WO2022099861A1 - 一种永磁同步电机参数检测方法 - Google Patents

一种永磁同步电机参数检测方法 Download PDF

Info

Publication number
WO2022099861A1
WO2022099861A1 PCT/CN2020/137420 CN2020137420W WO2022099861A1 WO 2022099861 A1 WO2022099861 A1 WO 2022099861A1 CN 2020137420 W CN2020137420 W CN 2020137420W WO 2022099861 A1 WO2022099861 A1 WO 2022099861A1
Authority
WO
WIPO (PCT)
Prior art keywords
permanent magnet
synchronous motor
magnet synchronous
axis
axis inductance
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Ceased
Application number
PCT/CN2020/137420
Other languages
English (en)
French (fr)
Inventor
黄晓艳
俞烨隆
吴敏
李赵凯
俞东
史婷娜
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Zhejiang University
Original Assignee
Zhejiang University
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Zhejiang University filed Critical Zhejiang University
Priority to US18/036,398 priority Critical patent/US12395106B2/en
Publication of WO2022099861A1 publication Critical patent/WO2022099861A1/zh
Anticipated expiration legal-status Critical
Ceased legal-status Critical Current

Links

Images

Classifications

    • 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
    • H02P21/18—Estimation of position or speed
    • 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
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01R—MEASURING ELECTRIC VARIABLES; MEASURING MAGNETIC VARIABLES
    • G01R31/00—Arrangements for testing electric properties; Arrangements for locating electric faults; Arrangements for electrical testing characterised by what is being tested not provided for elsewhere
    • G01R31/34—Testing dynamo-electric machines
    • G01R31/343—Testing dynamo-electric machines in operation
    • 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
    • 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
    • H02P21/16—Estimation of constants, e.g. the rotor time constant
    • 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
    • H02P21/22—Current control, e.g. using a current control loop
    • 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
    • H02P25/00—Arrangements or methods for the control of AC motors characterised by the kind of AC motor or by structural details
    • H02P25/02—Arrangements or methods for the control of AC motors characterised by the kind of AC motor or by structural details characterised by the kind of motor
    • H02P25/022—Synchronous motors
    • H02P25/024—Synchronous motors controlled by supply frequency
    • H02P25/026—Synchronous motors controlled by supply frequency thereby detecting the rotor position
    • 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
    • H02P27/00—Arrangements or methods for the control of AC motors characterised by the kind of supply voltage
    • H02P27/04—Arrangements or methods for the control of AC motors characterised by the kind of supply voltage using variable-frequency supply voltage, e.g. inverter or converter supply voltage
    • H02P27/06—Arrangements or methods for the control of AC motors characterised by the kind of supply voltage using variable-frequency supply voltage, e.g. inverter or converter supply voltage using DC to AC converters or inverters
    • H02P27/08—Arrangements or methods for the control of AC motors characterised by the kind of supply voltage using variable-frequency supply voltage, e.g. inverter or converter supply voltage using DC to AC converters or inverters with pulse width modulation
    • 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
    • H02P2207/00—Indexing scheme relating to controlling arrangements characterised by the type of motor
    • H02P2207/05—Synchronous machines, e.g. with permanent magnets or DC excitation

Definitions

  • the invention relates to a permanent magnet synchronous motor parameter detection method in the field of permanent magnet synchronous motor detection, in particular, a voltage equation and recursive least squares (RLS) parameters based on the ⁇ coordinate system of the permanent magnet synchronous motor are proposed Detection method.
  • RLS recursive least squares
  • Motor online parameter detection plays an important role in applications such as motor real-time control and fault diagnosis.
  • the motor parameters that need to be identified online are stator resistance R s , d-axis inductance L d , q-axis inductance L q and flux linkage ⁇ f .
  • Most of the current literature on motor parameter detection focuses on the motor voltage equation under the dq coordinate system.
  • the amount of voltage and current under the dq coordinate system is basically constant.
  • only one parameter can be obtained by using a d-axis or q-axis voltage equation, so in the steady state under the dq coordinate system, only two motor parameters can be obtained at the same time.
  • the purpose of the present invention is to provide a method for parameter detection based on the recursive least squares method under the ⁇ coordinate system, which is different from the dq coordinate system.
  • the equation (provided that the phase difference of the two phasors in the equation is not 0 and 180 degrees) can obtain two parameters at the same time. Therefore, four motor parameters can be obtained in the ⁇ coordinate system.
  • the full-parameter detection in the ⁇ coordinate system has faster convergence speed and shorter calculation time.
  • the ⁇ -axis current i ⁇ and the ⁇ -axis current i ⁇ are obtained through three-phase to two-phase transformation by sampling the three-phase current of the permanent magnet synchronous motor, and by reading the permanent magnet synchronous motor
  • the sensor on the sensor detects the rotor position angle ⁇ e and the electrical rotation speed ⁇ e of the permanent magnet synchronous motor;
  • step (3) the voltage equation in the ⁇ coordinate system is constructed as follows:
  • stator resistance in: are the estimated values of stator resistance, d-axis inductance, q-axis inductance and flux linkage, respectively;
  • p represents the differential operator;
  • X ⁇ 1 represents the first electrical input of the ⁇ -axis,
  • X ⁇ 2 represents the second electrical input of the ⁇ -axis, and
  • X ⁇ 1 represents the first electrical input of the ⁇ -axis, and
  • X ⁇ 2 represents the second electrical input of the ⁇ -axis;
  • represents the estimated value between stator resistance and d-axis inductance represents the estimated value between the q-axis inductance L q and the flux linkage ⁇ f ;
  • T represents the matrix transpose;
  • the recursive least squares method is used to solve the above equations simultaneously to obtain the estimated values of the four parameters of stator resistance R s , d-axis inductance L d , q-axis inductance L q and flux linkage ⁇ f .
  • An encoder is installed on the rotor of the permanent magnet synchronous motor.
  • the voltage equation and the recursive least squares method in the ⁇ coordinate system of the permanent magnet synchronous motor are used to detect the parameters.
  • the implementation steps of the method are as follows:
  • An encoder is installed on the rotor of the permanent magnet synchronous motor.
  • the encoder is an absolute encoder.
  • the ⁇ -axis voltage ⁇ ⁇ and the ⁇ -axis voltage ⁇ ⁇ are given by the space vector pulse width modulation SVPWM input in the PMSM control.
  • stator resistance in: are the estimated values of stator resistance, d-axis inductance, q-axis inductance and flux linkage, respectively;
  • p represents the differential operator;
  • X ⁇ 1 represents the first electrical input of the ⁇ -axis,
  • X ⁇ 2 represents the second electrical input of the ⁇ -axis, and
  • X ⁇ 1 represents the first electrical input of the ⁇ -axis, and
  • X ⁇ 2 represents the second electrical input of the ⁇ -axis;
  • represents the estimated value between stator resistance and d-axis inductance represents the estimated value between the q-axis inductance L q and the flux linkage ⁇ f ;
  • T represents the matrix transpose;
  • the recursive least squares method is used to solve the above equations simultaneously to obtain the estimated values of the four parameters of stator resistance R s , d-axis inductance L d , q-axis inductance L q and flux linkage ⁇ f .
  • the detection method of the present invention is different from the dq coordinate system.
  • the voltage and current quantities are both sinusoidal AC phasors.
  • a sinusoidal AC phasor The equation (provided that the phase difference of the two phasors in the equation is not 0 and 180 degrees) can obtain two parameters at the same time.
  • Four motor parameters can be obtained in the ⁇ coordinate system.
  • the full-parameter detection in the ⁇ coordinate system has faster convergence speed and shorter calculation time.
  • the invention combines the voltage equation system and the recursive least square method in the ⁇ coordinate system, and can directly perform full parameter detection on the permanent magnet synchronous motor. Compared with the full parameter detection under the dq coordinate system, the full parameter detection under the ⁇ coordinate system of the present invention has faster convergence speed and shorter calculation time, and has higher real-time performance.
  • Fig. 1 is the overall control block diagram of the motor realizing the present invention
  • Fig. 2 is to realize the recursive least squares algorithm block diagram of the present invention
  • FIG. 3 is a simulation verification diagram for realizing the algorithm of the present invention.
  • IPMSM built-in permanent magnet motor
  • the process is:
  • An absolute encoder is installed on the rotor of the permanent magnet synchronous motor.
  • the ⁇ -axis current i ⁇ and the ⁇ -axis current i ⁇ are obtained through three-phase to two-phase transformation (abc/ ⁇ transformation) by sampling the three-phase current of the permanent magnet synchronous motor.
  • the sensor on the magnetic synchronous motor detects the rotor position angle ⁇ e and the electrical rotation speed ⁇ e of the permanent magnet synchronous motor;
  • ⁇ 1 represents the first electrical input of the ⁇ -axis
  • X ⁇ 2 represents the first electrical input of the ⁇ -axis
  • X ⁇ 1 represents the first electrical input of the ⁇ -axis
  • X ⁇ 2 represents the first electrical input of the ⁇ -axis
  • represents the estimated value between stator resistance and d-axis inductance represents the estimated value between the q-axis inductance L q and the flux linkage ⁇ f
  • T represents the matrix transpose
  • i ⁇ , i ⁇ , ⁇ e , ⁇ e obtained by measurement and calculation are used to calculate X ⁇ 1 , X ⁇ 2 , X ⁇ 1 , X ⁇ 2 ; according to ⁇ ⁇ , X ⁇ 2 and Calculate Will and X ⁇ 1 are obtained as input processing of the recursive least squares method and According to ⁇ ⁇ , X ⁇ 2 and Calculate Will and X ⁇ 1 are obtained as input processing of the recursive least squares method and
  • the stator resistance is then obtained by processing the ⁇ -axis voltage equation and d-axis inductance
  • the q-axis inductance is obtained by processing the beta-axis voltage equation and magnetic link
  • the ⁇ -axis voltage equation is obtained by processing Calculate the left-hand side of the beta-axis voltage equation
  • Figure 3 is the simulation result of the method of the present invention performing full parameter detection when the motor speed is 1500rpm and the torque is 5Nm. From the results, it can be seen that the method of the present invention can quickly obtain four motor parameters, and the error is very small, and the convergence time very short.

Landscapes

  • Engineering & Computer Science (AREA)
  • Power Engineering (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Control Of Ac Motors In General (AREA)

Abstract

一种永磁同步电机参数检测方法，对永磁同步电机进行最大转矩电流比和矢量控制，使得永磁同步电机稳定正常运行；在永磁同步电机稳定正常运行时，通过永磁同步电机的三相电流采样经过三相到两相变换获得α轴电流和β轴电流，通过读取永磁同步电机上的传感器检测得到永磁同步电机的转子位置角度和电转速；将上述六个物理量利用递推最小二乘法处理同时获得定子电阻、d轴电感、q轴电感与磁链四个参数结果。本方法能直接对永磁同步电机进行全参数检测，具有更快的收敛速度与更短的计算时间，且具有较高的实时性。

Description

一种永磁同步电机参数检测方法 技术领域
本发明涉及了永磁同步电机检测领域的一种永磁同步电机参数检测方法，特别是提出了一种基于永磁同步电机αβ坐标系下面的电压方程与递推最小二乘法(RLS)的参数检测方法。
背景技术
电机在线参数检测对电机实时控制与故障诊断等应用有重要作用，一般在永磁同步电机当中需要在线辨识的电机参数有定子电阻R s、d轴电感L d、q轴电感L q与磁链ψ f。目前研究电机参数检测的文献大多数着眼于dq坐标系下面的电机电压方程。然而在dq坐标系下面的电压电流量基本为常量，通常使用一个d轴或q轴电压方程只能处理获得一个参数，所以在dq坐标系下面稳态时只能同时处理获得两个电机参数。
由此在dq坐标系下面进行永磁同步电机参数检测存在欠秩的问题，无法同时检测全部参数。有研究表明采用信号注入的方法可以增加方程来同时检测全部参数，但是这样会影响电机的正常运行状态。
发明内容
为了解决现有技术中存在的问题，本发明的目的是提供一种在αβ坐标系下面基于递推最小二乘法进行参数检测的方法，不同于dq坐标系，αβ坐标系下一个正弦交流相量方程(前提为方程里面两个相量的相位差不为0和180度)可以同时获得两个参数。因此在αβ坐标系下可以获得四个电机参数。相比于dq坐标系下的全参数检测，αβ坐标系下面的全参数检测具有更快的收敛速度与更短的计算时间。
如图1所示，本发明的技术方案如下：
(1)对永磁同步电机进行最大转矩电流比和矢量控制，使得永磁同步电机稳定正常运行；
(2)在永磁同步电机稳定正常运行时，通过永磁同步电机的三相电流采样经过三相到两相变换获得α轴电流i α和β轴电流i β，通过读取永磁同步电机上的传感器检测得到永磁同步电机的转子位置角度θ e和电转速ω e；
(3)根据步骤(2)中获得的α轴电流i α、β轴电流i β、θ e和ω e以及预设输入的α轴电压υ α和β轴电压υ β，建立永磁同步电机αβ坐标系下的电压方程，将上述6个物理量利用递推最小二乘法处理同时获得定子电阻、d轴电感、q轴电感与 磁链四个参数的估计值
Figure PCTCN2020137420-appb-000001
所述步骤(3)的具体过程如下：αβ坐标系下的电压方程构造如下形式：
Figure PCTCN2020137420-appb-000002
Figure PCTCN2020137420-appb-000003
Figure PCTCN2020137420-appb-000004
Figure PCTCN2020137420-appb-000005
Figure PCTCN2020137420-appb-000006
Figure PCTCN2020137420-appb-000007
Figure PCTCN2020137420-appb-000008
Figure PCTCN2020137420-appb-000009
其中：
Figure PCTCN2020137420-appb-000010
分别为定子电阻、d轴电感、q轴电感与磁链的估计值；p表示微分算子；X α1表示α轴的第一电气输入量，X α2表示α轴的第二电气输入量，X β1表示β轴的第一电气输入量，X β2表示β轴的第二电气输入量；
Figure PCTCN2020137420-appb-000011
表示定子电阻和d轴电感之间的估计值，
Figure PCTCN2020137420-appb-000012
表示q轴电感L q与磁链ψ f之间的估计值；T表示矩阵转置；
然后利用递推最小二乘法处理联立求解上述方程获得定子电阻R s、d轴电感L d、q轴电感L q与磁链ψ f四个参数的估计值。
所述的永磁同步电机的转子上安装有编码器。
在永磁同步电机正常运行的状态下，利用永磁同步电机αβ坐标系下的电压方程与递推最小二乘法进行参数检测，方法实现步骤如下：
(1)对永磁同步电机进行最大转矩电流比(MTPA)和矢量控制，使得永磁同步电机稳定正常运行；
(2)在永磁同步电机稳定正常运行时，通过永磁同步电机的三相电流采样经过三相到两相变换(abc/αβ变换)获得α轴电流i α和β轴电流i β，通过读取永磁同步电机上的传感器检测得到永磁同步电机的转子位置角度θ e和电转速ω e；
所述的永磁同步电机的转子上安装有编码器。编码器为绝对式编码器。
(3)根据步骤(2)中获得的α轴电流i α、β轴电流i β、θ e和ω e以及预设输入的α轴电压υ α和β轴电压υ β，建立永磁同步电机αβ坐标系下的电压方程，将上述6个物理量利用递推最小二乘法处理同时获得定子电阻R s、d轴电感L d、q轴电感L q与磁链ψ f四个参数，实现了同时检测的目的。
α轴电压υ α和β轴电压υ β是由永磁同步电机控制当中的空间矢量脉宽调制 SVPWM输入给定。
所述步骤(3)的基于递推最小二乘法的全参数检测具体过程如下：αβ坐标系下的电压方程构造如下形式：
Figure PCTCN2020137420-appb-000013
Figure PCTCN2020137420-appb-000014
Figure PCTCN2020137420-appb-000015
Figure PCTCN2020137420-appb-000016
Figure PCTCN2020137420-appb-000017
Figure PCTCN2020137420-appb-000018
Figure PCTCN2020137420-appb-000019
Figure PCTCN2020137420-appb-000020
其中：
Figure PCTCN2020137420-appb-000021
分别为定子电阻、d轴电感、q轴电感与磁链的估计值；p表示微分算子；X α1表示α轴的第一电气输入量，X α2表示α轴的第二电气输入量，X β1表示β轴的第一电气输入量，X β2表示β轴的第二电气输入量；
Figure PCTCN2020137420-appb-000022
表示定子电阻和d轴电感之间的估计值，
Figure PCTCN2020137420-appb-000023
表示q轴电感L q与磁链ψ f之间的估计值；T表示矩阵转置；
然后利用递推最小二乘法处理联立求解上述方程获得定子电阻R s、d轴电感L d、q轴电感L q与磁链ψ f四个参数的估计值。
本发明的检测方法，不同于dq坐标系，是在αβ坐标系下电压电流量均为正弦交流相量，在利用如递推最小二乘法等线性回归策略进行参数检测时，一个正弦交流相量方程(前提为方程里面两个相量的相位差不为0和180度)可以同时获得两个参数。在αβ坐标系下可以获得四个电机参数。相比于dq坐标系下的全参数检测，αβ坐标系下面的全参数检测具有更快的收敛速度与更短的计算时间。
本发明的有益效果：
本发明结合αβ坐标系下的电压方程组与递推最小二乘法，可以直接对永磁同步电机进行全参数检测。本发明所述的αβ坐标系下面的全参数检测相比于dq坐标系下的全参数检测，具有更快的收敛速度与更短的计算时间，且具有较高的实时性。
附图说明
图1是实现本发明的电机整体控制框图；
图2是实现本发明的递推最小二乘法算法框图；
图3是实现本发明算法的仿真验证图。
具体实施方式
下面结合附图和实施例对本发明作进一步阐述。
按照本发明发明内容完整实施的应用实施例及其实施情况是：
为了验证本方法的可靠性，进行了相关实验。实验中作为例子使用的内置式永磁电机(IPMSM)的参数见下表1。
表1电机参数
电机类型 IPMSM
定子电阻 0.065Ω
磁链 0.02Vs
d轴电感 37.3μH
q轴电感 48.8μH
直流母线电压 60V
额定转矩 5Nm
额定转速 1500rpm
处理过程是：
(1)对永磁同步电机进行最大转矩电流比(MTPA)和矢量控制，使得永磁同步电机稳定正常运行；
(2)永磁同步电机的转子上安装有绝对式编码器。在永磁同步电机稳定正常运行时，通过永磁同步电机的三相电流采样经过三相到两相变换(abc/αβ变换)获得α轴电流i α和β轴电流i β，通过读取永磁同步电机上的传感器检测得到永磁同步电机的转子位置角度θ e和电转速ω e；
(3)根据步骤(2)中获得的α轴电流i α、β轴电流i β、θ e和ω e以及预设输入的α轴电压υ α和β轴电压υ β，建立永磁同步电机αβ坐标系下的电压方程，将上述6个物理量利用递推最小二乘法处理同时获得定子电阻R s、d轴电感L d、q轴电感L q与磁链ψ f四个参数。αβ坐标系下的电压方程构造如下形式：
Figure PCTCN2020137420-appb-000024
Figure PCTCN2020137420-appb-000025
Figure PCTCN2020137420-appb-000026
Figure PCTCN2020137420-appb-000027
Figure PCTCN2020137420-appb-000028
Figure PCTCN2020137420-appb-000029
Figure PCTCN2020137420-appb-000030
Figure PCTCN2020137420-appb-000031
其中：
Figure PCTCN2020137420-appb-000032
分别为定子电阻、d轴电感、q轴电感与磁链的估计值；p表示微分算子；X α1表示α轴的第一电气输入量，X α2表示α轴的第一电气输入量，X β1表示β轴的第一电气输入量，X β2表示β轴的第一电气输入量；
Figure PCTCN2020137420-appb-000033
表示定子电阻和d轴电感之间的估计值，
Figure PCTCN2020137420-appb-000034
表示q轴电感L q与磁链ψ f之间的估计值；T表示矩阵转置；
然后利用递推最小二乘法处理联立求解上述方程获得定子电阻R s、d轴电感L d、q轴电感L q与磁链ψ f四个参数。
全参数检测方法的具体框图如图2所示，求解处理过程是：
首先，通过测量和计算得到的i α，i β，θ e，ω e用于计算其中的X α1，X α2，X β1，X β2；根据υ α、X α2以及
Figure PCTCN2020137420-appb-000035
计算出
Figure PCTCN2020137420-appb-000036
将
Figure PCTCN2020137420-appb-000037
和X α1作为递推最小二乘法的输入处理获得
Figure PCTCN2020137420-appb-000038
与
Figure PCTCN2020137420-appb-000039
根据υ β、X β2以及
Figure PCTCN2020137420-appb-000040
计算出
Figure PCTCN2020137420-appb-000041
将
Figure PCTCN2020137420-appb-000042
和X β1作为递推最小二乘法的输入处理获得
Figure PCTCN2020137420-appb-000043
与
Figure PCTCN2020137420-appb-000044
然后通过α轴电压方程用来处理获得定子电阻
Figure PCTCN2020137420-appb-000045
和d轴电感
Figure PCTCN2020137420-appb-000046
通过β轴电压方程用来处理获得q轴电感
Figure PCTCN2020137420-appb-000047
和磁链
Figure PCTCN2020137420-appb-000048
α轴电压方程处理获得的
Figure PCTCN2020137420-appb-000049
计算β轴电压方程左边的
Figure PCTCN2020137420-appb-000050
β轴电压方程处理获得的
Figure PCTCN2020137420-appb-000051
计算α轴电压方程左边的
Figure PCTCN2020137420-appb-000052
由此可以实现全部参数同时处理获得。
图3是电机转速为1500rpm，转矩为5Nm时，本发明方法进行全参数检测的仿真结果，从结果当中可以看到本发明方法能够快速获得出四个电机参数，并且误差很小，收敛时间很短。

Claims (3)

  1. 一种永磁同步电机参数检测方法，其特征在于：方法实现步骤如下：
    (1)对永磁同步电机进行最大转矩电流比和矢量控制，使得永磁同步电机稳定正常运行；
    (2)在永磁同步电机稳定正常运行时，通过永磁同步电机的三相电流采样经过三相到两相变换获得α轴电流i α和β轴电流i β，通过读取永磁同步电机上的传感器检测得到永磁同步电机的转子位置角度θ e和电转速ω e；
    (3)根据步骤(2)中获得的α轴电流i α、β轴电流i β、θ e和ω e以及预设输入的α轴电压υ α和β轴电压υ β，建立永磁同步电机αβ坐标系下的电压方程，将上述6个物理量利用递推最小二乘法处理同时获得定子电阻、d轴电感、q轴电感与磁链四个参数的估计值
    Figure PCTCN2020137420-appb-100001
  2. 如权利要求1所述的一种永磁同步电机全参数检测方法，其特征在于：所述步骤(3)的具体过程如下：αβ坐标系下的电压方程构造如下形式：
    Figure PCTCN2020137420-appb-100002
    Figure PCTCN2020137420-appb-100003
    Figure PCTCN2020137420-appb-100004
    Figure PCTCN2020137420-appb-100005
    Figure PCTCN2020137420-appb-100006
    Figure PCTCN2020137420-appb-100007
    Figure PCTCN2020137420-appb-100008
    Figure PCTCN2020137420-appb-100009
    其中：
    Figure PCTCN2020137420-appb-100010
    分别为定子电阻、d轴电感、q轴电感与磁链的估计值；p表示微分算子；X α1表示α轴的第一电气输入量，X α2表示α轴的第二电气输入量，X β1表示β轴的第一电气输入量，X β2表示β轴的第二电气输入量；
    Figure PCTCN2020137420-appb-100011
    表示定子电阻和d轴电感之间的估计值，
    Figure PCTCN2020137420-appb-100012
    表示q轴电感L q与磁链ψ f之间的估计值；T表示矩阵转置；
    然后利用递推最小二乘法处理联立求解上述方程获得定子电阻R s、d轴电感L d、q轴电感L q与磁链ψ f四个参数的估计值。
  3. 如权利要求1所述的一种永磁同步电机全参数检测方法，其特征在于：
    所述的永磁同步电机的转子上安装有编码器。
PCT/CN2020/137420 2020-11-13 2020-12-18 一种永磁同步电机参数检测方法 Ceased WO2022099861A1 (zh)

Priority Applications (1)

Application Number Priority Date Filing Date Title
US18/036,398 US12395106B2 (en) 2020-11-13 2020-12-18 Permanent magnet synchronous motor parameter measurement method

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
CN202011268499.6A CN112468048B (zh) 2020-11-13 2020-11-13 一种永磁同步电机参数检测方法
CN202011268499.6 2020-11-13

Publications (1)

Publication Number Publication Date
WO2022099861A1 true WO2022099861A1 (zh) 2022-05-19

Family

ID=74825660

Family Applications (1)

Application Number Title Priority Date Filing Date
PCT/CN2020/137420 Ceased WO2022099861A1 (zh) 2020-11-13 2020-12-18 一种永磁同步电机参数检测方法

Country Status (3)

Country Link
US (1) US12395106B2 (zh)
CN (1) CN112468048B (zh)
WO (1) WO2022099861A1 (zh)

Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN114915226A (zh) * 2022-05-26 2022-08-16 北京理工大学 一种超局部模型的永磁同步电机预测控制方法及系统
US12492838B2 (en) 2022-12-22 2025-12-09 Carrier Corporation Motor identification test

Families Citing this family (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN114172430B (zh) * 2021-12-02 2023-07-04 广东工业大学 一种矢量控制永磁同步电机的参数检测方法
CN114928291B (zh) * 2022-05-25 2024-05-24 浙江大学 一种基于开关状态函数的永磁电机在线参数辨识方法
CN115498937B (zh) * 2022-08-03 2024-07-26 浙江大学 一种具有新型保护功能的电机快速停机控制系统和方法
CN115987170B (zh) * 2022-12-20 2026-02-10 中国科学院电工研究所 一种长初级分段双三相直线电机的定子参数辨识方法
CN116054661B (zh) * 2023-03-08 2025-12-12 浙江大学 一种内嵌式永磁同步电机在线参数辨识方法
CN120049778B (zh) * 2025-04-27 2025-07-11 浙江大学 一种永磁同步电机参数在线辨识方法及系统

Citations (7)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2000341999A (ja) * 1999-05-28 2000-12-08 Yaskawa Electric Corp 同期電動機の定数同定方法
CN102565540A (zh) * 2010-11-15 2012-07-11 Abb公司 用于确定同步磁阻机的电感的方法和设备
US20150226776A1 (en) * 2012-09-25 2015-08-13 Nidec Corporation Method and device for measuring inductance of permanent magnet synchronous motor, and permanent magnet synchronous motor
CN108847800A (zh) * 2018-06-28 2018-11-20 闽江学院 表贴式永磁同步电机电阻电感参数离线辨识方法
CN110112975A (zh) * 2019-05-14 2019-08-09 安徽首智新能源科技有限公司 一种电机参数在线辨识方法及系统
CN110224648A (zh) * 2019-06-19 2019-09-10 南京奇智控制技术有限公司 永磁同步电机参数辨识和无位置传感器控制方法及系统
CN110890855A (zh) * 2019-11-11 2020-03-17 武汉理工大学 一种电动汽车永磁同步电机的参数辨识方法

Family Cites Families (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US6885970B2 (en) * 2002-03-20 2005-04-26 Northeastern University Saliency-based position estimation in permanent magnet synchronous motors
CN103281031A (zh) * 2013-06-17 2013-09-04 华北电力大学 基于可测电气量的鼠笼式异步电机等值电路参数辨识方法
CN104836499B (zh) * 2014-02-12 2018-02-09 珠海格力电器股份有限公司 永磁同步电机交、直轴电感参数在线辨识方法及系统
GB201411561D0 (en) * 2014-06-30 2014-08-13 Rolls Royce Plc Controlling an ac machine
CN105469318A (zh) * 2015-11-20 2016-04-06 中国南方电网有限责任公司超高压输电公司检修试验中心 一种直流输电阀冷系统循环泵电机参数辨识算法
US10725440B1 (en) * 2016-02-26 2020-07-28 The Mathworks, Inc. Systems and method for parameter estimation for a permanent magnet synchronous machine

Patent Citations (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2000341999A (ja) * 1999-05-28 2000-12-08 Yaskawa Electric Corp 同期電動機の定数同定方法
CN102565540A (zh) * 2010-11-15 2012-07-11 Abb公司 用于确定同步磁阻机的电感的方法和设备
US20150226776A1 (en) * 2012-09-25 2015-08-13 Nidec Corporation Method and device for measuring inductance of permanent magnet synchronous motor, and permanent magnet synchronous motor
CN105164912A (zh) * 2012-09-25 2015-12-16 日本电产株式会社 永磁同步马达的电感的测定方法、测定装置以及永磁同步马达
CN108847800A (zh) * 2018-06-28 2018-11-20 闽江学院 表贴式永磁同步电机电阻电感参数离线辨识方法
CN110112975A (zh) * 2019-05-14 2019-08-09 安徽首智新能源科技有限公司 一种电机参数在线辨识方法及系统
CN110224648A (zh) * 2019-06-19 2019-09-10 南京奇智控制技术有限公司 永磁同步电机参数辨识和无位置传感器控制方法及系统
CN110890855A (zh) * 2019-11-11 2020-03-17 武汉理工大学 一种电动汽车永磁同步电机的参数辨识方法

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
WU MIN , YU YELONG: "Online Parameters Identification for PMSM Based on FFRLS and Speed Disturbance Injection", ELECTRIC MACHINES & CONTROL APPLICATION, vol. 47, no. 4, 10 April 2020 (2020-04-10), pages 44 - 48, XP055930538, ISSN: 1673-6540, DOI: 10.12177/emca.2019.167 *

Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN114915226A (zh) * 2022-05-26 2022-08-16 北京理工大学 一种超局部模型的永磁同步电机预测控制方法及系统
US12492838B2 (en) 2022-12-22 2025-12-09 Carrier Corporation Motor identification test

Also Published As

Publication number Publication date
CN112468048A (zh) 2021-03-09
US20240007036A1 (en) 2024-01-04
CN112468048B (zh) 2021-10-26
US12395106B2 (en) 2025-08-19

Similar Documents

Publication Publication Date Title
CN112468048B (zh) 一种永磁同步电机参数检测方法
CN108900129B (zh) 一种无位置传感器永磁同步电机控制方法、装置和系统
CN104360171B (zh) 永磁同步电机电感参数测量方法
CN103036499B (zh) 一种永磁电动机转子位置的检测方法
CN108183648A (zh) 一种基于逆变器非线性补偿的永磁同步电机参数辨识方法
CN110441643A (zh) 永磁同步电机控制系统中逆变器功率管断路故障诊断方法
EP3014760A2 (en) System and method of rotor time constant online identification in an ac induction machine
CN102401626B (zh) 一种永磁同步电机转子位置传感器安装偏差估计方法
CN110165960B (zh) 偏差角度估计方法、系统、计算机装置及介质
CN110726933A (zh) 永磁同步电机的故障诊断方法、系统及装置、可读介质
CN109327171A (zh) 一种适用于轨道交通牵引电机参数在线辨识的策略
WO2020186656A1 (zh) 一种低速永磁同步电机的线性时变转子位置估计方法
CN106160616B (zh) 一种电机定子电阻在线辨识方法
CN110635738B (zh) 一种永磁同步电机定子电阻及电机温度的实时辨识方法
CN114115175B (zh) 永磁同步电机控制系统的高阻抗连接故障诊断系统
Zhou et al. A fast open-switch fault and open-winding fault distinguish method based on voltage reference modification
Zheng et al. Sensorless control of dual three-phase PMSM based on sliding mode observer robust to open-phase faults
Xue et al. Online inductance identification for pmsm sensorless control immune to position error
Popescu et al. Estimation of the rotor flux in the traction systems with induction motors and field-oriented control
Chatterjee A simple leakage inductance identification technique for three-phase induction machines under variable flux condition
WO2016199444A1 (ja) 誘導機の電力変換装置と二次時定数測定方法及び速度制御方法
Liu et al. Sensorless fault-tolerant control of a nine-phase permanent magnet synchronous motor under one-phase open-circuited fault
CN105827169B (zh) 一种永磁同步电机的直交轴电流检测方法
CN110212833B (zh) 偏差角度估计方法、系统、计算机装置及介质
Nishizawa et al. Real-Time Extraction for Stator Interturn Fault Features in Induction Motor Drives Using Tracking Filters

Legal Events

Date Code Title Description
121 Ep: the epo has been informed by wipo that ep was designated in this application

Ref document number: 20961414

Country of ref document: EP

Kind code of ref document: A1

WWE Wipo information: entry into national phase

Ref document number: 18036398

Country of ref document: US

NENP Non-entry into the national phase

Ref country code: DE

122 Ep: pct application non-entry in european phase

Ref document number: 20961414

Country of ref document: EP

Kind code of ref document: A1

WWG Wipo information: grant in national office

Ref document number: 18036398

Country of ref document: US