CN110112978A - A kind of full speed method for controlling position-less sensor of permanent magnet synchronous motor load torque compensation - Google Patents

A kind of full speed method for controlling position-less sensor of permanent magnet synchronous motor load torque compensation Download PDF

Info

Publication number
CN110112978A
CN110112978A CN201910373764.8A CN201910373764A CN110112978A CN 110112978 A CN110112978 A CN 110112978A CN 201910373764 A CN201910373764 A CN 201910373764A CN 110112978 A CN110112978 A CN 110112978A
Authority
CN
China
Prior art keywords
formula
estimation
speed
observer
permanent magnet
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.)
Granted
Application number
CN201910373764.8A
Other languages
Chinese (zh)
Other versions
CN110112978B (en
Inventor
吴春
傅子俊
孙明轩
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.)
Hangzhou Lingxin Microelectronics Co ltd
Original Assignee
Zhejiang University of Technology ZJUT
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 of Technology ZJUT filed Critical Zhejiang University of Technology ZJUT
Priority to CN201910373764.8A priority Critical patent/CN110112978B/en
Publication of CN110112978A publication Critical patent/CN110112978A/en
Application granted granted Critical
Publication of CN110112978B publication Critical patent/CN110112978B/en
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Classifications

    • HELECTRICITY
    • H02GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
    • H02PCONTROL OR REGULATION OF ELECTRIC MOTORS, ELECTRIC GENERATORS OR DYNAMO-ELECTRIC CONVERTERS; CONTROLLING TRANSFORMERS, REACTORS OR CHOKE COILS
    • H02P21/00Arrangements or methods for the control of electric machines by vector control, e.g. by control of field orientation
    • H02P21/14Estimation or adaptation of machine parameters, e.g. flux, current or voltage
    • H02P21/18Estimation of position or speed
    • HELECTRICITY
    • H02GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
    • H02PCONTROL OR REGULATION OF ELECTRIC MOTORS, ELECTRIC GENERATORS OR DYNAMO-ELECTRIC CONVERTERS; CONTROLLING TRANSFORMERS, REACTORS OR CHOKE COILS
    • H02P21/00Arrangements or methods for the control of electric machines by vector control, e.g. by control of field orientation
    • H02P21/14Estimation or adaptation of machine parameters, e.g. flux, current or voltage
    • H02P21/20Estimation of torque
    • HELECTRICITY
    • H02GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
    • H02PCONTROL OR REGULATION OF ELECTRIC MOTORS, ELECTRIC GENERATORS OR DYNAMO-ELECTRIC CONVERTERS; CONTROLLING TRANSFORMERS, REACTORS OR CHOKE COILS
    • H02P2203/00Indexing scheme relating to controlling arrangements characterised by the means for detecting the position of the rotor
    • H02P2203/11Determination or estimation of the rotor position or other motor parameters based on the analysis of high frequency signals

Abstract

A kind of full speed method for controlling position-less sensor of permanent magnet synchronous motor load torque compensation, for permanent magnet synchronous motor full speed range position-sensor-free high performance control problem, a kind of hybrid position estimation strategy based on extended state observer (ESO) load torque compensation is proposed;Low-speed stage uses high frequency voltage pulse method for implanting, and the high speed stage uses the sliding mode observer method based on Integral Sliding Mode face, realizes the location estimation of full speed range;And stagnant ring switchover policy is designed, guarantee that only a kind of method provides estimated location, estimation revolving speed for closed-loop control under any steady-state speed;Meanwhile in order to improve system Ability of Resisting Disturbance, design ESO is used for load-toque estimate and compensation, improves dynamic performance and Ability of Resisting Disturbance.

Description

A kind of full speed position Sensorless Control of permanent magnet synchronous motor load torque compensation Method
Technical field
The present invention relates to permanent magnet synchronous motor control field, especially a kind of nothing of permanent magnet synchronous motor load torque compensation Position sensor control method.
Background technique
Permanent magnet synchronous motor Sensorless Control Technique because that eliminates position or velocity sensor, reduce system at This, reduces motor volume, reduces system failure rate, enhancing system suitability etc., and is widely used in aerospace, traffic fortune The occasions such as defeated, household electrical appliance.But due to by position, the influence of speed estimation error, the speed ring band of position-sensorless systems Width can be lower than speed loop bandwidth when position sensor, so as to cause system impact, it is prominent unload load when, can generate biggish The fluctuation of speed, reduces the dynamic property of system, to limit Sensorless Control Technique in high-precision control field Development.The present invention devises load torque observer and observes and compensated in real time, can improve the dynamic of system well Can, extend the application field of Sensorless Control Technique.
Summary of the invention
In order to overcome the bandwidth of existing permanent magnet synchronous motor position Sensorless Control low, the problems such as bad dynamic performance, this Invention provides a kind of full speed method for controlling position-less sensor based on the observation compensation of extended state observer load torque.
The technical solution adopted by the present invention to solve the technical problems is:
A kind of full speed method for controlling position-less sensor of permanent magnet synchronous motor load torque compensation, the method includes with Lower step:
1.1 position rotors estimation strategy, low-speed stage estimate rotor-position using high-frequency signal injection, and high speed stage, which uses, to be slided Mould observer estimates rotor-position, and designs stagnant ring switchover policy it is smoothly switched between high low speed, and process is as follows:
1.1.1 low-speed stage uses high-frequency signal injection, in continuous 2 pulse width modulation cycles, guarantees needed for vector controlled Voltage vector is constant, 1 pair of generating positive and negative voltage pulse is injected in estimation d axis, this have the advantage that 1 PWM cycle need to only update 1 Secondary duty ratio, or inductance biggish motor not high for convex grey subset, each voltage pulse injection length is by double sampled double updates Ts/ 2 increase to Ts, therefore position signal signal-to-noise ratio improves, and is more advantageous to accurate estimated location,
In formula, By formula (1) it is found thatIn include rotor position error information, with phaselocked loop (Phase Lock Loop, PLL) position, velocity estimation are carried out to it, it is expressed as
1.1.2 high speed stage uses sliding mode observer SMO method, and mentioned observer is established on α β coordinate system, using forever Magnetic-synchro motor extension counter electromotive force EEMF model, and it is organized into state equation form:
In formula,Subscript s indicates α β coordinate system,Expression is estimated Dq coordinate system is counted, amount to be estimated is
Using Integral Sliding Mode face,
In formula, sα、sβRespectively α, β axis sliding-mode surface, current estimation error areDesign SMO are as follows:
In formula, Reaching Law is designed as zαβ=ksmofsw(sαβ), ksmoFor SMO gain, zαβLPFFor zαβBy low-pass filter Output afterwards, fsw () sine saturation function, subscript ∧ indicate estimated value;
When SMO convergence, EEMF estimated value are as follows:
After obtaining EEMF, using the z after low-pass filtering (LPF)αβFor location estimation, such as formula (6) and formula (7);
1.1.3 stagnant ring switchover policy causes to come between two methods in order to avoid fluctuating near switching point due to speed Switching problem is returned, stagnant ring switchover policy is designed, when revolving speed is lower than | ωeL| when, sliding mode observer method switches to high frequency injection side Method, when revolving speed is higher than | ωeH| when, sliding mode observer method is just switched to by high-frequency signal injection, due to | ωeL|<|ωeH|, it can be with It avoids toggling between two methods near two switching points, improves switching spot speed running stability;
The observation of 1.2 load torques and compensation, are based on extended state observer design (calculated) load torque observer;
The permanent magnet synchronous motor equation of motion are as follows:
In formula, b0=KT/(JPn), F0=-(Tf+TL)/(JPn) indicate integrated interference, wherein KTFor torque constant, PnFor Number of pole-pairs, Tf、TLRespectively friction torque, load torque design second nonlinear ESO are as follows:
In formula, z1For velocity estimation, z2Estimate for comprehensive disturbance,β0, β1For observer adjustable parameter, iq For q shaft current, designs nonlinear function fal () acquisition and compare the better convergence property of linear function, using classical fal () letter Number is as follows:
After ESO convergence, z2As comprehensive disturbance estimated value, by z2Q axis needed for calculating current composite disturbance using formula Electric current, and by the value direct compensation to q shaft current ring with reference to giving, so as to so that the load variation of q shaft current quick response, mentions Highly resistance disturbs performance;
In the step 1.2, realizes in permanent magnet synchronous motor position-sensor-free full speed range, utilize expansion state Observer real-time estimation simultaneously compensates load torque, the given value of the load torque compensation estimated to electric current loop, to enhance The dynamic property and anti-interference ability of system.
Technical concept of the invention are as follows: low-speed stage uses high-frequency signal injection estimated position signal, and the high speed stage uses Sliding mode observer estimated position signal carries out closed-loop control, and high-frequency signal injection is in dq axis injecting voltage, and sliding mode observer is base In α β establishment of coordinate system.Stagnant ring switchover policy is added between high-frequency signal injection and sliding mode observer method, guarantees that speed is switching When point fluctuation nearby, location estimation strategy will not be toggled.In normal operating phase, estimated using extended state observer negative Set torque is compensated to speed ring and is exported, become new electric current loop given value, significantly enhance the dynamic of system in this way Energy and anti-interference ability, in sudden unloading process load, the fluctuation of speed is smaller, and system stability is good.
Whole position Sensorless Control, the technology to be solved are carried out to load torque compensation permanent magnet synchronous motor Problem is: design suitable position algorithm for estimating guarantees the accuracy of location estimation, suitable high frequency injection parameter and cunning is arranged Mould observer parameter guarantees that location estimation can quickly restrain.Also need to adjust the parameter of extended state observer, so that negative Idling moments estimation being capable of fast convergence, it is ensured that can enhance the dynamic property of system after compensating to system.
Beneficial effects of the present invention are mainly manifested in:
(1) the location estimation separate computations of low speed and high speed, and design stagnant ring switchover policy and realize permanent magnet synchronous motor Full speed position Sensorless Control;
(2) realize the permanent magnet synchronous motor load torque compensation under position-sensor-free, enhance dynamic performance and Anti-interference ability;
(3) extended state observer algorithm is succinct, it is easy to accomplish, embody well the engineering of new theory with it is practical Change.
Detailed description of the invention
Fig. 1 is permanent magnet synchronous motor full speed position Sensorless Control structural block diagram.
Fig. 2 is high-frequency signal injection schematic diagram.
Fig. 3 is stagnant ring switchover policy schematic diagram of the invention.
Fig. 4 is sliding mode observer location estimation lab diagram.
Fig. 5 is high low speed switching experimental waveform figure of the invention.
When Fig. 6 is the load of low-speed stage sudden unloading process, the operating status lab diagram of system.
When Fig. 7 is the load of high speed stage sudden unloading process, the operating status lab diagram of system.
Specific embodiment
The invention will be further described below in conjunction with the accompanying drawings.
Referring to Fig.1~Fig. 7, a kind of full speed method for controlling position-less sensor of permanent magnet synchronous motor load torque compensation, Real-time estimation load torque is simultaneously compensated, comprising the following steps:
1.1 position rotors estimation strategy, low-speed stage estimate rotor-position using high-frequency signal injection, and high speed stage, which uses, to be slided Mould observer estimates rotor-position, and designs stagnant ring switchover policy it is smoothly switched between high low speed, and process is as follows:
1.1.1 low-speed stage uses high-frequency signal injection, in continuous 2 pulse width modulation cycles, guarantees needed for vector controlled Voltage vector is constant, 1 pair of generating positive and negative voltage pulse is injected in estimation d axis, this have the advantage that 1 PWM cycle need to only update 1 Secondary duty ratio, or inductance biggish motor not high for convex grey subset, each voltage pulse injection length is by double sampled double updates Ts/ 2 increase to Ts, therefore position signal signal-to-noise ratio improves, and is more advantageous to accurate estimated location;
In formula, By formula (1) it is found thatIn include rotor position error information, phaselocked loop (Phase Lock can be used Loop, PLL) position, velocity estimation are carried out to it, it is expressed as
1.1.2 high speed stage uses sliding mode observer method, and mentioned observer is established on α β coordinate system, same using permanent magnetism Motor extension counter electromotive force (EEMF) model is walked, and is organized into state equation form:
In formula,Subscript s indicates α β coordinate system,Expression is estimated Dq coordinate system is counted, amount to be estimated is
Using Integral Sliding Mode face,
In formula, sα、sβRespectively α, β axis sliding-mode surface, current estimation error areDesign SMO Are as follows:
In formula, Reaching Law is designed as zαβ=ksmofsw(sαβ), ksmoFor SMO gain, zαβLPFFor zαβBy low-pass filter Output afterwards, fsw () sine saturation function, subscript ∧ indicate estimated value;
When SMO convergence, EEMF estimated value are as follows:
After obtaining EEMF, using the z after low-pass filtering (LPF)αβFor location estimation, such as formula (5);
1.1.3 stagnant ring switchover policy causes to come between two methods in order to avoid fluctuating near switching point due to speed Switching problem is returned, stagnant ring switchover policy is designed, when revolving speed is lower than | ωeL| when, sliding mode observer method switches to high frequency injection side Method, when revolving speed is higher than | ωeH| when, sliding mode observer method is just switched to by high-frequency signal injection, due to | ωeL|<|ωeH|, it can be with It avoids toggling between two methods near two switching points, improves switching spot speed running stability;
The observation of 1.2 load torques and compensation, this method are based on extended state observer design (calculated) load torque observer;
The permanent magnet synchronous motor equation of motion are as follows:
In formula, b0=KT/(JPn), F0=-(Tf+TL)/(JPn) indicate integrated interference, wherein KTFor torque constant, PnFor Number of pole-pairs, Tf、TLRespectively friction torque, load torque design second nonlinear ESO are as follows:
In formula, z1For velocity estimation, z2 is comprehensive disturbance estimation,β0, β1For observer adjustable parameter, iq For q shaft current, designs nonlinear function fal () acquisition and compare the better convergence property of linear function, using classical fal () letter Number is as follows:
After ESO convergence, z2As comprehensive disturbance estimated value, by z2Q axis needed for calculating current composite disturbance using formula Electric current, and by the value direct compensation to q shaft current ring with reference to giving, so as to so that the load variation of q shaft current quick response, mentions Highly resistance disturbs performance;

Claims (1)

1. a kind of full speed method for controlling position-less sensor of permanent magnet synchronous motor load torque compensation, which is characterized in that described Method the following steps are included:
1.1 position rotors estimation strategy, low-speed stage estimate that rotor-position, high speed stage are seen using sliding formwork using high-frequency signal injection It surveys device and estimates rotor-position, and design stagnant ring switchover policy it is smoothly switched between high low speed, process is as follows:
1.1.1 low-speed stage uses high-frequency signal injection, in continuous 2 pulse width modulation cycles, voltage needed for guaranteeing vector controlled Vector is constant, injects 1 pair of generating positive and negative voltage pulse in estimation d axis;
In formula,
By formula (1) it is found thatIn include rotor position error information, it is carried out with phase-locked loop pll Position, velocity estimation;
1.1.2 high speed stage uses sliding mode observer method, and mentioned observer is established on α β coordinate system, using permanent magnet synchronous electric Machine extends counter electromotive force EEMF model, and is organized into state equation form:
In formula,Footmark s expression is under α β coordinate system, wait estimate Metering is
Using Integral Sliding Mode face,
In formula, sα、sβRespectively α β axis sliding-mode surface, current estimation error areDesign SMO are as follows:
In formula, Reaching Law is designed as zαβ=ksmofsw(sαβ), ksmoFor SMO gain, zαβLPFFor zαβAfter low-pass filter Output, fsw () sine saturation function, subscript ∧ indicate estimated value;
When SMO convergence, EEMF estimated value are as follows:
After obtaining EEMF, using the z after low-pass filtering LPFαβFor location estimation, such as formula (5);
1.1.3 stagnant ring switchover policy, when revolving speed is lower than | ωeL| when, sliding mode observer method switches to high frequency method for implanting, when turn Speed is higher than | ωeH| when, sliding mode observer method is just switched to by high-frequency signal injection;
1.2. load torque observation and compensation, are based on extended state observer design (calculated) load torque observer;
The permanent magnet synchronous motor equation of motion are as follows:
In formula, b0=KT/(JPn), F0=-(Tf+TL)/(JPn) indicate integrated interference, wherein KTFor torque constant, PnIt is extremely right Number, Tf、TLRespectively friction torque, load torque design second nonlinear ESO are as follows:
In formula, z1For velocity estimation, z2Estimate for comprehensive disturbance,β0β1For observer adjustable parameter, iqFor estimation Q shaft current, design nonlinear function fal () obtain compare the better convergence property of linear function, using classical fal () letter Number is as follows:
After ESO convergence, z2As comprehensive disturbance estimated value, by z2Q axis electricity needed for calculating current composite disturbance using formula Stream, and the value direct compensation to q shaft current ring, to make the load variation of q shaft current quick response, is improved into anti-interference with reference to giving Dynamic performance;
CN201910373764.8A 2019-05-07 2019-05-07 Full-speed position-sensorless control method for load torque compensation of permanent magnet synchronous motor Active CN110112978B (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN201910373764.8A CN110112978B (en) 2019-05-07 2019-05-07 Full-speed position-sensorless control method for load torque compensation of permanent magnet synchronous motor

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201910373764.8A CN110112978B (en) 2019-05-07 2019-05-07 Full-speed position-sensorless control method for load torque compensation of permanent magnet synchronous motor

Publications (2)

Publication Number Publication Date
CN110112978A true CN110112978A (en) 2019-08-09
CN110112978B CN110112978B (en) 2021-02-26

Family

ID=67488439

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201910373764.8A Active CN110112978B (en) 2019-05-07 2019-05-07 Full-speed position-sensorless control method for load torque compensation of permanent magnet synchronous motor

Country Status (1)

Country Link
CN (1) CN110112978B (en)

Cited By (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN112713834A (en) * 2020-12-17 2021-04-27 华中科技大学 Permanent magnet synchronous motor position sensorless control method and system
CN112859612A (en) * 2021-01-20 2021-05-28 北京航空航天大学 High-precision controller of ultralow-speed control moment gyro frame servo system
CN114244227A (en) * 2021-12-09 2022-03-25 珠海格力电器股份有限公司 Sliding mode speed control method and device and motor speed regulation control method and device
CN116599410A (en) * 2023-05-18 2023-08-15 南京理工大学 Hyperbolic sine function-based motor speed regulation system load torque estimation method

Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US4306182A (en) * 1980-03-24 1981-12-15 The Charles Stark Draper Laboratory, Inc. Polyphase motor drive system with balanced modulation
CN205304674U (en) * 2015-12-30 2016-06-08 上海贝思特门机有限公司 Permanent magnetism elevator door motor controller
CN107046384A (en) * 2017-06-10 2017-08-15 北京航空航天大学 A kind of durface mounted permanent magnet synchronous motor rotor position detection method
JP2019018773A (en) * 2017-07-20 2019-02-07 トヨタ自動車株式会社 Control system for suspension
CN109391201A (en) * 2018-10-25 2019-02-26 核工业理化工程研究院 Permanent magnet synchronous motor without sensor composite control method

Patent Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US4306182A (en) * 1980-03-24 1981-12-15 The Charles Stark Draper Laboratory, Inc. Polyphase motor drive system with balanced modulation
CN205304674U (en) * 2015-12-30 2016-06-08 上海贝思特门机有限公司 Permanent magnetism elevator door motor controller
CN107046384A (en) * 2017-06-10 2017-08-15 北京航空航天大学 A kind of durface mounted permanent magnet synchronous motor rotor position detection method
JP2019018773A (en) * 2017-07-20 2019-02-07 トヨタ自動車株式会社 Control system for suspension
CN109391201A (en) * 2018-10-25 2019-02-26 核工业理化工程研究院 Permanent magnet synchronous motor without sensor composite control method

Non-Patent Citations (2)

* Cited by examiner, † Cited by third party
Title
XI-WEI ZHOU等: "Research on Flux Oriented Control of High Power Density Asynchronous Motor", 《2010 INTERNATIONAL CONFERENCE ON ELECTRICAL AND CONTROL ENGINEERING》 *
许培林等: "12/10极永磁磁通切换电机转子初始位置检测", 《中国电机工程学报》 *

Cited By (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN112713834A (en) * 2020-12-17 2021-04-27 华中科技大学 Permanent magnet synchronous motor position sensorless control method and system
CN112713834B (en) * 2020-12-17 2022-04-19 华中科技大学 Permanent magnet synchronous motor position sensorless control method and system
CN112859612A (en) * 2021-01-20 2021-05-28 北京航空航天大学 High-precision controller of ultralow-speed control moment gyro frame servo system
CN112859612B (en) * 2021-01-20 2022-03-08 北京航空航天大学 High-precision controller of ultralow-speed control moment gyro frame servo system
CN114244227A (en) * 2021-12-09 2022-03-25 珠海格力电器股份有限公司 Sliding mode speed control method and device and motor speed regulation control method and device
CN114244227B (en) * 2021-12-09 2023-12-26 珠海格力电器股份有限公司 Sliding mode speed control method and device and motor speed regulation control method and device
CN116599410A (en) * 2023-05-18 2023-08-15 南京理工大学 Hyperbolic sine function-based motor speed regulation system load torque estimation method
CN116599410B (en) * 2023-05-18 2024-05-03 南京理工大学 Hyperbolic sine function-based motor speed regulation system load torque estimation method

Also Published As

Publication number Publication date
CN110112978B (en) 2021-02-26

Similar Documents

Publication Publication Date Title
CN110112978A (en) A kind of full speed method for controlling position-less sensor of permanent magnet synchronous motor load torque compensation
CN109302111B (en) Hybrid position observer of permanent magnet synchronous motor and position-sensorless servo system
CN103312255B (en) Method and device for controlling speed of permanent-magnet synchronous motor
CN106330046B (en) The five mutually fault-tolerant magneto method for controlling position-less sensor based on certain loads
CN110350835A (en) A kind of permanent magnet synchronous motor method for controlling position-less sensor
Zhou et al. Sensorless direct torque control for saliency permanent magnet brushless DC motors
Zhang et al. An improved Q-PLL to overcome the speed reversal problems in sensorless PMSM drive
CN109495047B (en) High-frequency signal injection-based sensorless control method for permanent magnet synchronous motor
CN103248287A (en) Switching method of position-sensor-free direct torque motor control system
CN113659904B (en) SPMSM sensorless vector control method based on nonsingular rapid terminal sliding mode observer
CN108377117A (en) Permanent magnet synchronous motor recombination current control system based on PREDICTIVE CONTROL and method
Ji et al. Sensorless control of linear vernier permanent-magnet motor based on improved mover flux observer
Bao et al. Improved sensorless control method combining SMO and MRAS for surface PMSM drives
Xu et al. Improved position sensorless control for PMLSM via an active disturbance rejection controller and an adaptive full-order observer
CN110649849A (en) Magnetic flux switching type permanent magnet linear motor position-free control method based on novel sliding-mode observer
CN109600089A (en) A kind of magneto position-sensorless control method based on novel back-emf observer
Singh et al. Sensor-based and sensorless vector control of PM synchronous motor drives: A comparative study
Shi et al. A novel commutation correction method for high-speed PM brushless DC motor
Zhang et al. Vector control of PMSM based on proportional resonance control
Zhang et al. Research on sensorless control of pmsm based on fuzzy sliding mode observer
CN112234894B (en) Dead-beat direct torque-flux linkage control system and method for variable flux memory motor
Bu et al. Design an improved sensorless sliding mode observer for PMSM
CN109379012B (en) Low-speed position estimation method of permanent magnet synchronous motor without high-frequency signal injection
Ding et al. Research on sensorless control of permanent magnet synchronous motor based on adaptive sliding mode observer
Qinghua et al. A novel position detection method of sensorless brushless DC motor based on sliding mode observer

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
TR01 Transfer of patent right
TR01 Transfer of patent right

Effective date of registration: 20220208

Address after: 310051 Room 405, block a, building 1, No. 57, jianger Road, Changhe street, Binjiang District, Hangzhou, Zhejiang Province

Patentee after: Hangzhou Lingxin Microelectronics Co.,Ltd.

Address before: The city Zhaohui six districts Chao Wang Road Hangzhou City, Zhejiang province 310014 18

Patentee before: ZHEJIANG University OF TECHNOLOGY