CN110061666B - Permanent magnet synchronous motor speed regulation performance improvement method based on full-order terminal sliding mode control - Google Patents
Permanent magnet synchronous motor speed regulation performance improvement method based on full-order terminal sliding mode control Download PDFInfo
- Publication number
- CN110061666B CN110061666B CN201811149141.4A CN201811149141A CN110061666B CN 110061666 B CN110061666 B CN 110061666B CN 201811149141 A CN201811149141 A CN 201811149141A CN 110061666 B CN110061666 B CN 110061666B
- Authority
- CN
- China
- Prior art keywords
- sliding mode
- full
- control
- mode control
- axis current
- 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.)
- Active
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
- H02P21/0003—Control strategies in general, e.g. linear type, e.g. P, PI, PID, using robust control
- H02P21/0007—Control strategies in general, e.g. linear type, e.g. P, PI, PID, using robust control using sliding mode control
Landscapes
- Engineering & Computer Science (AREA)
- Power Engineering (AREA)
- Control Of Ac Motors In General (AREA)
Abstract
The invention belongs to the technical field of motor speed regulation, and particularly relates to a permanent magnet synchronous motor speed regulation performance improvement method based on full-order terminal sliding mode control. The method comprises the following steps: (1) carrying out permanent magnet synchronous motor double-closed-loop sliding mode control based on full-order terminal sliding mode control; (2) carrying out full-order terminal sliding mode control on a rotating speed ring; (3) and (4) carrying out quadrature axis current loop full-order terminal sliding mode control (4) and carrying out direct axis current loop full-order terminal sliding mode control. The invention improves the control performance of the outer ring rotating speed ring and the inner ring current ring by utilizing the advantages of the special finite time control characteristic of full-order terminal sliding mode control, the fact that a robust differential estimator is not needed and the like, thereby improving the speed regulation performance of the whole system.
Description
Technical Field
The invention belongs to the technical field of motor speed regulation, and particularly relates to a permanent magnet synchronous motor speed regulation performance improvement method based on full-order terminal sliding mode control.
Background
The traditional sliding mode control is mostly applied to the permanent magnet synchronous motor in a composite form such as 'outer ring PI + inner ring sliding mode control', and is difficult to expand to double closed-loop sliding mode control. At present, in the field of sliding mode control of permanent magnet synchronous motors, the application of a traditional sliding mode control method is mainly used, from the aspect of mathematical mechanism, the switching control characteristic of the sliding mode control method is related to a sign function sgn (), and double-closed-loop sliding mode control is difficult to realize.
Although the conventional continuous sliding mode control method can eliminate the switching control sgn (mean) term and expand the realization of the double-closed-loop sliding mode control of the permanent magnet synchronous motor, a robust differential estimator needs to be applied and the speed regulation performance of the permanent magnet synchronous motor is influenced. At present, an auxiliary robust differential estimator is needed in application of a continuous sliding mode control method, a certain engineering application value is achieved, influences of actual system measurement errors, input noise and the like can be overcome, the problem of buffeting induced by traditional sliding mode switching control sgn (normal) is eliminated, and application in a permanent magnet synchronous motor double closed loop control system can be expanded and realized. However, the robust differential estimator in this system is used to obtain the differential signal in real time, which is essentially an auxiliary observer, but due to the tracking process of the differential signal, the rotating speed of the permanent magnet synchronous motor has an inverse peak value in the initial stage, and the response speed is slow, which leads to the reduction of the speed regulation performance.
Disclosure of Invention
The invention aims to provide a permanent magnet synchronous motor speed regulation performance improvement method based on full-order terminal sliding mode control.
The purpose of the invention is realized as follows:
the permanent magnet synchronous motor speed regulation performance improvement method based on full-order terminal sliding mode control comprises the following steps:
(1) carrying out permanent magnet synchronous motor double-closed-loop sliding mode control based on full-order terminal sliding mode control;
AC and DC shaft inductance equal L of surface-mounted permanent magnet synchronous motord=LqThe rotor is provided with an undamped winding, a magnetic circuit is linear and unsaturated, the motor is provided with a sinusoidal back electromotive force, and the current is three-phase symmetrical current, so that a model of the permanent magnet synchronous motor under a dq coordinate system is obtained
In the formula ud,uq,id,iq,ψd,ψq,Ld,LqThe voltage and current of stator, stator flux linkage, and direct and alternating components of stator winding inductance, RsIs stator resistance,. psifIs the flux linkage generated in the rotating process of the permanent magnet rotor, J is the moment of inertia, TmAs motor torque, TLIs the load torque, B is the friction coefficient, p is the pole pair number, omega is the angular velocity;
decomposing a permanent magnet synchronous motor control system into outer partsA ring speed ring and an inner ring current ring; the outer ring is a speed ring, the speed error is tracked, and the output value is a given value i of the quadrature axis currentq *(ii) a The inner ring is a current ring, the direct-axis current and the quadrature-axis current are respectively controlled by decoupling, and the tracked d-axis current given value i is set in a direct-axis current controllerd *Is zero, and the output control value is the direct-axis voltage udQuadrature axis voltage uq;
(2) Carrying out full-order terminal sliding mode control on a rotating speed ring;
the output value of the rotating speed loop controller is a quadrature axis current set value signal iq *Error in rotational speed eωIs eω=ω*ω, ring offset:
the full-order terminal sliding mode controller comprises a sliding mode surface and a control law, wherein the sliding mode surface is as follows:
design parameter c1>0,α∈(1-,1),∈(0,1);
When the rotating speed error system reaches the sliding mode surface sωWhen 0, the system dynamics can be characterized as:
realizing the convergence of the system state within a limited time;
setting the initial condition of the system state when the system state reaches the sliding mode surface as eω(0) Not equal to 0, then from eω(0) To eω(ts) Time t required for not more than 0sIs composed of
Obtained by direct forward-backward differentiation:
τ is a time delay, and has a value of 0.5< <1,
iqeq *as an equivalent control term, iqn *For switching control items, T is discrete sampling time, k1>0 is the switching gain;
(3) carrying out quadrature axis current loop full-order terminal sliding mode control;
defining quadrature axis current error variable eq=iq *-iq
The corresponding quadrature axis current error system is
To quadrature axis current error system, slip form surface sqThe design is as follows:
design parameter c2>0,
Control law uqIs composed of
Wherein u isqeqIs an equivalent control term, and uqnFor switching control items, k2>0 is the switching gain;
(4) carrying out straight-axis current loop full-order terminal sliding mode control;
error variable e of direct axis currentd=id *-id
The corresponding direct axis current error system is
Slip form surface sdIs composed of
Design parameter c3>0, control law udThe design is as follows:
udeqas an equivalent control term, udnFor switching control items, k3>0 is the switching gain.
The invention has the beneficial effects that: the invention provides a permanent magnet synchronous motor double-closed-loop sliding mode control scheme based on novel full-order terminal sliding mode control, and overcomes the defects of the traditional composite control form of 'outer loop PI + inner loop sliding mode control' and the continuous sliding mode control form based on a robust differential estimator. The control performance of an outer ring rotating speed ring and an inner ring current ring is improved by utilizing the advantages of the characteristic finite time control characteristic of full-order terminal sliding mode control, the fact that a robust differential estimator is not required and the like, and the speed regulation performance of the whole system is further improved.
Drawings
FIG. 1a is a control block diagram of a conventional "outer loop PI + inner loop sliding mode control";
FIG. 1b is a block diagram of a continuous sliding mode control based on a robust differential estimator;
FIG. 1c is a block diagram of a permanent magnet synchronous motor double closed-loop sliding mode control based on full-order terminal sliding mode control;
FIG. 2a is a schematic diagram of a system hardware configuration of a permanent magnet synchronous motor experiment platform based on the DSP TSMS320F 28335;
FIG. 2b is a schematic diagram of a data acquisition interface of a PMSM experimental platform based on the DSP TSMS320F 28335;
FIG. 2c is a schematic diagram of a selection interface of a PMSM experiment platform controller based on DSP TSMS320F 28335;
FIG. 3a is a diagram of the effect of the dual closed loop PI control on the rotating speed performance of the permanent magnet synchronous motor;
FIG. 3b is a diagram of the control effect of a double closed-loop continuous sliding mode based on a differential estimator for the rotating speed performance of a permanent magnet synchronous motor;
fig. 3c is a double closed loop full-order terminal sliding mode control of the rotating speed performance of the permanent magnet synchronous motor.
Detailed Description
The invention is further described below with reference to the accompanying drawings.
(1) Establishment of permanent magnet synchronous motor double-closed-loop sliding mode control scheme based on full-order terminal sliding mode control
The surface-mounted permanent magnet synchronous motor researched by the paper has equal inductance L of the alternating axis and the direct axisd=LqIf the rotor is assumed to have no damping winding, the magnetic circuit is linear and the saturation is not considered, the motor has sinusoidal back electromotive force, and the current is three-phase symmetrical current, a mathematical model of the permanent magnet synchronous motor in the dq coordinate system can be obtained.
In the formula ud,uq,id,iq,ψd,ψq,Ld,LqThe voltage and current of stator, stator flux linkage, and direct and alternating components of stator winding inductance, RsIs stator resistance,. psifIs the flux linkage generated in the rotating process of the permanent magnet rotor, J is the moment of inertia, TmAs motor torque, TLThe load torque, B the coefficient of friction, p the number of pole pairs, and ω the angular velocity.
First, the permanent magnet synchronous motor control system (1) is decomposed into an outer ring speed ring and an inner ring current ring based on a vector control technology, as shown in fig. 1. Wherein, the outer ring is a speed ring which tracks speed error, and the output value is a given value i of quadrature axis currentq *(ii) a The inner ring is a current ring, the direct-axis current and the quadrature-axis current are respectively controlled by decoupling, and the tracked d-axis current given value i is set in a direct-axis current controllerd *Is zero, and the output control value is the direct-axis voltage udQuadrature axis voltage uq。
With reference to fig. 1, wherein (a) is a composite control form of "outer loop PI + inner loop sliding mode control" based on conventional sliding mode control, and cannot be extended to dual-loop sliding mode control, which is mainly because the differential of its switching control sgn (·) is difficult to obtain; and the graph (b) is a continuous sliding mode control method adopting a robust differential estimator, but the robust differential estimator needs to be additionally added, the design is complicated, and the tracking characteristic of the differential estimator can cause an inverse sharp peak value to exist in the initial stage, the response speed is slow, and further the speed regulation performance is reduced. Compared with the prior art, the control block diagram in the diagram (c) is directly a conventional double-closed-loop control structure, only three controllers are needed to adopt a full-order terminal sliding mode control method, and upgrading and transformation of a traditional double-closed-loop permanent magnet synchronous motor control system are facilitated.
(2) Design of full-order terminal sliding mode controller of rotating speed ring
The rotating speed loop controller requires accurate tracking of a given speed, the system has strong robustness to external load disturbance and internal parameter perturbation influence, and the output value is a quadrature axis current given value signal iq *. Defining a rotational speed error eωIs eω=ω*- ω, from a given mathematical model (1) of the motor, a ring deviation of the rotation speed of
The design of the full-order terminal sliding mode controller comprises a sliding mode surface and a control law, and is directed to the formula (2), wherein the sliding mode surface is designed to be
Wherein the design parameter c1>0,α∈(1-,1),∈(0,1)。
Once the system reaches the sliding mode surface s with the rotation speed error of the formula (2)ωThe system dynamics can be characterized as:
it can be seen that convergence of the system state within a limited time is achieved. Assuming that the initial condition of the system state when the system state reaches the sliding mode surface is eω(0) Not equal to 0, then from eω(0) To eω(ts) Time t required for not more than 0sIs composed of
It is noted from equation (3) that the full-order terminal sliding mode control surface is the same as the robust differential estimator-based continuous sliding mode control method in fig. 1(b), and the system state e also needs to be obtainedωDifferentiation, as is evident for a system (2) with a relative order of 1Are not available in real time. Therefore, it is considered here that the actual system differentiation implementation is obtained by direct forward and backward differentiation in many ways, i.e. there is
Where τ is a time delay and has a value of 0.5< <1,
Wherein iqeq *Is an equivalent control term, and iqn *For switching control items, T is discrete sampling time, k1>0 is the switching gain.
(3) Design of quadrature axis current loop full-order terminal sliding mode controller
Similar to the design process of a rotating speed full-order terminal sliding mode controller, the design results of a quadrature axis current loop sliding mode surface and the controller are directly given, and the process is not described in detail.
Defining quadrature axis current error variable eq=iq *-iqThe motor mathematical model of formula (1) is used to calculate the corresponding quadrature axis current error system as
For quadrature axis current error system (10), slip form surface sqIs designed as
Wherein the design parameter c2>0, parameter α1The design of (2) follows the selection principle of the formula (3).
Accordingly, control law uqIs designed as
Wherein u isqeqIs an equivalent control term, and uqnFor switching control items, k2>0 is the switching gain.
(4) Design of straight-axis current loop full-order terminal sliding mode controller
Defining the error variable e of the direct-axis currentd=id *-idThe corresponding direct-axis current error system is represented by the mathematical model of the motor in the formula (1)
Similarly, slip form surface sdIs designed as
Wherein the design parameter c3>0, parameter α2The design of (2) follows the selection principle of the formula (3).
Accordingly, control law udIs designed as
Wherein u isdeqIs an equivalent control term, and udnFor switching control items, k3>0 is the switching gain.
In order to verify the improved performance of the full-order terminal sliding mode control method on the double closed loop speed regulation performance of the permanent magnet synchronous motor, the method is compared with a PI (proportional integral) and continuous sliding mode control method based on a differential estimator. Fig. 2 shows a built permanent magnet synchronous motor experimental platform based on the DSPTSMS320F28335, wherein (a) is formed by system hardware. The permanent magnet synchronous motor is a small 24V motor, and a data acquisition system is developed, and the visualized operation interface is shown in the figures (b) and (c). The functions of the device comprise: the data acquisition interface display, the motor control instruction input interface and the controller parameter selection interface can realize the functions of parameter setting, motion mode selection, data acquisition and storage at will.
Aiming at a continuous nonsingular terminal sliding mode control scheme based on a differential estimator, the parameters of the permanent magnet synchronous motor in the formula (1) are as follows: rated speed of ne2000rpm, phase resistance Rs2.875 Ω, pole pair number pnPermanent magnet flux linkage psi ═ 3f0.8Wb, 33mH equivalent inductance L of winding, 0.011 kg.m inertia moment J2Coefficient of friction B is 0.002 N.m.s, given value of load torque TL0N m, speed step given N*1800 rmp. Applying a full-order terminal sliding mode control method, wherein the design parameter alpha of a rotating speed loop controller is 0.6, c1=5,k1(ii) 5; design parameter alpha of quadrature axis current controller1=0.6,c2=3,k13; design parameter alpha of direct-axis current controller2=0.6, c3=0.1,k1=0.25。
In order to compare the improvement effect of the full-order terminal sliding mode control method on the rotating speed performance of the permanent magnet synchronous motor, the method is compared with a double-closed-loop PI control method and a double-closed-loop continuous sliding mode control method, as shown in Table 1 and FIG. 3.
TABLE 1 comparison of control Performance of different control modes for PMSM
By comparing three different double closed-loop control methods, it can be seen that the starting time of the full-order terminal sliding mode control method is 0.30s as the adjusting time of the PI control, while the adjusting time of the continuous sliding mode control method is slightly 0.83s as the tracking time of the robust differential estimator is adopted. For the maximum rotating speed error, the full-order terminal sliding mode control method is improved from 75rmp to 53rmp compared with the continuous sliding mode control method of the previous subject group; the relative steady-state error is reduced from 4.17% to 2.94%, and the speed regulation performance is obviously improved. Compared with the PI control performance commonly used in the current engineering, the performance of the full-order terminal sliding mode control reaches an acceptable range.
Claims (1)
1. The method for improving the speed regulation performance of the permanent magnet synchronous motor based on full-order terminal sliding mode control is characterized by comprising the following steps of:
(1) carrying out permanent magnet synchronous motor double-closed-loop sliding mode control based on full-order terminal sliding mode control;
AC and DC shaft inductance equal L of surface-mounted permanent magnet synchronous motord=LqAnd (2) obtaining a model of the permanent magnet synchronous motor under a dq coordinate system, wherein the rotor is provided with an undamped winding, a magnetic circuit is linear and unsaturated, the motor is provided with a sinusoidal back electromotive force, and the current is three-phase symmetrical current:
in the formula ud,uq,id,iq,ψd,ψq,Ld,LqThe voltage and current of stator, stator flux linkage, and direct and alternating components of stator winding inductance, RsIs stator resistance,. psifIs the flux linkage generated in the rotating process of the permanent magnet rotor, J is the moment of inertia, TmAs motor torque, TLIs the load torque, B is the friction coefficient, p is the pole pair number, omega is the angular velocity;
decomposing a permanent magnet synchronous motor control system into an outer ring speed ring and an inner ring current ring; the outer ring is a speed ring, the speed error is tracked, and the output value is a given value i of the quadrature axis currentq *(ii) a The inner ring is a current ring, the direct-axis current and the quadrature-axis current are respectively controlled by decoupling, and the tracked d-axis current given value i is set in a direct-axis current controllerd *Is zero, and the output control value is the direct-axis voltage udQuadrature axis voltage uq;
(2) Carrying out full-order terminal sliding mode control on a rotating speed ring;
the output value of the rotating speed loop controller is a quadrature axis current set value signal iq *Error in rotational speed eωIs eω=ω*ω, ring offset:
the full-order terminal sliding mode controller comprises a sliding mode surface and a control law, wherein the sliding mode surface is as follows:
design parameter c1>0,α∈(1-,1),∈(0,1);
When the rotating speed error system reaches the sliding mode surface sωWhen 0, the system dynamics can be characterized as:
realizing the convergence of the system state within a limited time;
setting the initial condition of the system state when the system state reaches the sliding mode surface as eω(0) Not equal to 0, then from eω(0) To eω(ts) Time t required for not more than 0sIs composed of
Obtained by direct forward-backward differentiation:
τ is a time delay, and has a value of 0.5< <1,
iqeq *as an equivalent control term, iqn *For switching control items, T is discrete sampling time, k1>0 is the switching gain;
(3) full-order terminal sliding mode control of quadrature axis current loop
Defining quadrature axis current error variable eq=iq *-iq
The corresponding quadrature axis current error system is
To quadrature axis current error system, slip form surface sqThe design is as follows:
design parameter c2>0,
Control law uqIs composed of
Wherein u isqeqIs an equivalent control term, and uqnFor switching control items, k2>0 is the switching gain;
(4) full-order terminal sliding mode control of straight-axis current loop
Error variable e of direct axis currentd=id *-id;
The corresponding direct axis current error system is
Slip form surface sdIs composed of
Design parameter c3>0, control law udThe design is as follows:
udeqas an equivalent control term, udnFor switching control items, k3>0 is the switching gain.
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201811149141.4A CN110061666B (en) | 2018-09-29 | 2018-09-29 | Permanent magnet synchronous motor speed regulation performance improvement method based on full-order terminal sliding mode control |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201811149141.4A CN110061666B (en) | 2018-09-29 | 2018-09-29 | Permanent magnet synchronous motor speed regulation performance improvement method based on full-order terminal sliding mode control |
Publications (2)
Publication Number | Publication Date |
---|---|
CN110061666A CN110061666A (en) | 2019-07-26 |
CN110061666B true CN110061666B (en) | 2020-11-03 |
Family
ID=67315530
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN201811149141.4A Active CN110061666B (en) | 2018-09-29 | 2018-09-29 | Permanent magnet synchronous motor speed regulation performance improvement method based on full-order terminal sliding mode control |
Country Status (1)
Country | Link |
---|---|
CN (1) | CN110061666B (en) |
Families Citing this family (1)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN110350840B (en) * | 2019-07-31 | 2021-06-04 | 沈阳工业大学 | Device and method for improving servo machining precision of permanent magnet linear synchronous motor |
Citations (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN104270054A (en) * | 2014-10-24 | 2015-01-07 | 哈尔滨工业大学 | Anti-rest Windup smooth nonsingular terminal sliding mode control method for permanent magnet synchronous motor based on relative order |
CN106849769A (en) * | 2017-04-13 | 2017-06-13 | 王丛森 | Motor driven systems based on sliding mode observer |
CN106849795A (en) * | 2017-03-14 | 2017-06-13 | 中国矿业大学 | A kind of permanent magnet linear synchronous motor System with Sliding Mode Controller based on linear extended state observer |
CN107284519A (en) * | 2017-06-02 | 2017-10-24 | 合肥工业大学 | Automobile steering-by-wire control method based on adaptive terminal sliding formwork control |
CN108241292A (en) * | 2017-12-07 | 2018-07-03 | 西北工业大学 | A kind of underwater robot sliding-mode control based on extended state observer |
Family Cites Families (1)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US9143066B2 (en) * | 2013-02-06 | 2015-09-22 | Texas Instruments Incorporated | Permanent magnet motor with sinusoidal back-EMF waveform and related motor controller for position sensorless drives |
-
2018
- 2018-09-29 CN CN201811149141.4A patent/CN110061666B/en active Active
Patent Citations (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN104270054A (en) * | 2014-10-24 | 2015-01-07 | 哈尔滨工业大学 | Anti-rest Windup smooth nonsingular terminal sliding mode control method for permanent magnet synchronous motor based on relative order |
CN106849795A (en) * | 2017-03-14 | 2017-06-13 | 中国矿业大学 | A kind of permanent magnet linear synchronous motor System with Sliding Mode Controller based on linear extended state observer |
CN106849769A (en) * | 2017-04-13 | 2017-06-13 | 王丛森 | Motor driven systems based on sliding mode observer |
CN107284519A (en) * | 2017-06-02 | 2017-10-24 | 合肥工业大学 | Automobile steering-by-wire control method based on adaptive terminal sliding formwork control |
CN108241292A (en) * | 2017-12-07 | 2018-07-03 | 西北工业大学 | A kind of underwater robot sliding-mode control based on extended state observer |
Non-Patent Citations (1)
Title |
---|
"永磁直驱风电系统功率优化滑模控制方法研究";丁丹玫;《中国优秀硕士学位论文全文数据库·工程科技Ⅱ辑》;20160210;全文 * |
Also Published As
Publication number | Publication date |
---|---|
CN110061666A (en) | 2019-07-26 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
Lin et al. | An adaptive sliding-mode observer with a tangent function-based PLL structure for position sensorless PMSM drives | |
CN110350835B (en) | Permanent magnet synchronous motor position sensorless control method | |
CN105827168B (en) | Method for controlling permanent magnet synchronous motor and system based on sliding formwork observation | |
CN103997272B (en) | The load disturbance compensation device of permagnetic synchronous motor and method | |
CN110022106B (en) | Permanent magnet synchronous motor position sensorless control method based on high-frequency signal injection | |
CN108512473B (en) | Direct torque control method for three-phase four-switch permanent magnet synchronous motor speed regulation system | |
CN102647134A (en) | Efficiency optimization control method without angle sensor for permanent magnet synchronous motor | |
Abo‐Khalil et al. | Sensorless control for PMSM using model reference adaptive system | |
CN105262395A (en) | Method and system for controlling permanent magnet synchronous motor based on sliding mode control theory | |
CN108551285A (en) | Direct Torque Control System for Permanent Magnet Synchronous Motor and method based on double synovial membrane structures | |
CN108964556A (en) | For driving the senseless control device of permanent magnetic synchronous electrical motor | |
Lin et al. | An improved flux observer for sensorless permanent magnet synchronous motor drives with parameter identification | |
CN111726048B (en) | Permanent magnet synchronous motor rotor position and speed estimation method based on sliding-mode observer | |
CN112953335A (en) | Finite time self-adaptive composite control method and system for permanent magnet synchronous motor | |
CN112671302A (en) | Speed sensorless control method and system for permanent magnet synchronous motor | |
CN117895851A (en) | Full-speed domain control method for surface-mounted permanent magnet synchronous motor | |
CN110061666B (en) | Permanent magnet synchronous motor speed regulation performance improvement method based on full-order terminal sliding mode control | |
CN108306565B (en) | Motor sensorless control method based on improved disturbance observer | |
CN117277878A (en) | Motor load starting control method based on phase angle compensation | |
CN108540031B (en) | Rotating speed estimation method and torque control system of bearingless synchronous reluctance motor | |
CN113078865B (en) | Built-in permanent magnet synchronous motor sensorless control method | |
CN113708684B (en) | Permanent magnet synchronous motor control method and device based on extended potential observer | |
CN108718165A (en) | A kind of induction machine zero-frequency stable control method based on error compensation | |
CN110649850B (en) | Method for determining stator flux linkage of dual-mode voltage model | |
Anuchin et al. | Adaptive observer for field oriented control systems of induction motors |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
PB01 | Publication | ||
PB01 | Publication | ||
SE01 | Entry into force of request for substantive examination | ||
SE01 | Entry into force of request for substantive examination | ||
GR01 | Patent grant | ||
GR01 | Patent grant |