CN102969968B - Permanent magnet synchronous motor control method - Google Patents

Permanent magnet synchronous motor control method Download PDF

Info

Publication number
CN102969968B
CN102969968B CN201210461889.4A CN201210461889A CN102969968B CN 102969968 B CN102969968 B CN 102969968B CN 201210461889 A CN201210461889 A CN 201210461889A CN 102969968 B CN102969968 B CN 102969968B
Authority
CN
China
Prior art keywords
rotating speed
sliding mode
terminal sliding
output
order
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.)
Expired - Fee Related
Application number
CN201210461889.4A
Other languages
Chinese (zh)
Other versions
CN102969968A (en
Inventor
尹忠刚
李东
钟彦儒
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.)
Xian University of Technology
Original Assignee
Xian University of Technology
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 Xian University of Technology filed Critical Xian University of Technology
Priority to CN201210461889.4A priority Critical patent/CN102969968B/en
Publication of CN102969968A publication Critical patent/CN102969968A/en
Application granted granted Critical
Publication of CN102969968B publication Critical patent/CN102969968B/en
Expired - Fee Related legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Landscapes

  • Control Of Ac Motors In General (AREA)

Abstract

The invention discloses a permanent magnet synchronous motor control method in which a vector control system is used. The vector control system comprises an outer speed ring and an inner current ring, and a PI (proportional-integral) controller of a rotating speed ring is replaced with a two-DOF (degree of freedom) higher-order nonsingular terminal sliding mode controller; the input of the two-DOF higher-order nonsingular terminal sliding mode controller is the difference between the given rotating speed w* of a motor and the actual feedback rotating speed w* of the motor; the error between the given rotating speed and the feedback rotating speed is judged, when the error of the rotating speed is less than Xi, an output exciting current iq* is calculated by a simple higher-order nonsingular terminal sliding mode controller; when the error of the rotating speed is greater than Xi, the output of the two-DOF higher-order nonsingular terminal sliding mode controller is an output iq* controlled by a higher-order nonsingular terminal sliding mode and the sum of the output and compensation gain of the higher-order nonsingular terminal sliding mode; and the size of Xi can be set according to actual situations and needs. According to the method, the system control accuracy is improved and the rapid convergence of the rotating speed of the motor is realized; and the method has strong robustness on load disturbances.

Description

A kind of method for controlling permanent magnet synchronous motor
Technical field
The present invention relates to a kind of method for controlling permanent magnet synchronous motor.
Background technology
Permagnetic synchronous motor (Permanent Magnet Synchronous Motor is abbreviated as PMSM) has the advantages such as low inertia, fast-response, high power density, low-loss, high efficiency.And along with increasing substantially of permanent magnetic material performance, its application in industrial production automation field will be more and more extensive.But because of the multivariable system that permagnetic synchronous motor is a high-order, non-linear, close coupling, also there is the uncertainty such as Parameter Perturbation, load disturbance simultaneously, therefore will carry out high performance control to it more difficult.Have for the control method of PMSM at present and be much suggested, as adaptive control, fuzzy control, neural net, Active Disturbance Rejection Control etc.But these are applied in actual engineering because method comparison complexity seldom has.
Sliding moding structure has good consistency because of it to system parameters uncertainty and external disturbance, start to be widely used in electric machine speed regulation field, Sliding mode variable structure control has strong robustness, realizes simple advantage, in parameter of electric machine change and when there is disturbance, still the performance of satisfaction guaranted, is thus subject to the attention of increasing Chinese scholars.But due to the discontinuity of its control action, be easy to that system is produced and buffet, greatly have impact on the application in working control.Chattering phenomenon is caused under the effect that high frequency switching controls can perturb in disturbance and model parameter.And the amplitude scaled versions relation that the amplitude of buffeting and disturbance and model parameter perturb.In electric machine control system, buffeting can produce pulsation thrust, the stationarity of influential system and positioning precision, increases energy loss.The non-singular terminal sliding formwork proposed in recent years can make system mode arrive balance point in finite time, and steady-state tracking precision is high, but still there is buffeting.Application saturation function replaces switch function, and emulation shows that it weakens buffeting to a certain extent, but also reduces the robustness of system simultaneously.Application observer observation load disturbance is also compensated, the method, by reducing nonlinear terms, can reduce preferably to buffet, but add the complexity of system because adding observer, and the existence of system chatter affects accuracy of observation, be actually difficult to reach desirable improvement effect.
Summary of the invention
The object of the present invention is to provide a kind of method for controlling permanent magnet synchronous motor, to improve robustness and the dynamic responding speed of electric machine control system.
The object of the present invention is achieved like this, a kind of method for controlling permanent magnet synchronous motor, adopt vector control system, vector control system comprises speed outer shroud and current inner loop two parts, and the PI controller of der Geschwindigkeitkreis adopts two degrees of freedom high-order non-singular terminal sliding mode controller to replace; The given rotating speed w being input as motor of two degrees of freedom high-order non-singular terminal sliding mode controller *with the difference of the actual feedback rotating speed w of motor, judge given rotating speed and the error size feeding back rotating speed, when speed error is less than ξ, the exciting current i of output q *calculated by simple High-Order Sliding Mode non-singular terminal controller to realize; The output that two degrees of freedom high-order non-singular terminal sliding formwork controls when speed error is greater than ξ is the output i that high-order non-singular terminal sliding formwork controls q *for output and the compensating gain sum of high-order non-singular terminal sliding formwork; Wherein the large I of ξ is according to actual conditions and requirements set.
The present invention has following beneficial effect:
1, the two degrees of freedom High-Order Sliding Mode non-singular terminal of the PI controller in der Geschwindigkeitkreis controls to replace by adopting by the present invention, switching item in traditional sliding-mode control is added on the derivative of TSM control method, therefore, effectively reduce the buffeting problem of sliding moding structure in system control process, thus also improve Systematical control precision, make rotating speed be able to effectively be converged near balance point.
2, the present invention proposes the permagnetic synchronous motor method for controlling number of revolution based on two degrees of freedom High-Order Sliding Mode non-singular terminal, while elimination controlled quentity controlled variable is buffeted, achieves the Fast Convergent of motor speed, and has stronger robustness to load disturbance.
Accompanying drawing explanation
Fig. 1 is that permagnetic synchronous motor controls vector method block diagram;
Fig. 2 is two degrees of freedom High-Order Sliding Mode non-singular terminal control block diagram of the present invention;
Fig. 3 is the Emulation of Electrical Machinery speed waveform curve of two degrees of freedom high_order sliding mode control of the present invention;
Fig. 4 is the Emulation of Electrical Machinery speed waveform curve of conventional PI control.
In Fig. 1,1. inverter, 2.PMSM module, 3. signal deteching circuit, 4.Clark converts, and 5.Park converts, 6. speed measuring coder, and 7. two degrees of freedom High-Order Sliding Mode non-singular terminal controls outer ring controller, 8. anti-Park conversion, 9.SVPWM module.
Embodiment
A kind of method for controlling permanent magnet synchronous motor, adopt vector control system, vector control system comprises speed outer shroud and current inner loop two parts, mainly contains main circuit, current signal detection circuit 3 and control circuit; See Fig. 1, main circuit comprises inverter 1 and PMSM module 2, and current signal detection circuit 3 detects the three-phase current of motor under three-phase static coordinate system by Hall element, gets two-phase output current i wherein a, i b, through Clarke conversion 4, the current value i under convert to static two phase coordinate system α, i β, at speed ring, given rotating speed w *compared with the feedback speed w recorded with encoder 6, control after the adjustment of outer ring controller 7 through two degrees of freedom High-Order Sliding Mode non-singular terminal, the q shaft current i under output rotor rotating coordinate system q *, the current value i under static two phase coordinate systems α, i βand rotor angle of electric machine θ is through Park conversion 5, the two-phase feedback be converted under rotor rotating coordinate system calculates exciting current current i dwith torque current i q, given exciting current i d *exciting current i is calculated with feedback dcompare, after current PI regulates, obtain the d axle output voltage u of two cordic phase rotators d; Torque current i q *with feedback calculating torque current i qafter comparing, after current PI regulates, obtain the q axle output voltage u of two cordic phase rotators q; This moment, two phase voltage u under rotating coordinate system qwith u dtwo phase voltage u after Park inverse transformation 8 under convert to static two phase coordinate system α, u β, through the adjustment of SVPWM module 9, produce PWM ripple, after three-phase inverter, drive motors work.
Main feature of the present invention is, is adopted by the PI controller of original vector control system der Geschwindigkeitkreis two degrees of freedom high-order non-singular terminal sliding mode controller to replace.The given rotating speed w being input as motor of two degrees of freedom high-order non-singular terminal sliding mode controller *with the difference of the actual feedback rotating speed w of motor, then judge given rotating speed and the error size feeding back rotating speed.When speed error is less, the exciting current i of output q *calculated by simple High-Order Sliding Mode non-singular terminal controller to realize; The output that two degrees of freedom high-order non-singular terminal sliding formwork controls when speed error is larger is the output i that high-order non-singular terminal sliding formwork controls q *for output and the compensating gain sum of high-order non-singular terminal sliding formwork.Wherein compensating gain is here obtained by the coefficient that is multiplied by of speed error, the change that the torque current of output also can be real-time when speed error changes in real time time like this, so can more effective regulating system, make motor speed more steady, thus reduce the fluctuation of rotating speed, reach good control effects.
Fig. 2 medium speed deviation be judge rotating speed error size, if when rotating speed deviation is larger, the output sum that compensating gain and high-order non-singular terminal sliding formwork control is i q *; If when speed error is less, then compensating gain is zero, i.e. torque current i q *for the output that simple high-order non-singular terminal sliding formwork controls.Wherein the design of high-order non-singular terminal sliding mode controller is as follows:
The control objectives of der Geschwindigkeitkreis controller is motor actual speed energy accurate tracking speed preset, and the Parameter Perturbation such as load disturbance and frictional resistance has complete robustness to external world, the quadrature axis current Setting signal i of output smoothing q *.Order; Setting signal is ω *, suppose ω *enough level and smooth, almost everywhere has 2 rank continuous derivatives, definition error state:
e ω*
(1)
According to permanent magnet synchronous motor state equation, can obtain speed error system state equation is:
e · ω = ω · * - ω · = ω · * - pψ f J i q * + B J ω + T L J - - - ( 2 )
The Relative order of error system state equation (2) to error state (1) is 1, therefore by 2 rank or 2 rank above sliding formwork control realization system without buffeting, namely smoothly can buffet without high frequency.Here der Geschwindigkeitkreis adopts 2 rank sliding formworks to control, and makes error state e ωthere is Second Order Sliding Mode motion state: for realizing error state e ω2 rank sliding formworks motions, design following non-singular terminal sliding-mode surface:
l ω = e ω + r e · ω p / q - - - ( 3 )
In formula, γ >0, p, q are odd number, and 1 < p/q < 2.According to non-singular terminal sliding formwork convergence property, design appropriate sliding formwork control law and make non-singular terminal sliding-mode surface (3) be zero at Finite-time convergence, be i.e. l ω=0.Systematic error state e ωenter terminal sliding mode motion state, 2 rank sliding formwork motions will be arrived in finite time.
Select non-singular terminal sliding-mode surface (3) design control law is as follows:
u q = u qeq + u qn u qeq = Li &CenterDot; q * + Lp&omega;i d + R s i q + p&psi; f &omega; u qn = L &Integral; 0 t [ 1 &gamma; q p e &CenterDot; q 2 - p / q + k 1 sgn ( s q ) + k 2 s q ] dt - - - ( 4 )
Wherein, k 1, k 2for parameter.
If selection Liapunov function is: v ω(t)=0.5l ω 2(t)
To v wt the differentiate of () time obtains:
v &CenterDot; &omega; ( t ) = l &omega; ( t ) l &omega; ( t )
= l &omega; &gamma; 1 p 1 q 1 e &CenterDot; &omega; p 1 / q 1 - 1 [ e &CenterDot; &CenterDot; &omega; + q 1 &gamma; 1 p 1 e &CenterDot; &omega; 2 - p 1 / q 1 ]
= l &omega; &gamma; 1 p 1 q 1 e &CenterDot; &omega; p 1 / q 1 - 1 [ - ( k 1 + &eta; 1 ) sgn l &omega; + T L J - &eta; 2 l &omega; ]
&le; - &gamma; 1 ( p 1 / q 1 ) e &CenterDot; &omega; p 1 / q 1 - 1 ( &eta; 1 | l &omega; | + &eta; 2 l &omega; 2 )
As can be seen from the above equation, l is worked as ωwhen ≠ 0, due to then and if only if time, and work as e ω≠ 0 can prove not to be a stable state, namely can not keep always.So system arrives at finite time and keeps non-singular terminal sliding formwork l ω=0, then e ωwill at Finite-time convergence.By regulating parameter p 2, q 2, k 1, k 2can the error e of adjusting rotary speed ωconvergence rate.If provable selecting type (3) can be restrained for the non-singular terminal sliding-mode surface system being thus.
In control procedure, also have certain high dither for High-Order Sliding Mode non-singular terminal, adopt two parameter compensator principle, in above-mentioned High-Order Sliding Mode non-singular terminal, add two parameter compensator algorithm to reach, system is better controlled.Speed preset and velocity feedback as shown in Figure 2, are made difference and are obtained rotating speed deviation by concrete control method block diagram, if rotating speed deviation is within the scope of acceptable, can directly control to obtain i through High-Order Sliding Mode non-singular terminal q *same i again qas the input of electric current loop PI controller after making difference; If when rotating speed deviation is larger, then i q *the compensating gain sum that the output controlled for High-Order Sliding Mode non-singular terminal and two degrees of freedom are fed back.Adjustment i that so just can be real-time q *size obtain good rotating speed control object.
Systematic error size in Fig. 2 controls to be adopt piecewise function, carries out two degrees of freedom adjustment, do not process when speed error is less time time larger to speed error.If error state is then make:
&xi; = &xi; 1 - e &omega; , e &omega; &GreaterEqual; &xi; 1 0 , &xi; 2 &le; e &omega; &le; &xi; 1 &xi; 2 - e &omega; , e &omega; &le; &xi; 2 - - - ( 5 )
Wherein, ξ 1and ξ 2for feedback switching point, and ξ 1>0, ξ 2<0, ξ 1, ξ 2for constant.By selecting suitable ξ 1, ξ 2size can adjustment System performance.Work as e ω>=ξ 1time, system is positive feedback; Work as e ω≤ ξ 2time, system is negative feedback; Work as ξ 1≤ e ω≤ ξ 2time to think that acceptable error range does not carry out processing this system be still single-degree-of-freedom control system.Two degrees of freedom feedback loop can be controlled dynamically in real time thus, thus reach better system control performance.
Control method of the present invention has the advantage of the control of High-Order Sliding Mode non-singular terminal and two parameter compensator method simultaneously.
The present invention controls based on two degrees of freedom High-Order Sliding Mode non-singular terminal control system, has structure simple, is easy to realize, robustness is good, there is the advantage that speed responsive is fast and tracking error is little, improve the stability of system, effectively improve the dynamic and static runnability of system.
In order to verify the feasibility of two degrees of freedom high_order sliding mode control method, emulate on MATLAB platform herein, the permagnetic synchronous motor parameter of selection is: R=4.96 Ω, L d=0.0085mH, L q=0.0085mH, B=0, number of pole-pairs p=2, ψ=0.375Wb, J=.26 × 10 -5kg.m 2, simulation result is as follows:
Fig. 3, Fig. 4 are respectively the Emulation of Electrical Machinery speed waveform curve of two degrees of freedom high_order sliding mode control and conventional PI control when given rotating speed is 1500r/min.The load of motor impact 5Nm when 0.2s, as seen from Figure 3 startup stage speed overshoot less than 10r/min and regulating time be only about 0.035s to control with PI compared with two degrees of freedom high_order sliding mode control have very fast dynamic property, when 0.2s during system shock load, two degrees of freedom high_order sliding mode control can arrive stable state at about 0.202s, and the motor speed loss loading rear motor is only about 5r/min, can get back to stable state faster compared with traditional PI, and fluctuation is less.Illustrate that this control method has good robustness to load, and quick performance.

Claims (1)

1. a method for controlling permanent magnet synchronous motor, is characterized in that: adopt vector control system, vector control system comprises speed outer shroud and current inner loop two parts, and the PI controller of der Geschwindigkeitkreis adopts two degrees of freedom high-order non-singular terminal sliding mode controller to replace; The given rotating speed w being input as motor of two degrees of freedom high-order non-singular terminal sliding mode controller *with the difference of the actual feedback rotating speed w of motor, judge given rotating speed and the error size feeding back rotating speed, when speed error is less than ξ, the exciting current i of output q *calculated by simple High-Order Sliding Mode non-singular terminal controller to realize; The output i that two degrees of freedom high-order non-singular terminal sliding formwork controls when speed error is greater than ξ q *for output and the compensating gain sum of high-order non-singular terminal sliding formwork; Wherein the large I of ξ is according to actual conditions and requirements set.
CN201210461889.4A 2012-11-15 2012-11-15 Permanent magnet synchronous motor control method Expired - Fee Related CN102969968B (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN201210461889.4A CN102969968B (en) 2012-11-15 2012-11-15 Permanent magnet synchronous motor control method

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201210461889.4A CN102969968B (en) 2012-11-15 2012-11-15 Permanent magnet synchronous motor control method

Publications (2)

Publication Number Publication Date
CN102969968A CN102969968A (en) 2013-03-13
CN102969968B true CN102969968B (en) 2015-03-25

Family

ID=47799892

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201210461889.4A Expired - Fee Related CN102969968B (en) 2012-11-15 2012-11-15 Permanent magnet synchronous motor control method

Country Status (1)

Country Link
CN (1) CN102969968B (en)

Families Citing this family (20)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN103236814B (en) * 2013-04-27 2015-07-01 南京工程学院 Fractional integral sliding mode-based speed control method and device for permanent magnet synchronous motor
CN104753417B (en) * 2013-12-26 2019-02-22 北京谊安医疗***股份有限公司 The control device and method of brshless DC motor for Anesthesia machine
CN103762925B (en) * 2014-01-10 2016-03-30 西安理工大学 Adopt the H of the permagnetic synchronous motor of immune algorithm ∞method for estimating rotating speed
CN104242769B (en) * 2014-09-30 2017-03-22 天津大学 Permanent magnet synchronous motor speed composite control method based on continuous terminal slip form technology
CN104270054B (en) * 2014-10-24 2016-09-21 哈尔滨工业大学 Permagnetic synchronous motor Anti-reset Windup based on Relative order smooths non-singular terminal sliding-mode control
CN104953915B (en) * 2015-07-14 2017-06-30 东南大学 A kind of permagnetic synchronous motor sliding mode control strategy based on Reaching Law
CN105262395A (en) * 2015-10-29 2016-01-20 华中科技大学 Method and system for controlling permanent magnet synchronous motor based on sliding mode control theory
CN105634359A (en) * 2016-03-25 2016-06-01 中车永济电机有限公司 Design method of improved PI controller
CN106549609B (en) * 2016-10-24 2019-04-09 合肥工业大学 Method for controlling permanent magnet synchronous motor based on integral form high order termination sliding Mode Algorithm
CN106549619B (en) * 2016-10-26 2018-11-09 东南大学 A kind of control system for permanent-magnet synchronous motor accurately recognized based on speed
CN106950835B (en) * 2017-04-19 2020-03-17 上海交通大学 Simple and robust two-degree-of-freedom proportional-integral control method
CN107395080B (en) * 2017-09-06 2023-06-16 湖南工业大学 Speed sensor-free torque control system and method based on cascade nonsingular terminal sliding mode observer
CN108678902B (en) * 2018-05-02 2019-08-27 曾喆昭 The straight disturbance sensing control method for driving PMSM wind generator system MPPT
CN109194219B (en) * 2018-09-25 2021-11-02 湖南工业大学 Method and system for controlling permanent magnet synchronous motor based on model-free nonsingular terminal sliding mode
CN109245644B (en) * 2018-10-16 2020-07-10 苏州科技大学 Implementation method of robust two-degree-of-freedom controller of permanent magnet synchronous motor
CN109617482B (en) * 2018-12-31 2022-07-08 重庆虬龙科技有限公司 L2 sliding mode control method of permanent magnet synchronous motor
CN110323983B (en) * 2019-07-23 2021-05-11 广东工业大学 Current decoupling method, device, equipment and medium for permanent magnet synchronous motor
CN110557070A (en) * 2019-09-30 2019-12-10 山东深川变频科技股份有限公司 permanent magnet synchronous motor parameter identification method based on second-order sliding-mode observer
CN111211717B (en) * 2020-01-14 2021-06-11 西北工业大学 IPMSM (intelligent power management system) position-sensorless motor closed-loop control method of nonsingular sliding mode structure
CN112290843B (en) * 2020-10-16 2022-02-18 郑州大学 Variable exponential power approach law and PMSM control application thereof

Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN102122916A (en) * 2011-04-18 2011-07-13 苏州秉立电动汽车科技有限公司 Compound control method based on vector control system of permanent magnet synchronous motor

Family Cites Families (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP4894125B2 (en) * 2001-09-11 2012-03-14 日本電産株式会社 Method for positioning a permanent magnet synchronous motor

Patent Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN102122916A (en) * 2011-04-18 2011-07-13 苏州秉立电动汽车科技有限公司 Compound control method based on vector control system of permanent magnet synchronous motor

Non-Patent Citations (3)

* Cited by examiner, † Cited by third party
Title
基于EKF和SMC的永磁同步电机无传感器矢量控制;薛树功等;《信息与控制》;20120430;第41卷(第2期);第267-272页 *
基于负载转矩估计的PMSM无抖振滑模控制;王艳敏等;《***仿真学报》;20090630;第21卷(第11期);第3427-3429、3448页 *
永磁同步电动机混合非奇异终端滑模变结构控制;张晓光等;《中国电机工程学报》;20110925;第31卷(第27期);第116-122页 *

Also Published As

Publication number Publication date
CN102969968A (en) 2013-03-13

Similar Documents

Publication Publication Date Title
CN102969968B (en) Permanent magnet synchronous motor control method
CN106026835A (en) No-velocity sensor optimization method based on fuzzy control and sliding-mode observer
CN105577058A (en) Novel fuzzy active disturbance rejection controller based five-phase fault-tolerant permanent magnet motor speed control method
CN107577149B (en) Follow-up control method adopting fractional order fast terminal sliding mode control
CN108336935B (en) Linear motor control method with cooperation of backstepping control and ESO
CN112290843B (en) Variable exponential power approach law and PMSM control application thereof
CN110707981A (en) Permanent magnet synchronous motor speed controller based on novel extended state observer
CN105811826A (en) Novel reaching law sliding mode control method for induction machine
Rong et al. A new PMSM speed modulation system with sliding mode based on active-disturbance-rejection control
CN111106776A (en) Method and system for controlling a permanent magnet synchronous machine
Lu et al. New sensorless vector control system with high load capacity based on improved SMO and improved FOO
Ding et al. Research on pmsm vector control system based on fuzzy pi parameter self-tuning
Li et al. Sensorless control of permanent magnet synchronous linear motor based on sliding mode variable structure MRAS flux observation
He et al. Research on active disturbance rejection control of induction motor
Li et al. Adaptive robust position control of uncertain PMSM servo system using extended state observer
CN113708697A (en) Permanent magnet synchronous motor speed regulation control method with actuator saturation
Zhao et al. Disturbance rejection enhancement of vector controlled PMSM using second-order nonlinear ADRC
Han et al. Research on PMSM sensor-less system based on ADRC-PBC strategy
Zhang et al. Unknown Disturbance Compensation Control of PMSM based on Extended State Observer
CN108599646B (en) quasi-PI disturbance perception control method for MPPT of direct-drive PMSM wind power system
CN107026594B (en) ADRC-based rotor decoupling control method for double-fed wind power generation system
CN114865969A (en) Sliding mode observation method for load torque of permanent magnet synchronous motor
CN114865968A (en) Permanent magnet synchronous motor load torque observer
Qu et al. Sensorless control for tubular permanent magnet linear synchronous motor using MRAS method with active disturbance rejection controller
Chiu et al. Maximum power point tracking of wind power systems via fast terminal sliding mode control

Legal Events

Date Code Title Description
C06 Publication
PB01 Publication
C10 Entry into substantive examination
SE01 Entry into force of request for substantive examination
C14 Grant of patent or utility model
GR01 Patent grant
CF01 Termination of patent right due to non-payment of annual fee
CF01 Termination of patent right due to non-payment of annual fee

Granted publication date: 20150325

Termination date: 20201115