WO2023237018A1 - 一种适用于双轴永磁伺服系统的非线性预测位置控制方法 - Google Patents
一种适用于双轴永磁伺服系统的非线性预测位置控制方法 Download PDFInfo
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- WO2023237018A1 WO2023237018A1 PCT/CN2023/098959 CN2023098959W WO2023237018A1 WO 2023237018 A1 WO2023237018 A1 WO 2023237018A1 CN 2023098959 W CN2023098959 W CN 2023098959W WO 2023237018 A1 WO2023237018 A1 WO 2023237018A1
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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
- H02P21/13—Observer control, e.g. using Luenberger observers or Kalman filters
-
- 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
- H02P21/0003—Control strategies in general, e.g. linear type, e.g. P, PI, PID, using robust control
- H02P21/0017—Model reference adaptation, e.g. MRAS or MRAC, useful for control or parameter 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
-
- 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
- H02P21/22—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
-
- 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
- H02P25/03—Synchronous motors with brushless excitation
-
- 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
-
- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
- Y02P—CLIMATE CHANGE MITIGATION TECHNOLOGIES IN THE PRODUCTION OR PROCESSING OF GOODS
- Y02P70/00—Climate change mitigation technologies in the production process for final industrial or consumer products
- Y02P70/10—Greenhouse gas [GHG] capture, material saving, heat recovery or other energy efficient measures, e.g. motor control, characterised by manufacturing processes, e.g. for rolling metal or metal working
Definitions
- the invention relates to a control method for a permanent magnet synchronous motor, and in particular to a nonlinear predictive position control method suitable for a dual-axis permanent magnet synchronous motor.
- Permanent magnet synchronous motors have the advantages of simple structure, high power density, and wide speed range, and are widely used in precision machining of CNC machine tools, semiconductor micromachining, robots and other applications.
- the performance of the dual-axis permanent magnet synchronous motor drive system deteriorates and the contour tracking accuracy decreases. Therefore, it is of great significance to study the permanent magnet synchronous motor position tracking control strategy to achieve efficient and stable operation of the dual-axis permanent magnet synchronous motor drive system.
- Literature [1] is based on generalized model predictive control, and adds the tracking error of permanent magnet synchronous motor as a control target to the value function.
- the solution is to obtain a single-axis drive motor cascade generalized predictive controller to drive each axis motor, and combine it with cross-coupling control decoupling. Realize the contour tracking control of the dual-axis permanent magnet synchronous motor drive system.
- Literature [2] combines the model predictive control method, introduces the tracking error and the contour error as the control objectives at the same time into the value function, and solves the control law based on the optimal control theory, determines the controller structure of the system, and realizes the drive control of the dual-axis motor.
- traditional model predictive control methods mostly use a cascade controller structure to control dual-axis drive motors.
- the controller structure is relatively redundant and has limited dynamic response performance.
- the technical problem to be solved by the present invention is to provide a nonlinear predictive position control method that can improve the dynamic response capability of a dual-axis drive motor and improve the contour tracking accuracy of a dual-axis permanent magnet synchronous motor drive system.
- the invention has a simple structure, fast dynamic response and high position tracking accuracy, and is of great significance for improving the accuracy of biaxial contour tracking.
- a value function and its constraints for the dual-axis permanent magnet synchronous motor drive system are constructed, and the value function is solved to obtain the voltage control quantity of the permanent magnet synchronous motor.
- the voltage control quantity of the permanent magnet synchronous motor is input to the fixed voltage of the permanent magnet synchronous motor. sub-voltage input terminal, thereby achieving nonlinear predictive position adjustment control of the dual-axis permanent magnet synchronous motor drive system.
- J is the value function value used by the predictive controller
- T 1 and T 2 are the prediction step sizes of the permanent magnet synchronous motor current loop and position loop respectively
- H 1 and H 2 respectively represent the value function weight coefficient matrix
- Y 1 and Y 2 respectively represent the value function output evaluation vector
- t represents the time
- ⁇ represents the future control time domain
- y 1 (t) , y 2 (t) respectively represent the first component and the second component of the actual output vector of the control system at time t
- Respectively represent the second derivative of the second component of the actual output vector of the control system at time t respectively
- Respectively represent the first derivatives of the first component and the second component of the control system reference output vector at time t represent the second-order derivative and the third-order derivative of the
- the above value function enables the permanent magnet synchronous motor system to track the given value as quickly as possible.
- x(t) represents the state variable at time t
- i qi represents the actual value of the q-axis current of the two permanent magnet synchronous motors
- ⁇ i is the mechanical angular velocity of the two permanent magnet synchronous motors
- u(t) represents the motor control system at time t
- Input vectors u di and u qi respectively represent the voltage control quantities of the d-axis and q-axis of the permanent magnet synchronous motor
- b di , b qi , b ⁇ i , and b ⁇ i respectively represent the changes in the d-axis parameters in the permanent magnet synchronous motor system.
- f() represents the nonlinear function of the motor control system
- h() represents the output function of the motor control system
- b(t) represents the uncertain disturbance vector at time t
- g 1 (), g 2 () represent the coefficient matrix functions of the input vector and disturbance vector respectively
- R s , L s , ⁇ f , p, J m and B are the stator resistance, inductance and rotor of the permanent magnet synchronous motor respectively. Permanent magnet flux linkage, number of pole pairs, moment of inertia and friction coefficient;
- the voltage control quantity u(t) of the permanent magnet synchronous motor is obtained by minimizing the value function equation, that is, Solve for the goal.
- the uncertain disturbance b(t) is obtained by establishing a nonlinear disturbance observer.
- the above-mentioned nonlinear disturbance observer of the present invention can realize high-precision control of trajectory tracking of the dual-axis permanent magnet synchronous motor drive system and perform real-time estimation of the uncertain disturbance b(t) of the permanent magnet synchronous motor system.
- q() is the nonlinear function to be designed for the nonlinear observer
- L is the gain matrix of the nonlinear observer
- l 1 , l 2 , l 3 , l 4 represents the first, second, third and fourth gain coefficients of the nonlinear observer respectively, and the gain coefficients l 1 , l 2 , l 3 , l 4 >0
- G() represents the coefficient matrix related to the motor parameters in the voltage control quantity; and Represents the coefficient related to the prediction step in the voltage control variable; K 1 and K 2 respectively represent the constant matrix in the voltage control variable; represents the Lie derivative symbol.
- the method of the present invention applies the nonlinear predictive control algorithm to the position control of the permanent magnet synchronous motor of the dual-axis system, and establishes the optimal control value function of the nonlinear predictive position control.
- the present invention uses a nonlinear predictive control algorithm to construct a single-axis motor non-cascade controller, simplifying the transmission
- the system cascade controller structure at the same time, the present invention adopts the optimization principle to solve the nonlinear prediction value function, which can effectively reduce the system calculation amount, improve the system dynamic response performance, and thereby improve the contour tracking accuracy of the dual-axis permanent magnet synchronous motor drive system.
- the present invention can effectively suppress the influence of parameter uncertainty disturbance on the position tracking of the motor in the dual-axis system.
- Figure 1 is a schematic diagram of an embodiment of a control system under the method of the present invention
- Figure 2 is the schematic diagram of the nonlinear predictive control algorithm of a single-axis motor.
- the present invention constructs a cascaded single-loop nonlinear predictive position controller based on a nonlinear predictive control algorithm, thereby improving the dynamic response performance of the system.
- a nonlinear disturbance observer is constructed to observe uncertainty disturbances such as system parameter mismatch and load mutation to suppress the impact of system uncertainty disturbances.
- the position correction link is combined to realize compensation for the given position of the dual-axis drive motor.
- Figure 1 is a system block diagram using the nonlinear predictive position control method of the dual-axis permanent magnet synchronous motor drive system of the present invention.
- ⁇ x and ⁇ y are the actual values of the x and y axis motor rotor positions respectively
- ⁇ x and ⁇ y are the x and y axis motor mechanical angular velocities respectively
- i dx and i dy are the actual values of the d-axis current of the x- and y-axis motors respectively
- i qx and i qy are the actual values of the q-axis current of the x- and y-axis motors, respectively.
- ⁇ cx and ⁇ cy are the given position corrections output by the cross-coupled control structure
- p* and p are the given position and actual position matrices of the dual-axis system respectively
- C x , C y is the contour error compensation coefficient of each axis
- C c is the gain coefficient of the cross-coupling controller
- e is the dual-axis contour error.
- the uncertain disturbance b(t) is obtained by establishing a nonlinear disturbance observer.
- the voltage control quantity u(t) of the permanent magnet synchronous motor is obtained by minimizing the value function equation, that is, Solve for the goal.
- Figure 2 is a schematic diagram of the nonlinear position prediction algorithm for a single-axis motor.
- the d-axis current given value of the permanent magnet synchronous motor is used control mode, and the dual-axis permanent magnet synchronous motor drive system is given the contour trajectory corresponding to the mechanical rotor position angle of each axis of the motor
- the control of each axis permanent magnet synchronous motor is realized.
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- Engineering & Computer Science (AREA)
- Power Engineering (AREA)
- Control Of Ac Motors In General (AREA)
Abstract
Description
x(t)=[idi iqi ωi θi]T
u(t)=[udi uqi]T
y(t)=[y1 y2]T
b(t)=[bdi bqi bωi bθi]T
q(x(t))=[[l1idi l2iqi l3ωi l4θi]]T
K1=[1 0 0 0],
H1=[1 τ],
x(t)=[idi iqi ωi θi]T
u(t)=[udi uqi]T
y(t)=[y1 y2]T
b(t)=[bdi bqi bωi bθi]T
q(x(t))=[[l1idi l2iqi l3ωi l4θi]]T
K1=[1 0 0 0],
Claims (6)
- 一种适用于双轴永磁伺服系统的非线性预测位置控制方法,其特征在于:方法包括:所述的双轴永磁伺服系统为双轴永磁同步电机驱动系统,考虑到双轴永磁同步电机驱动系统存在不确定性扰动,构建针对双轴永磁同步电机驱动系统的价值函数及其约束条件,对价值函数进行求解获得永磁同步电机的电压控制量,将永磁同步电机的电压控制量输入到永磁同步电机的定子电压输入端,进而实现双轴永磁同步电机驱动系统的非线性预测位置的调节控制。
- 根据权利要求1所述的一种适用于双轴永磁伺服系统的非线性预测位置控制方法,其特征在于:构建以下针对双轴永磁同步电机驱动系统的价值函数为:
H1=[1 t],
其中,J为价值函数值,T1、T2分别为永磁同步电机电流环和位置环的预测步长;Y1 ref、Y2 ref分别表示价值函数参考输出向量,H1、H2分别表示价值函数权重系数矩阵,Y1、Y2分别表示价值函数输出评估向量,t表示时刻,t表示未来控制时域;y1(t)、y2(t)分别表示t时刻控制系统实际输出向量的第一分量和第二分量;分别表示t时刻控制系统实际输出向量第一分量和第二分量的一阶导数;分别表示t时刻控制系统实际输出向量第二分量的二阶导数;分别表示t时刻控制系统参考输出向量的第一分量和第二分量;分别表示t时刻控制系统参考输出向量第一分量和第二分量的一阶导数;分别表示t时刻控制系统参考输出向量第二分量的二阶导数和三阶导数;idi(t)、分别表示t时刻两台永磁同步电机d轴电流的实际值和参考值,qi(t)、分别表示t时刻的两台永磁同步电机位置角的实际值和参考值,i=1,2表示两台永磁同步电机的标号;所述的价值函数下还建立以下永磁同步电机非线性约束:
x(t)=[idi iqi wi qi]T
u(t)=[udi uqi]T
y(t)=[y1 y2]T
b(t)=[bdi bqi bwi bqi]T式中,x(t)表示t时刻的状态变量,x&(t)表示t时刻的状态变量的一阶导数,iqi表示两台永磁同步电机q轴电流实际值,wi为两台永磁同步电机的机械角速度,u(t)表示t时刻电机控制系统的输入向量,udi、uqi分别表示永磁同步电机的d轴、q轴的电压控制量;bdi、bqi、bwi、bqi分别表示永磁同步电机系统中由d轴参数变化、q轴参数变化、外部负载变化和机械干扰引入的扰动;f()表示电机控制系统的非线性函数,h()表示电机控制系统的输出函数,b(t)表示t时刻的不确定扰动向量,g1()、g2()分别表示输入向量和扰动向量的系数矩阵函数;Rs、Ls、ψf、p、Jm、B分别为永磁同步电机的定子电阻、电感、转子永磁磁链、极对数、转动惯量和摩擦系数;然后通过对价值函数式以最小化为目标求解得到永磁同步电机的电压控制量u(t)。 - 根据权利要求2所述的一种适用于双轴永磁伺服系统的非线性预测位置控制方法,其特征在于:将永磁同步电机的电压控制量u(t)中的d轴、q轴的电压控制量udi uqi输入到永磁同步电机的定子电压输入端,进而实现双轴永磁同步电机驱动系统的非线性预测位置的调节控制。
- 根据权利要求1所述的一种适用于双轴永磁伺服系统的非线性预测位置控制方法,其特征在于:所述的不确定扰动b(t)是建立非线性扰动观测器处理获得。
- 根据权利要求4所述的一种适用于双轴永磁伺服系统的非线性预测位置控制方法,其特征在于:所述的非线性扰动观测器如下:
q(x(t))=[l1idi l2iqi l3wi l4qi]T
式中,表示扰动观测值;z和分别表示非线性观测器内部的状态变量及其一阶导数;q()为非线性观测器待设计的非线性函数;L为非线性观测器的增益矩阵;l1,l2,l3,l4分别表示非线性观测器的第一、第二、第三、第四增益系数,且增益系数l1,l2,l3,l4>0;分别表示bdi、bqi、bwi、bqi的观测值;通过上述非线性扰动观测器处理获得扰动观测值将扰动观测值作为不确定扰动b(t)代入到价值函数中。 - 根据权利要求2所述的一种适用于双轴永磁伺服系统的非线性预测位置控制方法,其特征在于:方法求解获得的永磁同步电机的电压控制量u(t)具体计算为:
K1=[1 0 0 0],式中,G()表示电压控制量中与电机参数相关的系数矩阵;和表示 电压控制量中与预测步长相关的系数;K1、K2分别表示电压控制量中的常数矩阵。
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| Publication number | Priority date | Publication date | Assignee | Title |
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| CN118381403A (zh) * | 2024-06-21 | 2024-07-23 | 华侨大学 | 永磁同步电机抗冲击模型预测力矩平滑控制方法、装置、设备和介质 |
| CN121239088A (zh) * | 2025-12-02 | 2025-12-30 | 中国矿业大学 | 永磁同步电机的低维显式预测电流控制方法及装置、系统 |
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| CN114865977B (zh) | 2022-06-08 | 2025-03-14 | 浙江大学先进电气装备创新中心 | 一种适用于双轴永磁伺服系统的非线性预测位置控制方法 |
| CN115729153B (zh) * | 2022-11-23 | 2025-09-09 | 无锡信捷电气股份有限公司 | 一种双驱龙门平台高速状态下偏载急停控制方法 |
| CN119696416B (zh) * | 2024-12-16 | 2025-09-30 | 中国电子科技集团公司第三十九研究所 | 一种用于天线换馈双电机伺服系统的消隙控制方法及系统 |
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