压模型无传感器控制系统定子电阻敏感性分析方法的角度误差在[-20,20]范围内变化时的系统定子电阻敏感性图。FIG2 is a diagram showing the sensitivity of the stator resistance of a system when the angle error of the stator resistance sensitivity analysis method of a sensorless control system based on a voltage model provided by the second embodiment of the present invention varies within the range of [-20, 20].
图3为本发明第二个实施例提供的基于电压模型无传感器控制系统定子电阻敏感性分析方法的转子磁链幅值比在[0.8,1.2]范围内变化时的系统定子电阻敏感性图。3 is a diagram of system stator resistance sensitivity when the rotor flux amplitude ratio varies in the range of [0.8, 1.2] according to the voltage model-based sensorless control system stator resistance sensitivity analysis method provided in the second embodiment of the present invention.
图4为本发明第二个实施例提供的基于电压模型无传感器控制系统定子电阻敏感性分析方法的以ωr为等高线速度辨识角度的系统定子电阻敏感性图。4 is a diagram of the system stator resistance sensitivity with ω r as the contour line speed identification angle according to the voltage model-based sensorless control system stator resistance sensitivity analysis method provided in the second embodiment of the present invention.
图5为本发明第二个实施例提供的基于电压模型无传感器控制系统定子电阻敏感性分析方法的以eω为等高线速度辨识角度的系统定子电阻敏感性图。FIG. 5 is a diagram of system stator resistance sensitivity with eω as the contour line speed identification angle according to a voltage model-based sensorless control system stator resistance sensitivity analysis method provided in a second embodiment of the present invention.
图6为本发明第二个实施例提供的基于电压模型无传感器控制系统定子电阻敏感性分析方法的以iq为等高线电机带载能力角度的系统定子电阻敏感性图。6 is a diagram of the system stator resistance sensitivity with i q as the contour line motor load capacity angle according to the voltage model sensorless control system stator resistance sensitivity analysis method provided in the second embodiment of the present invention.
图7为本发明第二个实施例提供的基于电压模型无传感器控制系统定子电阻敏感性分析方法的以Te为等高线电机带载能力角度的系统定子电阻敏感性图。7 is a diagram of the system stator resistance sensitivity with Te as the contour line motor load capacity angle according to the voltage model sensorless control system stator resistance sensitivity analysis method provided in the second embodiment of the present invention.
图8为本发明第三个实施例提供的一种无传感器感应电机系统的定子电阻敏感性分析系统的整体流程图。FIG8 is an overall flow chart of a stator resistance sensitivity analysis system for a sensorless induction motor system provided by a third embodiment of the present invention.
具体实施方式DETAILED DESCRIPTION
为使本发明的上述目的、特征和优点能够更加明显易懂,下面结合说明书附图对本发明的具体实施方式做详细的说明,显然所描述的实施例是本发明的一部分实施例,而不是全部实施例。基于本发明中的实施例,本领域普通人员在没有做出创造性劳动前提下所获得的所有其他实施例,都应当属于本发明的保护的范围。In order to make the above-mentioned purposes, features and advantages of the present invention more obvious and easy to understand, the specific implementation methods of the present invention are described in detail below in conjunction with the drawings of the specification. Obviously, the described embodiments are part of the embodiments of the present invention, but not all of them. Based on the embodiments of the present invention, all other embodiments obtained by ordinary persons in the art without creative work should fall within the scope of protection of the present invention.
实施例1Example 1
参照图1,为本发明的一个实施例,提供了基于电压模型无传感器控制系统定子电阻敏感性分析方法,包括:1 , which is an embodiment of the present invention, provides a method for analyzing stator resistance sensitivity of a sensorless control system based on a voltage model, including:
S1:计算转子磁链矢量和观测转子磁链矢量间的角度误差的稳态值。S1: Calculate the steady-state value of the angular error between the rotor flux vector and the observed rotor flux vector.
更进一步的,角度误差的稳态值包括建立表达式。Furthermore, the steady-state value of the angle error involves establishing an expression.
应说明的是,建立包含观测转子磁链和未知量θ的表达式表示为:It should be noted that the establishment of the rotor flux The expression of the unknown quantity θ is expressed as:
其中,α及β为电压模型系数,当α=0,β=0时电压模型是SCVM,当α=hd,β=hq时电压模型是CMCVM,为转子时间常数,ωe为同步角频率,为滑差角频率,θ为转子磁链矢量和观测转子磁链矢量之间的角度误差,为观测的转子磁链,为定子电阻误差,LM为电机励磁电感,id为d定子电流d轴分量,RR为转子电阻。Among them, α and β are voltage model coefficients. When α=0, β=0, the voltage model is SCVM. When α=h d , β=h q , the voltage model is CMCVM. is the rotor time constant, ωe is the synchronous angular frequency, is the slip angular frequency, θ is the angular error between the rotor flux vector and the observed rotor flux vector, is the observed rotor flux, is the stator resistance error, LM is the motor excitation inductance, i d is the d-axis component of the stator current, and RR is the rotor resistance.
更进一步的,角度误差的稳态值还包括三角函数方程。Furthermore, the steady-state value of the angle error also includes trigonometric equations.
应说明的是,包含和的系数A、B、C的表达式表示为:It should be noted that and The expressions of coefficients A, B, and C are expressed as:
A sin(2θ)+B cos(2θ)=CA sin(2θ)+B cos(2θ)=C
只在A2+B2≥C2的条件下计算出角度误差θ的稳态值,当A2+B2<C2时,θ没有稳态解,θ无稳态解的工况区域定义为不稳定区域。The steady-state value of the angle error θ is calculated only under the condition of A 2 +B 2 ≥C 2. When A 2 +B 2 <C 2 , θ has no steady-state solution. The operating region where θ has no steady-state solution is defined as an unstable region.
S2:根据磁链观测角度,引入角度误差,计算角度误差及磁链幅值比,并进行定子电阻敏感性分析。S2: According to the flux observation angle, the angle error is introduced, the angle error and flux amplitude ratio are calculated, and the stator resistance sensitivity analysis is performed.
更进一步的,磁链幅值比包括磁链矢量幅值表达式。Furthermore, the flux linkage magnitude ratio includes a flux linkage vector magnitude expression.
应说明的是,将θ代入原始磁链表达式,磁链矢量的幅值表达式表示为:It should be noted that when θ is substituted into the original flux expression, the flux vector The amplitude expression of is expressed as:
转子磁链矢量ψR的幅值表达式表示为:The amplitude expression of the rotor flux vector ψ R is expressed as:
实际转子磁链矢量和观测转子磁链矢量的比值为电机对定子电阻的敏感程度。The ratio of the actual rotor flux vector to the observed rotor flux vector is the sensitivity of the motor to the stator resistance.
更进一步的,磁链幅值比还包括磁链幅值比计算式。Furthermore, the flux amplitude ratio also includes a flux amplitude ratio calculation formula.
应说明的是,定义转子磁链矢量之间的角度误差为θ,磁链幅值比计算式表示为:It should be noted that the angle error between the rotor flux vectors is defined as θ, and the flux amplitude ratio calculation formula is expressed as:
在稳态值区域计算不同工况下的角度误差θ及磁链幅值比,从系统的磁链观测角度分析定子电阻敏感性。The angle error θ and flux amplitude ratio under different working conditions are calculated in the steady-state value region, and the stator resistance sensitivity is analyzed from the perspective of the system's flux observation.
S3:根据电机控制性能,引入角度误差,计算性能变量,并进行定子电阻敏感性分析。S3: According to the motor control performance, the angle error is introduced, the performance variables are calculated, and the stator resistance sensitivity analysis is performed.
更进一步的,计算性能变量包括计算电机转速和滑差角频率。Furthermore, calculating the performance variable includes calculating the motor speed and the slip angle frequency.
应说明的是,电机转速ωr以及滑差角频率ωs表示为:It should be noted that the motor speed ω r and the slip angle frequency ω s are expressed as:
其中,上标^为变量的估计值,it为定子电流T轴分量,为电机辨识转速,在稳态工况下使用转速误差描述系统速度辨识能力和速度控制精度,表示为:Where, the superscript ^ is the estimated value of the variable, it is the T-axis component of the stator current, To identify the motor speed, under steady-state conditions The speed error is used to describe the system speed identification capability and speed control accuracy, which can be expressed as:
其中,eω为转速误差,在稳态值区域计算不同工况下ωr和eω,从系统速度辨识能力和控制精度分析定子电阻敏感性。Among them, e ω is the speed error. ω r and e ω are calculated under different working conditions in the steady-state value region, and the stator resistance sensitivity is analyzed from the perspective of system speed identification capability and control accuracy.
更进一步的,定子电阻敏感性分析包括分析系统的带载能力。Furthermore, the stator resistance sensitivity analysis includes analyzing the load carrying capacity of the system.
应说明的是,在矢量控制中,d轴电流id是预设值,得到iq的表达式表示为:It should be noted that in vector control, the d-axis current i d is a preset value, and the expression for i q is expressed as:
iq与成非线性关系,根据电机转矩公式得到和之间的关系式表示为:i q and It forms a nonlinear relationship, and is obtained according to the motor torque formula and The relationship between them is expressed as:
其中,Te为电机转矩,p为电机极对数,ψ为转子磁链,i为定子电流,下标d和q分别为变量在同步坐标系中的d轴及q轴分量,Te与θ强相关,在稳态值区域计算不同工况下iq和Te的值,从系统带载能力分析定子电阻敏感性。Where Te is the motor torque, p is the number of motor pole pairs, ψ is the rotor flux, i is the stator current, subscripts d and q are the d-axis and q-axis components of the variable in the synchronous coordinate system, respectively. Te is strongly correlated with θ. The values of iq and Te under different working conditions are calculated in the steady-state value region, and the stator resistance sensitivity is analyzed from the system load capacity.
实施例2Example 2
参照图2-图7,为本发明的一个实施例,提供了基于电压模型无传感器控制系统定子电阻敏感性分析方法,为了验证本发明的有益效果,通过经济效益计算和仿真实验进行科学论证。2 to 7 , an embodiment of the present invention provides a method for analyzing the stator resistance sensitivity of a sensorless control system based on a voltage model. In order to verify the beneficial effects of the present invention, scientific demonstration is carried out through economic benefit calculation and simulation experiments.
将本发明方法分别应用于基于静态补偿电压模型(SCVM)和电压电流组合模型(CMCVM)的感应电机无速度传感器控制系统中,以观测磁链定向的同步坐标系下的转子磁链表达式表示为:The method of the present invention is applied to the speed sensorless control system of the induction motor based on the static compensation voltage model (SCVM) and the voltage and current combination model (CMCVM), and the rotor flux expression in the synchronous coordinate system of the observed flux orientation is expressed as:
其中,上标^表示对应变量的估计值,下标d和q分别代表对应变量在同步坐标系中的d轴及q轴分量,为观测的同步角频率,ψR为转子磁链矢量,E为转子电动势矢量,E=Ed+jEq,为转子时间常数,通过SCVM构建磁链观测器表示为:The superscript ^ represents the estimated value of the corresponding variable, and the subscripts d and q represent the d-axis and q-axis components of the corresponding variable in the synchronous coordinate system, respectively. is the observed synchronous angular frequency, ψ R is the rotor flux vector, E is the rotor electromotive force vector, E=E d +jE q , is the rotor time constant, and the flux observer constructed by SCVM is expressed as:
其中,λs为SCVM的设计参数,将同步坐标系下的电流模型简化为LMid,通过CMCVM构建磁链观测器表示为:Where λs is the design parameter of SCVM. The current model in the synchronous coordinate system is simplified to L M i d , and the flux observer constructed by CMCVM is expressed as:
其中,Rs、is、LM与Lσ分别为电机定子电阻、定子电流、励磁电感及总漏感,H=hd+jhq为CMCVM的设计参数,速度辨识通过同步频率减去滑差频率实现,表示为:Among them, Rs , is , LM and Lσ are the motor stator resistance, stator current, excitation inductance and total leakage inductance respectively. H=h d +jh q is the design parameter of CMCVM. Speed identification is achieved by subtracting the slip frequency from the synchronous frequency, which is expressed as:
其中,为电机辨识转速,为滑差角频率,RR为转子电阻,将本发明方法应用于两种基于电压模型的感应电机无速度传感器控制系统中,因敏感性分析是在稳态工况下进行的,变换后可得式,表示为:in, To identify the motor speed, is the slip angular frequency, R R is the rotor resistance, and the method of the present invention is applied to two speed sensorless control systems of induction motors based on voltage models. Since the sensitivity analysis is performed under steady-state conditions, the formula can be obtained after transformation, which is expressed as:
转子磁链在d-q轴的分量表示为:The component of the rotor flux in the d-q axis is expressed as:
ψd=ψR cos(θ) ψd = ψR cos(θ)
ψq=ψR sin(θ)ψ q = ψ R sin(θ)
其中,θ是转子磁链矢量和以观测磁链矢量定向的d轴的夹角,将转子磁链矢量方向定为M轴,无速度传感器矢量控制是在d-q轴实现的,和是系统的两个控制变量,通常在基本的速度范围内将id设置为常数,计算iq表示为:Among them, θ is the angle between the rotor flux vector and the d-axis oriented with the observed flux vector. The direction of the rotor flux vector is set as the M-axis. The speed sensorless vector control is implemented on the dq axis. and are two control variables of the system. Usually, i d is set as a constant within the basic speed range, and i q is calculated as:
根据投影关系,电机定子电阻is在M-T轴的分量可以表示为:According to the projection relationship, the component of the motor stator resistance is on the MT axis can be expressed as:
im=id cos(θ)+iq sin(θ)i m =i d cos(θ)+i q sin(θ)
it=-id sin(θ)+iq cos(θ)i t =-i d sin(θ)+i q cos(θ)
因此,推导出转子磁链的表达式表示为:Therefore, the expression of rotor flux is derived as:
当只考虑定子电阻的敏感性时,反电动势E在d-q轴的分量关系式表示为:When only the sensitivity of the stator resistance is considered, the component relationship of the back electromotive force E on the d-q axis is expressed as:
其中,为定子电阻误差,为了优化电机控制系统的操作性能,设计两种电压模型的参数λs和H,在电机参数正确的情况下,对磁链观测系统进行参数设计,确保磁链观测的稳定性,建立得到一个强耦合的三阶非线性状态方程,在该方程中,状态变量为当不考虑参数时,可以得到稳态值[ψref 0 ψref]T,对这个状态方程进行线性化处理,详细参数为表2线性化处理过程表示为:in, is the stator resistance error. In order to optimize the operating performance of the motor control system, the parameters λs and H of the two voltage models are designed. When the motor parameters are correct, the parameters of the flux observation system are designed to ensure the stability of the flux observation. A strongly coupled third-order nonlinear state equation is established. In this equation, the state variable is When the parameters are not considered When , the steady-state value [ψ ref 0 ψ ref ] T can be obtained. The state equation is linearized, and the detailed parameters are shown in Table 2. The linearization process is expressed as:
特征多项式详细参数为表3,特征多项式表示为:The detailed parameters of the characteristic polynomial are shown in Table 3. The characteristic polynomial is expressed as:
F(s)=s3+c2s2+c1s+c0 F(s)=s 3 +c 2 s 2 +c 1 s+c 0
应用劳斯判据进行稳定性分析,两种电压模型的参数设计分别表示为:Using Routh criterion for stability analysis, the parameter designs of the two voltage models are expressed as:
λs=λsign(ωe)λ s =λsign(ω e )
其中,k>0,对于SCVM,随着ωswt的增加,γ趋近于0,达到最大值2,当电机以额定负载运行时,ωswt>10.5,对于CMCVM,k取值越大,稳定工况范围约广,但是噪声也越大,计算转子磁链矢量和观测磁链矢量之间的角度误差θ的稳态值,经过代换,得到包含观测转子磁链和未知量θ的方程,统一表达式表示为:in, k>0, for SCVM, as ω swt increases, γ approaches 0, The maximum value 2 is reached when the motor is running at rated load. ω swt >10.5, for CMCVM, the larger the k value, the wider the stable operating range, but the noise The larger the value, the steady-state value of the angle error θ between the rotor flux vector and the observed flux vector is calculated. After substitution, the value including the observed rotor flux is obtained. The equation for the unknown quantity θ can be expressed as follows:
其中,将上式的和id消去,得到关于θ的三角函数方程,其中系数A、B、C是含和的表达式,表示为:Among them, the above formula Eliminate i and id , and we get the trigonometric equation about θ, where coefficients A, B, and C are and The expression of is:
A sin(2θ)+B cos(2θ)=CA sin(2θ)+B cos(2θ)=C
只有在A2+B2≥C2的条件下才能求出θ的稳态值,即在一些运行工况下θ无解,当θ无解时,系统对应的工况区域被定义为不稳定区域,从磁链观测角度进行定子电阻敏感性分析时,将θ代入原始磁链表达式,可以得到观测转子磁链的表达式表示为:The steady-state value of θ can only be obtained under the condition of A 2 +B 2 ≥C 2 , that is, θ has no solution under some operating conditions. When θ has no solution, the corresponding operating area of the system is defined as an unstable area. When performing stator resistance sensitivity analysis from the perspective of flux observation, substituting θ into the original flux expression can obtain the observed rotor flux. The expression is expressed as:
将代入可以得到转子磁链ψR表达式表示为:Will Substituting in, we can get the expression of rotor flux ψ R as:
引入角度误差θ,将转子磁链矢量的幅值比计算,表示为:Introducing the angle error θ, the amplitude ratio of the rotor flux vector is calculated and expressed as:
在稳态值区域计算不同工况下的θ和磁链幅值比,可从观测磁链角度对系统进行定子电阻敏感性分析,从电机控制性能角度进行定子电阻敏感性分析时,从系统速度辨识能力和速度控制精度进行分析,计算ωr及ωs,表示为:In the steady-state value region, the θ and flux amplitude ratio under different working conditions are calculated. The stator resistance sensitivity of the system can be analyzed from the perspective of observing the flux. When the stator resistance sensitivity is analyzed from the perspective of motor control performance, the system speed recognition capability and speed control accuracy are analyzed to calculate ω r and ω s , which are expressed as:
ωs受观测磁链和角度误差θ的影响,在稳态工况下,跟相等,可以用转速误差描述系统速度辨识能力和速度控制精度,表示为: ωs is affected by the observed flux and angle error θ. Under steady-state conditions, and Equal, the speed error can be used to describe the system speed recognition ability and speed control accuracy, expressed as:
在稳态值区域计算不同工况下的ωr和eω,可以从速度辨识能力和控制精度对系统进行定子电阻敏感性分析,当从不同电流幅值的带载能力进行分析时,电流控制环节中,id是系统预先设置好的常量,iq表达式表示为:By calculating ωr and eω under different working conditions in the steady-state value region, the stator resistance sensitivity of the system can be analyzed from the perspective of speed recognition capability and control accuracy. When analyzing from the perspective of load carrying capacity with different current amplitudes, in the current control link, i d is a constant preset by the system, and the expression for i q is expressed as:
iq跟成非线性关系,代入电机转矩Te的表达式,得到和之间的关系式表示为:i q follow It becomes a nonlinear relationship, and when it is substituted into the expression of motor torque Te , we get and The relationship between them is expressed as:
在稳态值区域计算不同工况下iq和Te的值,可以从带载能力对系统进行定子电阻敏感性分析。By calculating the values of iq and Te under different working conditions in the steady-state value region, the stator resistance sensitivity of the system can be analyzed from the load capacity.
表1为实验电机的参数信息,在求解θ和其他参数的过程中,涉及的 和均为动态变量,在0-300rpm范围内变化,从负的额定值变化为正的额定值,等值于±20%Rs。Table 1 shows the parameter information of the experimental motor. In the process of solving θ and other parameters, the and All are dynamic variables. Changing in the range of 0-300rpm, Changing from negative to positive rated values, Equivalent to ±20% R s .
从磁链观测角度分析定子电阻敏感性,只有在A2+B2≥C2的条件下才能求解出θ,即在一些运行工况下θ无稳态解。当不能求解出稳态值时,对应的工况区域被定义为不稳定区域。将本发明方法分别用于基于SCVM及CMCVM的感应电机无速度传感器控制系统内,在平面内用红色*标注不稳定区域,不稳定区域主要分布在有再生负荷的低速范围内。当时,不稳定区域多数分布在ωe=0上方,当时,不稳定区域多数分布在ωe=0下方。From the perspective of flux observation, the stator resistance sensitivity is analyzed. θ can only be solved under the condition of A 2 +B 2 ≥C 2 , that is, θ has no steady-state solution under some operating conditions. When the steady-state value cannot be solved, the corresponding operating condition area is defined as an unstable area. The method of the present invention is used in the induction motor speed sensorless control system based on SCVM and CMCVM respectively. The unstable area is marked with red * in the plane, and the unstable area is mainly distributed in the low speed range with regenerative load. When , most of the unstable regions are distributed above ω e = 0. When ω e = 0, most of the unstable regions are distributed below ω e = 0.
图2以θ为等高线,展示了角度误差在[-20,20]范围内变化时的系统定子电阻敏感性,图3以为等高线,展示了转子磁链幅值比在[0.8,1.2]范围内变化时的系统定子电阻敏感性,基于CMCVM的无速度传感器控制系统不稳定区域相对较广,该现象在条件下十分明显,从该角度分析,基于SCVM的无速度传感器控制系统定子电阻敏感性较弱,当转子磁链幅值比越接近1,相位差越接近0时,表示参数变化对控制系统的影响越小,从该角度看,基于CMCVM的系统收敛速度更为迅速。Figure 2 shows the sensitivity of the system stator resistance when the angle error varies in the range of [-20,20] with θ as the contour line. The contour lines show the system stator resistance sensitivity when the rotor flux amplitude ratio changes in the range of [0.8, 1.2]. The unstable area of the speed sensorless control system based on CMCVM is relatively wide. It is very obvious under the conditions. From this perspective, the speed sensorless control system based on SCVM has weaker stator resistance sensitivity. When the rotor flux amplitude ratio is closer to 1 and the phase difference is closer to 0, it means that the parameter change has less impact on the control system. From this perspective, the system based on CMCVM converges faster.
从控制性能角度分析定子电阻敏感性,图4以ωr为等高线,图5以eω为等高线,从速度辨识角度展示了系统的定子电阻敏感性,图4的等高线应该垂直于轴,但由于定子电阻的影响两个系统的ωr等高线都存在弯曲现象,其中基于SCVM的感应电机无速度传感器控制系统只在极低速区域内弯曲现象更严重,而基于CMCVM的系统在低速再生负载重载区域内弯曲现象明显。From the perspective of control performance, the stator resistance sensitivity is analyzed. Figure 4 uses ω r as the contour line, and Figure 5 uses e ω as the contour line. From the perspective of speed identification, the stator resistance sensitivity of the system is shown. The contour lines in Figure 4 should be perpendicular to axis, but due to the influence of stator resistance, the ω r contour lines of the two systems are bent. The bending phenomenon of the induction motor speed sensorless control system based on SCVM is more serious only in the extremely low speed area, while the bending phenomenon of the system based on CMCVM is obvious in the low-speed regenerative load and heavy load area.
从图5看出,基于SCVM的系统转速误差相对更小,基于CMCVM的系统在极低速电动负载区域及低速再生负载重载区域仍有较大的转速误差。As can be seen from Figure 5, the speed error of the system based on SCVM is relatively smaller, while the system based on CMCVM still has a large speed error in the extremely low-speed electric load area and the low-speed regenerative load and heavy load area.
图6以iq为等高线,图7以Te为等高线,从电机带载能力角度展示了系统的定子电阻敏感性,图6和图7的等高线应该平行于轴,且随着的变化上下平移,但由于定子电阻的影响实验中都出现了严重的弯曲现象,基于SCVM的系统的等高线在所有条件,包括在极低速区域和低速再生负载重载区域都出现了更为严重的变形,基于CMCVM的系统表现出了更好的性能,带载能力受定子电阻影响较低。Figure 6 uses i q as contour lines, and Figure 7 uses Te as contour lines, which show the stator resistance sensitivity of the system from the perspective of motor load capacity. The contour lines of Figures 6 and 7 should be parallel to axis, and with The change in the speed is translated up and down, but due to the influence of the stator resistance, serious bending occurred in the experiment. The contour lines of the SCVM-based system showed more serious deformation under all conditions, including in the extremely low speed area and the low-speed regenerative load and heavy load area. The CMCVM-based system showed better performance, and the load capacity was less affected by the stator resistance.
在磁链观测方面,基于SCVM的系统具有更大范围的稳定区域,而基于CMCVM的系统在磁链矢量收敛速度上更具有优势,在速度控制精度方面,基于SCVM的系统在极低速区域对定子电阻更为敏感,性能较差,而基于CMCVM的系统在低速再生负载重载工况有更大范围的不稳定区域,在相应电流幅值下的带载能力方面,基于CMCVM的系统无论在极低速工况还是带有再生负载的工况下都有更好的表现,对定子电阻敏感性相对更弱。In terms of flux observation, the SCVM-based system has a larger stable area, while the CMCVM-based system has an advantage in the flux vector convergence speed. In terms of speed control accuracy, the SCVM-based system is more sensitive to stator resistance in the extremely low speed area and has poor performance, while the CMCVM-based system has a larger unstable area under low-speed regenerative load and heavy load conditions. In terms of load capacity under corresponding current amplitudes, the CMCVM-based system has better performance both in extremely low speed conditions and under conditions with regenerative loads, and is relatively less sensitive to stator resistance.
表1试验电机的详细参数表Table 1 Detailed parameters of the test motor
表2状态方程的相关参数表Table 2 Related parameters of state equation
表3特征多项式的相关参数表Table 3. Table of relevant parameters of characteristic polynomial
实施例3Example 3
参照图8,为本发明的一个实施例,提供了一种无传感器感应电机系统的定子电阻敏感性分析系统,包括稳态值计算模块,磁链观测角度模块,电机控制性能模块。8 , which is an embodiment of the present invention, provides a stator resistance sensitivity analysis system for a sensorless induction motor system, including a steady-state value calculation module, a flux observation angle module, and a motor control performance module.
其中稳态值计算模块用于计算转子磁链矢量和观测转子磁链矢量之间的角度误差的稳态值;磁链观测角度模块用于计算角度误差和磁链幅值比,分析定子电阻的敏感性;电机控制性能模块用于基于角度误差构建表达式,计算不同工况下的性能变量,进行定子电阻敏感性分析。The steady-state value calculation module is used to calculate the steady-state value of the angle error between the rotor flux vector and the observed rotor flux vector; the flux observation angle module is used to calculate the angle error and the flux amplitude ratio, and analyze the sensitivity of the stator resistance; the motor control performance module is used to construct an expression based on the angle error, calculate the performance variables under different working conditions, and perform stator resistance sensitivity analysis.
功能如果以软件功能单元的形式实现并作为独立的产品销售或使用时,可以存储在一个计算机可读取存储介质中。基于这样的理解,本发明的技术方案本质上或者说对现有技术做出贡献的部分或者该技术方案的部分可以以软件产品的形式体现出来,该计算机软件产品存储在一个存储介质中,包括若干指令用以使得一台计算机设备(可以是个人计算机,服务器,或者网络设备等)执行本发明各个实施例方法的全部或部分步骤。而前述的存储介质包括:U盘、移动硬盘、只读存储器(ROM,Read-Only Memory)、随机存取存储器(RAM,Random Access Memory)、磁碟或者光盘等各种可以存储程序代码的介质。If the function is implemented in the form of a software functional unit and sold or used as an independent product, it can be stored in a computer-readable storage medium. Based on this understanding, the technical solution of the present invention, or the part that contributes to the prior art, or the part of the technical solution, can be embodied in the form of a software product. The computer software product is stored in a storage medium, including several instructions for a computer device (which can be a personal computer, server, or network device, etc.) to perform all or part of the steps of the methods of each embodiment of the present invention. The aforementioned storage medium includes: U disk, mobile hard disk, read-only memory (ROM, Read-Only Memory), random access memory (RAM, Random Access Memory), disk or optical disk, etc. Various media that can store program codes.
在流程图中表示或在此以其他方式描述的逻辑和/或步骤,例如,可以被认为是用于实现逻辑功能的可执行指令的定序列表,可以具体实现在任何计算机可读介质中,以供指令执行系统、装置或设备(如基于计算机的系统、包括处理器的系统或其他可以从指令执行系统、装置或设备取指令并执行指令的系统)使用,或结合这些指令执行系统、装置或设备而使用。就本说明书而言,“计算机可读介质”可以是任何可以包含、存储、通信、传播或传输程序以供指令执行系统、装置或设备或结合这些指令执行系统、装置或设备而使用的装置。The logic and/or steps represented in the flowchart or otherwise described herein, for example, can be considered as an ordered list of executable instructions for implementing logical functions, and can be embodied in any computer-readable medium for use by an instruction execution system, device or apparatus (such as a computer-based system, a system including a processor, or other system that can fetch instructions from an instruction execution system, device or apparatus and execute instructions), or in conjunction with such instruction execution systems, devices or apparatuses. For the purposes of this specification, "computer-readable medium" can be any device that can contain, store, communicate, propagate or transmit a program for use by an instruction execution system, device or apparatus, or in conjunction with such instruction execution systems, devices or apparatuses.
计算机可读介质的更具体的示例(非穷尽性列表)包括以下:具有一个或多个布线的电连接部(电子装置)、便携式计算机盘盒(磁装置)、随机存取存储器(RAM)、只读存储器(ROM)、可擦除可编辑只读存储器(EPROM或闪速存储器)、光纤装置以及便携式光盘只读存储器(CDROM)。另外,计算机可读介质甚至可以是可在其上打印程序的纸或其他合适的介质,因为可以例如通过对纸或其他介质进行光学扫描,接着进行编辑、解译或必要时以其他合适方式进行处理来以电子方式获得程序,然后将其存储在计算机存储器中。More specific examples of computer-readable media (a non-exhaustive list) include the following: an electrical connection with one or more wires (electronic device), a portable computer disk case (magnetic device), a random access memory (RAM), a read-only memory (ROM), an erasable and programmable read-only memory (EPROM or flash memory), an optical fiber device, and a portable compact disk read-only memory (CDROM). In addition, the computer-readable medium may even be a paper or other suitable medium on which the program is printed, since the program may be obtained electronically, for example, by optically scanning the paper or other medium, followed by editing, deciphering or, if necessary, processing in another suitable manner, and then stored in a computer memory.
应当理解,本发明的各部分可以用硬件、软件、固件或它们的组合来实现。在上述实施方式中,多个步骤或方法可以用存储在存储器中且由合适的指令执行系统执行的软件或固件来实现。例如,如果用硬件来实现,和在另一实施方式中一样,可用本领域公知的下列技术中的任一项或他们的组合来实现:具有用于对数据信号实现逻辑功能的逻辑门电路的离散逻辑电路,具有合适的组合逻辑门电路的专用集成电路,可编程门阵列(PGA),现场可编程门阵列(FPGA)等。应说明的是,以上实施例仅用以说明本发明的技术方案而非限制,尽管参照较佳实施例对本发明进行了详细说明,本领域的普通技术人员应当理解,可以对本发明的技术方案进行修改或者等同替换,而不脱离本发明技术方案的精神和范围,其均应涵盖在本发明的权利要求范围当中。It should be understood that the various parts of the present invention can be implemented by hardware, software, firmware or a combination thereof. In the above-mentioned embodiments, multiple steps or methods can be implemented by software or firmware stored in a memory and executed by a suitable instruction execution system. For example, if implemented by hardware, as in another embodiment, it can be implemented by any one of the following technologies known in the art or their combination: a discrete logic circuit having a logic gate circuit for implementing a logic function for a data signal, a dedicated integrated circuit having a suitable combination of logic gate circuits, a programmable gate array (PGA), a field programmable gate array (FPGA), etc. It should be noted that the above embodiments are only used to illustrate the technical solution of the present invention and are not limited. Although the present invention is described in detail with reference to the preferred embodiments, it should be understood by those skilled in the art that the technical solution of the present invention can be modified or replaced by equivalents without departing from the spirit and scope of the technical solution of the present invention, which should be included in the scope of the claims of the present invention.
应说明的是,以上实施例仅用以说明本发明的技术方案而非限制,尽管参照较佳实施例对本发明进行了详细说明,本领域的普通技术人员应当理解,可以对本发明的技术方案进行修改或者等同替换,而不脱离本发明技术方案的精神和范围,其均应涵盖在本发明的权利要求范围当中。It should be noted that the above embodiments are only used to illustrate the technical solutions of the present invention rather than to limit it. Although the present invention has been described in detail with reference to the preferred embodiments, those skilled in the art should understand that the technical solutions of the present invention may be modified or replaced by equivalents without departing from the spirit and scope of the technical solutions of the present invention, which should all be included in the scope of the claims of the present invention.
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