CN115459667A - Permanent magnet synchronous motor sensorless sliding mode control method based on improved approach law - Google Patents
Permanent magnet synchronous motor sensorless sliding mode control method based on improved approach law Download PDFInfo
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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
- H02P21/24—Vector control not involving the use of rotor position or rotor speed sensors
- H02P21/26—Rotor flux based control
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- 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
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- 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
- H02P21/05—Arrangements or methods for the control of electric machines by vector control, e.g. by control of field orientation specially adapted for damping motor oscillations, e.g. for reducing hunting
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- 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
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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
- H02P21/14—Estimation or adaptation of machine parameters, e.g. flux, current or voltage
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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
- H02P21/14—Estimation or adaptation of machine parameters, e.g. flux, current or voltage
- H02P21/18—Estimation of position or speed
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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
- H02P25/00—Arrangements or methods for the control of AC motors characterised by the kind of AC motor or by structural details
- H02P25/02—Arrangements or methods for the control of AC motors characterised by the kind of AC motor or by structural details characterised by the kind of motor
- H02P25/022—Synchronous motors
- H02P25/024—Synchronous motors controlled by supply frequency
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- H02—GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
- H02P—CONTROL OR REGULATION OF ELECTRIC MOTORS, ELECTRIC GENERATORS OR DYNAMO-ELECTRIC CONVERTERS; CONTROLLING TRANSFORMERS, REACTORS OR CHOKE COILS
- H02P27/00—Arrangements or methods for the control of AC motors characterised by the kind of supply voltage
- H02P27/04—Arrangements or methods for the control of AC motors characterised by the kind of supply voltage using variable-frequency supply voltage, e.g. inverter or converter supply voltage
- H02P27/06—Arrangements or methods for the control of AC motors characterised by the kind of supply voltage using variable-frequency supply voltage, e.g. inverter or converter supply voltage using dc to ac converters or inverters
- H02P27/08—Arrangements or methods for the control of AC motors characterised by the kind of supply voltage using variable-frequency supply voltage, e.g. inverter or converter supply voltage using dc to ac converters or inverters with pulse width modulation
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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
- H02P6/00—Arrangements for controlling synchronous motors or other dynamo-electric motors using electronic commutation dependent on the rotor position; Electronic commutators therefor
- H02P6/14—Electronic commutators
- H02P6/16—Circuit arrangements for detecting position
- H02P6/18—Circuit arrangements for detecting position without separate position detecting elements
- H02P6/182—Circuit arrangements for detecting position without separate position detecting elements using back-emf in windings
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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
- H02P2203/00—Indexing scheme relating to controlling arrangements characterised by the means for detecting the position of the rotor
- H02P2203/03—Determination of the rotor position, e.g. initial rotor position, during standstill or low speed operation
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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
- H02P2203/00—Indexing scheme relating to controlling arrangements characterised by the means for detecting the position of the rotor
- H02P2203/09—Motor speed determination based on the current and/or voltage without using a tachogenerator or a physical encoder
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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
- 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
Abstract
The invention relates to the technical field of motors, in particular to a sensorless sliding mode control method of a permanent magnet synchronous motor based on an improved approach law, which comprises the steps of constructing a speed regulating system of the permanent magnet synchronous motor; improving a constant speed term and an index term of an index approximation law of the sliding mode controller, and smoothing a sign function; judging whether the sliding mode controller of the improved index approach law meets the accessibility condition according to the stability of the Lyapunov; improving a switching function of the sliding-mode observer, calculating a stator current error equation, designing a sliding-mode control law, and analyzing stability. The invention adds the function which takes the absolute value of the speed error as a variable to the constant speed term and the exponential term respectively; the sign function in the exponential approximation law is improved and optimized, the problems of buffeting and large overshoot can be weakened after smoothing treatment, and the response speed and the dynamic quality of a control system are improved; and then, a sign function in the traditional sliding-mode observer is replaced by a saturation function, and the stability of the system is analyzed by utilizing a Lyapunov stability criterion.
Description
Technical Field
The invention relates to the technical field of motors, in particular to a sensorless sliding mode control method of a permanent magnet synchronous motor based on an improved approach law.
Background
At present, a Permanent Magnet Synchronous Motor (PMSM) is widely applied to the fields of aerospace, robots, new energy automobiles and the like due to the advantages of small size, simple structure, high efficiency, flexibility, diversity and the like. However, since the three-phase PMSM is a strongly coupled and nonlinear multivariable system, in order to improve the dynamic performance of the three-phase PMSM speed regulation system and weaken buffeting, the sliding mode control based on the approach law is widely applied due to the advantages of insensitivity to disturbance and parameters, high response speed, strong robustness and the like.
In the prior art, the sliding mode control of the permanent magnet synchronous motor of an improved index approaching law introduces the absolute value of a speed error into a constant speed term of a traditional index approaching lawThe system response time is shortened, buffeting of the state variables before the state variables reach the origin is weakened, and the overshoot of the initial moment of the motor rotating speed is large.
In order to realize a high-performance control system, it is very important to obtain accurate rotor position and rotation speed information, in the conventional control system, the rotor position and speed information can be obtained by using mechanical sensors such as an optical encoder, but the installation of the mechanical sensors increases the use cost, and the limitation of conditions such as temperature, humidity and vibration can impose strict requirements on the use environment, so that a great number of students pay extensive attention to and research the application of sensorless control in the permanent magnet synchronous motor; a novel improved sliding mode observer in the prior art introduces an amplification coefficient K before a traditional low-pass filter, amplifies a back electromotive force signal, replaces a sign function with an arc tangent function, introduces a recursive least square adaptive filter to replace the traditional low-pass filter, and finally introduces 1/K in an arc tangent operation module to restore the practicality of an estimated value, so that the problem that the system generates high-frequency buffeting due to sudden change of a switching function of the traditional sliding mode observer at a zero point is solved, but the design process of the system is complex.
Disclosure of Invention
Aiming at the defects of the existing algorithm, the invention solves the problems of buffeting and large overshoot; a sliding mode controller based on an improved exponential approximation law is designed on a speed ring to replace a traditional exponential approximation law sliding mode controller, and a speed error absolute value is newly added to each of a constant speed term and an exponential termAs a function of a variable; meanwhile, a sign function in the traditional exponential approaching law is improved and optimized, and after smoothing, the buffeting phenomenon can be weakened, the response speed is increased, and the dynamic quality of a system is controlled; and then, a sign function in the traditional sliding-mode observer is replaced by a saturation function, and the stability of the system is analyzed by utilizing a Lyapunov stability criterion.
The technical scheme adopted by the invention is as follows: a permanent magnet synchronous motor sensorless sliding mode control method based on an improved approach law comprises the following steps:
step one, through rotor structure of three-phase permanent magnet synchronous motor, permanent magnet synchronous motord-qConstructing a permanent magnet synchronous motor speed regulating system by a mathematical model, clark and Park conversion, vector control and SVPWM control under an axis coordinate system;
step two, improving a constant speed term and an index term of an index approximation rule of a sliding mode controller in a permanent magnet synchronous motor speed regulating system, and smoothing a sign function to obtain an improved index approximation rule; and judging whether the sliding mode controller of the improved index approaching law meets the accessibility condition according to the Lyapunov stability;
further, the formula for improving the constant speed term and the index term of the index approach law of the sliding mode controller is as follows:
wherein the content of the first and second substances,sis a function of the surface of the sliding mode,in order to be a rotational speed error,sign(s)in order to be a function of the sign,in order to approach the coefficients of the coefficients,kis the coefficient of the exponential approximation term.
Further, the formula for smoothing the sign function is as follows:
wherein the content of the first and second substances,is a normal number, and is,sis a sliding mode surface function.
Further, the formula of the improved exponential approximation law is as follows:
wherein the content of the first and second substances,sis a function of the surface of the sliding mode,in order to be the error of the rotation speed,sign(s)in order to be a function of the sign,in order to approach the coefficients of the coefficients,kis the coefficient of the exponential-approximation term,is a normal number.
Further, the specifically determining that the improved index approach law is satisfied according to the lyapunov stability by the sliding mode controller includes:
defining the Lyapunov function:
wherein, the first and the second end of the pipe are connected with each other,Vis a function of the Lyapunov function,sis a sliding mode surface function;
the method is obtained according to a Lyapunov function and an improvement exponent approximation law formula:
wherein, the first and the second end of the pipe are connected with each other,sis a sliding mode surface function;is the error of the rotating speed;in order to approach the coefficients of the coefficients,kis a coefficient of the exponential approximation term,is a normal number.
And step three, improving a switching function of the sliding mode observer, calculating a stator current error equation, designing a sliding mode control law, and analyzing stability.
Further, the switching function of the sliding mode observer is improved by adopting a saturation functionsat(s) Replacing switching functionssign(s),sat(s) The formula of (1) is:
wherein the content of the first and second substances,is a boundary layer of the magnetic recording medium,sis a function of the surface of the sliding mode,kis the coefficient of the exponential approximation term.
Further, the formula for calculating the stator current error equation is:
wherein the content of the first and second substances,current observation error;is a stator resistor;is a stator inductance;to extend the back emf;sat() Is a saturation function;Kis the gain factor of the sliding mode observer.
Further, a sliding mode control law is designed, and equivalent control quantity is carried out, specifically comprising:
designing a sliding mode control law, wherein the formula is as follows:
wherein, the first and the second end of the pipe are connected with each other,;is a sliding mode control law function;sat() Is a saturation function;Kis a sliding mode observer gain coefficient;
when the state variable of the sliding-mode observer reaches the sliding modeFlourAnd the state of the sliding-mode observer is always kept on the sliding-mode surface, and according to the equivalent control principle of sliding-mode control, the control quantity at the moment is regarded as equivalent control quantity to obtain:
wherein the content of the first and second substances,to extend the back emf;sat() Is a saturation function;Kis a sliding mode observer gain coefficient;
because the actual control quantity is a discontinuous high-frequency switching signal, in order to extract a continuous extended back electromotive force estimation value, a low-pass filter is added to obtain the extended back electromotive force estimation value, and the formula is as follows:
wherein the content of the first and second substances,is the time constant of the low-pass filter,to extend the back emf;expanding the back electromotive force estimation value;sat() Is a saturation function;
obtaining rotor position information by an arc tangent function method, wherein the formula is as follows:
wherein, the first and the second end of the pipe are connected with each other,the estimated value of the rotor position before adding the compensation angle is obtained;expanding the back electromotive force estimated value;is an arctangent function;
the angle compensation is added to the rotor position information to make up for the position angle estimation error caused by the low-pass filter delay, and the formula of the rotor position information after the angle compensation is added is as follows:
wherein the content of the first and second substances,is the cut-off frequency of the low-pass filter;the estimated value of the rotating speed is obtained;the estimated value of the rotor position before adding the compensation angle is obtained;the rotor position estimate after the addition of the compensation angle.
Further, the formula of the rotation speed estimation value is as follows:
wherein, the first and the second end of the pipe are connected with each other,the estimated value of the rotating speed is obtained;expanding the back electromotive force estimated value;is a permanent magnet flux linkage.
The invention has the beneficial effects that:
1. the index approaching law of the sliding mode controller is improved, the convergence time is shorter in the process that a motion point reaches a balance point from an initial value, buffeting is obviously improved, overshoot is not generated at the initial moment of the rotating speed of the motor, overshoot at the moment of sudden loading is minimum, the dynamic quality of approaching motion is improved, and the dynamic response speed and the problem precision are improved.
2. The sliding mode controller designed by improving the approximation rule can improve the dynamic quality of a controlled system, and compared with the sliding mode control of the permanent magnet synchronous motor of the traditional index approximation rule and the improved index approximation rule, the sliding mode controller has the advantages of higher response speed, smaller overshoot, improved robustness and rapidity of the system, weakened buffeting of the improved sliding mode observer and improved disturbance resistance of the control system.
3. The sliding mode observer is insensitive to parameter change and strong in robustness, the problem that the mechanical speed sensor cannot guarantee system stability due to the fact that the working environment inside the motor is complex when a vector control system of the permanent magnet synchronous motor adopts the mechanical speed sensor to detect the position and the rotating speed information of a rotor is solved through the combination of the sliding mode improved index approach law speed controller and the sliding mode observer, when the motor is started from zero speed to a reference speed, the time for reaching the stable state is shortened, overshoot does not exist, the fluctuation range of errors of the actual rotating speed and the estimated rotating speed is reduced, the waveform jitter of a position estimated value is smaller, the estimated value is close to the true value, and the waveform is smooth and does not have the phenomenon of jitter in the whole motor operation process.
Drawings
FIG. 1 is a flow chart of a sensorless sliding mode control method of a permanent magnet synchronous motor based on an improved approach law according to the invention;
FIG. 2 is a schematic control block diagram of a prior art PMSM speed control system;
FIG. 3 is a graph of the coordinate relationship of the Clark transformation and Park transformation of the prior art;
FIG. 4 is a graph comparing the switching function traces of the present invention with comparative examples 1 and 2;
FIG. 5 is a partially enlarged comparative plot of the switching function of the present invention versus comparative examples 1 and 2;
FIG. 6 is a graph comparing the controller output u motion trajectory of the present invention with that of comparative examples 1 and 2;
FIG. 7 is a diagram of a surface-mounted three-phase PMSM vector control simulation model based on a sliding mode speed controller;
FIG. 8 is a diagram of a simulation model of the controller of comparative example 1;
FIG. 9 is a diagram of a simulation model of the controller of comparative example 2;
FIG. 10 is a diagram of a controller simulation model of the present invention;
FIG. 11 is a waveform diagram of three-phase current of the controller of comparative example 1;
FIG. 12 is a waveform diagram of three-phase current of the controller of comparative example 2;
FIG. 13 is a three-phase current waveform of the controller of the present invention;
FIG. 14 is a graph comparing the machine speeds of the present invention with comparative examples 1 and 2;
FIG. 15 is a graph comparing motor torques of the present invention with comparative examples 1 and 2;
FIG. 16 is a schematic block diagram of PMSM sliding mode vector control of the governor system of the present invention;
FIG. 17 is a functional block diagram of a sliding-mode observer algorithm;
FIG. 18 is a PMSM dual closed loop system simulation model;
fig. 19 is a waveform diagram of the sliding mode observed rotational speed estimation of comparative example 1;
FIG. 20 is a waveform diagram of the sliding mode observed speed estimation of the present invention;
fig. 21 is a waveform diagram of a rotation speed estimation error of comparative example 1;
FIG. 22 is a plot of a speed estimation error waveform of the present invention;
FIG. 23 is a graph of the rotor position actual value and the estimated waveform of comparative example 1;
FIG. 24 is a graph of the rotor position actual versus estimated waveforms of the present invention;
FIG. 25 is a rotor position estimation error map of comparative example 1;
FIG. 26 is a rotor position estimation error map of the present invention.
Detailed Description
The invention will be further described with reference to the accompanying drawings and examples, which are simplified schematic drawings and which illustrate only the basic structure of the invention and, therefore, only show the structures associated with the invention.
As shown in fig. 1, a sensorless sliding mode control method for a permanent magnet synchronous motor based on an improved approach law includes the following steps:
constructing a permanent magnet synchronous motor speed regulating system through a rotor structure of a three-phase permanent magnet synchronous motor, a mathematical model under a d-q axis coordinate system of the permanent magnet synchronous motor, clark and Park conversion, vector control and SVPWM control;
fig. 2 is a schematic control block diagram of a speed control system of a permanent magnet synchronous motor, wherein the speed control system of the permanent magnet synchronous motor comprises a permanent magnet synchronous motor structure, a mathematical model of the permanent magnet synchronous motor, coordinate transformation, a vector control principle and an SVPWM principle;
according to different positions on a permanent magnet rotor of the permanent magnet synchronous motor, the rotor structure of the three-phase permanent magnet synchronous motor can be divided into a surface-mounted structure and a built-in structure.
Permanent magnet synchronous machine mathematical model:
for the sake of simple analysis, the three-phase permanent magnet synchronous motor is assumed to be an ideal motor, and the following assumptions are satisfied:
1. ignoring saturation of the motor core;
2. eddy current and hysteresis loss in the motor are not counted;
3. the current in the motor is symmetrical three-phase sine wave current.
Selective surface-mounted permanent magnet synchronous motord-qMathematical model under the axis coordinate system, PMSM stator voltage equation:
wherein, the first and the second end of the pipe are connected with each other,respectively stator current and stator voltageAn on-axis component;respectively stator inductance inAn on-axis component;Ris a stator resistor;the number of pole pairs of the motor is;mechanical angular velocity;is a permanent magnet flux linkage.
Electromagnetic torque expression:
wherein, the first and the second end of the pipe are connected with each other,T e in order to be an electromagnetic torque,the number of the pole pairs of the motor is,is a permanent magnet flux linkage, and is provided with a permanent magnet,for stator current inqThe component on the axis.
PMSM equation of motion expression:
wherein, the first and the second end of the pipe are connected with each other,Jis the moment of inertia;in order to be a load torque,the number of the pole pairs of the motor is,is a permanent magnet flux linkage, and is characterized in that,for stator current inqThe component on the axis of the light beam,is the mechanical angular velocity.
In order to simplify the mathematical model of the three-phase permanent magnet synchronous motor in the natural coordinate system, the coordinate transformation adopted generally includes stationary coordinate transformation (Clark transformation) and synchronous rotating coordinate transformation (Park transformation), and the coordinate relationship between them is shown in fig. 3 below, in whichABCIs a natural coordinate system and is characterized in that,d-qin order to rotate the coordinate system synchronously,is a stationary coordinate system.
Clark transformation:
will be a natural coordinate systemABCTransformation to a stationary coordinate systemIs called Clark transformation, from fig. 2a Clark transformation formula can be derived:
wherein, the first and the second end of the pipe are connected with each other,representing variables such as motor voltage, current or flux linkage;is a coordinate transformation matrix, which can be expressed as:
the coefficient before transforming matrix is 2/3, which is obtained by using the unchanged amplitude as the constraint condition.
Park transformation:
will be a stationary coordinate systemTransformation to a synchronous rotating coordinate systemd-qThe coordinate transformation of (2) is called Park transformation, and a Park coordinate transformation formula can be obtained according to fig. 2:
wherein the content of the first and second substances,is a coordinate transformation matrix, which can be expressed as:
will synchronously rotate the coordinate systemd-qTransformation to a stationary coordinate systemThe coordinate transformation of (2) is called inverse Park transformation, and can be expressed as:
wherein, the first and the second end of the pipe are connected with each other,is a coordinate transformation matrix, which can be expressed as:
wherein, the first and the second end of the pipe are connected with each other,transforming the angle for the coordinate;
the vector control is based on the coordinate transformation theory, the basic principle of the vector control is that the PMSM is equivalent to a direct current motor according to the magnetic field equivalent principle, and the stator current vector is decomposed into exciting current in a rotor rotating coordinate systemi d And torque currenti q Then the torque control of the PMSM is realized by respectively controlling the two; PMSM vector control adopts two closed-loop control links of speed and current, firstly, a position signal acquired by a sensor is calculated to obtain the rotating speed of a motor, then the rotating speed is compared with a reference speed to obtain an adjusting deviation, then the adjusting deviation is used as an input value of a sliding mode observer (SMC), and a control strategy is used for obtaining an input valuei q A reference value of (d); secondly, the collected motor stator current is obtained through coordinate transformationi d 、i q (ii) a Finally willi d =0 and obtained by PI controlleri q Obtained by transforming reference values with coordinatesi d 、i q Respectively comparing to obtain regulating deviation, and then using PI controller to make regulation deviationi d 、i q The control of the motor is realized.
The SVPWM control strategy is to control the converter according to the switching of the space voltage (current) vector of the converter, and the idea is to adopt the switching of the space voltage vector of the inverter to obtain a quasi-circular rotating magnetic field, so that the alternating current motor obtains better control performance than the SPWM algorithm under the condition of low switching frequency; the SVPWM algorithm is actually a particular combination of switching firing sequences and pulse width magnitudes corresponding to the three-phase voltage source inverter power devices in the ac machine that will produce three-phase less distorted sinusoidal current waveforms in the stator coils that differ from each other by 120 electrical degrees.
Step two, improving a constant speed term and an index term of an index approximation rule of a sliding mode controller in a permanent magnet synchronous motor speed regulating system, and smoothing a sign function to obtain an improved index approximation rule; and judging whether the sliding mode controller of the improved index approach law meets the accessibility condition according to the stability of the Lyapunov;
sliding mode control philosophy:
the sliding mode control is a control strategy of a variable structure control system, the control is discontinuous, and is a switching characteristic which enables the structure of the system to change along with time, the characteristic enables the system to move up and down along a specified state track with small amplitude and high frequency under a certain condition, and the sliding mode control needs to meet the following conditions:
1. a sliding mode exists;
2. satisfies the accessibility condition, and is arranged on the sliding form surfaceThe other points of movement will reach the slip-form surface in a limited time, i.e.;
3. The stability of the sliding mode movement is ensured.
The motion of a sliding mode variable structure control system is generally composed of two parts, as shown in fig. 3: the first partABThe method is a normal movement outside a sliding mode surface, and is an approaching movement stage from approaching the sliding mode surface to reaching; the second partBCIs arranged near and along the slip-form surfaceThe movement of (2); the normal movement phase must be satisfiedThe system state space variable can reach the sliding mode surface from any unknown initial state within a limited time under the accessibility condition; therefore, the approximation law function can be designed to ensure the quality of the normal motion phase.
Traditional exponential approximation law:
the index approach law is proposed for the first time in 1996 by the high-rise academy of propylene in China (referred to as comparative example 1), and the expression is as follows:
wherein the content of the first and second substances,sis a sliding mode surface function;sign(s)is a sign function;is an approximation coefficient;
in the prior art, an expression of an improved index approach law (referred to as a comparative example 2 for short) provided in sliding mode control of a permanent magnet synchronous motor of the improved index approach law is as follows:
wherein the content of the first and second substances,sis a sliding mode surface function;in order to be the error of the rotation speed,sign(s)is a sign function;is an approximation coefficient.
From equation (10), it can be seen that the conventional index approximation law includes two parts, namely an isovelocity term and an index termThe system state can be ensured to approach to the sliding mode at a larger speed when the sliding mode surface is far away from the sliding mode surface, but the approach of the motion point to the switching surface is an asymptotic process, and the simple exponential approach cannot ensure the arrival within a limited time, so that the constant velocity term is addedCan ensure that when s approaches the sliding mode surface, the approaching speed isRather than zero, ensuring arrival within a limited time; in the exponential approximation law, in order to satisfy the requirement of fast approximation and simultaneously weaken buffeting, reasonable increase should be madeqWhile reducing。
When the state variable of the traditional index approach law is far away from the sliding mode surface, the cut-in is not stable, and the convergence speed is low; when the moving point reaches the balance point from the initial value, the convergence time is longer, the buffeting is larger, the dynamic quality of the approaching movement is poor, the dynamic response speed is slow, the overshoot is large when the load is started and suddenly loaded, and the disturbance resistance capability is poor.
In order to solve the defects of the traditional exponential approximation law, an exponential approximation law formula is improved, and the formula is as follows:
wherein the content of the first and second substances,sis a function of the surface of the sliding mode,in order to be the error of the rotation speed,sign(s)in the form of a function of the sign,in order to approach the coefficients of the coefficients,kcoefficients that are exponential approximations;
absolute value of speed errorRespectively introducing into an isovelocity term and an index term, and analyzing to obtain that: when the motion trail of the system state variable is far away from the sliding mode surface,relatively large, the speed change term approaches zero and is mainly acted by the variable index termThe speed tends to the sliding mode surface, so that the approaching speed is increased; when the sliding mode surface is approached, the approaching rate of the exponential term approaches to 0, and the approaching coefficient of the speed change term isAnd the sliding mode control law acts to enable the state variable to enter the sliding mode surface and move towards the original point, the process enables the speed change term to be continuously reduced and finally to be stabilized at the original point, the buffeting phenomenon is restrained, and the defects of the existing index approaching law are overcome.
Because the sign function in the exponential approximation law is a discontinuous switch function, buffeting is increased, and the sign function is smoothed:
wherein, the first and the second end of the pipe are connected with each other,is a normal number and takes value;
The improvement index approach law at this time is:
wherein, the first and the second end of the pipe are connected with each other,sis a function of the surface of the sliding mode,in order to be the error of the rotation speed,in order to approach the coefficients of the coefficients,kis the coefficient of the exponential-approximation term,is a normal number;
and (3) stability analysis:
according to the Lyapunov stability criterion, the method comprises the following steps: arrival conditions of slip formDefining the Lyapunov function:
the following equation (14) is derived:
the system is asymptotically stable, and the sliding mode controller for improving the exponential approximation law meets the accessibility condition.
Comparing the performance analysis of the approximation law in the comparative example 1 and the comparative example 2 with the performance analysis of the improved index approximation law of the invention;
for the following equation of state:
wherein, the first and the second end of the pipe are connected with each other,A、Bis a system matrix parameter;
respectively analyzing the performance of the traditional index approach law and the improved index approach law, and designing a sliding mode surface function as follows:
wherein, the first and the second end of the pipe are connected with each other,Cthe parameters of the sliding mode surface are obtained;
the following is derived from equation (18):
the control output of the systemuThe expression is as follows:
wherein the content of the first and second substances,,x1、x2 are respectively two state variables of the system,A、Bis a system matrix parameter; the embodiment sets up:
,,Cis the parameter of the sliding mode surface,,slawfor the approach law, the initial value of the state variable is set to。
Respectively carrying out simulation in MATLAB, and improving parameter setting in an index approaching law:the approach law selects the same parameters:。
FIGS. 4-6 show the switching function trajectory, switching function local amplification and control output of the present invention and comparative examples 1 and 2, respectivelyuComparing the tracks; the comparison of the approaching law performance shows that: according to the improved exponential approximation rule, in the process that the moving point reaches the equilibrium point from the initial value, the response speed is fastest, the convergence time is shortest, the buffeting is obviously improved, the dynamic quality of the approximation movement is improved, and the dynamic response speed and the steady-state precision are improved.
Designing a sliding mode speed controller, and the process is as follows:
defining PMSM system state variables:
wherein, the first and the second end of the pipe are connected with each other,the reference rotating speed of the motor is a constant;is the actual rotational speed.
According to the formulae (3) and (21):
defining a first order linear sliding mode surface function as:
wherein c >0 is a parameter to be designed.
The formula (23) is derived:
the available controller output expression:
thus, the q-axis reference current is found to be:
wherein the content of the first and second substances,is composed ofqA shaft reference current;cin order to design the parameters to be designed,c>0;is the constant velocity approach term coefficient;is an exponential approach term coefficient;the absolute value of the rotation speed error is obtained.
And (3) simulation comparison of a sliding mode speed controller:
a surface-mounted three-phase PMSM vector control simulation model based on a sliding mode speed controller is built in MATLAB/Simulink, the built system simulation model is shown in FIG. 7, wherein the speed ring uses the sliding mode controller based on an improved index approach law to replace a traditional sliding mode speed controller, a PI regulator is still adopted as a current ring, the approach law sliding mode speed controllers of a comparative example 1 and a comparative example 2 and the improved sliding mode speed controller simulation model of the invention are shown in the following FIGS. 8-10, and motor parameters and simulation conditions used in simulation are set as shown in the following Table 1:
TABLE 1 Motor parameter table
In order to verify the superiority of the sliding mode speed controller designed by the invention, simulation conditions are set as follows: reference rotational speed isInitial moment load torqueAt t =0.2s, the load torque suddenly increases toSimulation time is set to 0.4s, sliding mode controller parameters are set to c =35,;
comparing the invention with the index approach law sliding mode speed controllers provided in comparative example 1 and comparative example 2, the simulation result is shown in the following fig. 11-13; it can be seen that in the first three-phase current stabilization phase, the control response speed of the comparative example 1 is the slowest, the current variation amplitude tends to be 0 and the maximum, the current is stabilized at 0.07s, the stabilization process tends to be the longest, the three-phase current waveform in the whole process is zigzag, the number of burrs is large, and the waveform is uneven; the exponential approximation law of the comparative example 2 is that the phase current a value is about 15.53A at the initial moment, the phase current b peak value reaches 27.48A, the current change amplitude is large, the response speed is high, the current curve is more stable than the traditional curve and tends to be stable at 0.45 s; the phase a current value in the improved index approach law current waveform of the invention is about 8.36A, the phase b current peak value reaches 16.52A, the current variation amplitude is minimum and is stabilized at 0.023s, and the three-phase current waveform curve is smooth and presents a standard sine waveform.
In the process that the three-phase current tends to be stable for the second time after the load is suddenly applied to the system for 0.2s, the control of the comparative example 1 cannot reach the specific torque in time, the current change amplitude is large in the stable process, about 2.3A, and the control is not stable enough and is stabilized at the position of 0.3 s; the current variation amplitude of comparative example 2 stabilized at 0.28s with an exponential approach law stabilization of about 1.2A; the improvement index approach law of the invention is stabilized at 0.26s, and the stabilization time is shortest.
FIG. 14 is a comparison graph of the rotating speed of the motor in three methods, after the motor of the exponential approximation law sliding mode speed controller in comparative example 1 is started at zero speed, the rotating speed reaches a reference value in about 0.1s, the rotating speed can reach 1178r/min, and obvious large overshoot exists, wherein the overshoot is 17.8%; when the load is suddenly changed from 0N.m to 10N.m in 0.2s, the rotating speed waveform is quickly deviated from a given value and is restored to be stable again in about 0.3s, the fluctuation peak value is 857.9r/min, and the overshoot is 14.2%; after the sliding mode speed controller motor of the comparative example 2 is started at zero speed, the rotating speed reaches a reference value in about 0.12s, the highest peak value of the rotating speed is 1128r/min, the overshoot is 12.8%, the overshoot is reduced by 28.1% compared with the traditional method, and after the load is suddenly changed in 0.2s, the fluctuation peak value of the rotating speed is 898.7r/min, and the overshoot is 10.1%; after the improved sliding mode speed controller motor is started at zero speed, the rotating speed reaches a reference value in about 0.07s, the rotating speed waveform has no overshoot phenomenon, when the load is suddenly changed in 0.2s, the rotating speed fluctuation peak value is 902.5r/min, the overshoot is 9.75%, the overshoot is reduced by 31.34% in comparison with the overshoot in the comparison ratio 1 and is reduced by 3.47% in comparison with the overshoot in the comparison ratio 2.
Fig. 15 is a comparison of motor torques for three methods, and the simulation shows that: at the initial moment, the electromagnetic torque response speed of the invention is fastest, the electromagnetic torque tends to be stable at 0.04s, no overshoot is generated in the process of tending to be stable, and the trend of the electromagnetic torque response speed is shortest; the response speed of the electromagnetic torque of comparative example 2 was the second, the settling time was 0.08s; the electromagnetic torque response speed of the comparative example 1 is the slowest and tends to be stable at 0.09s, and the waveform diagram shows that obvious burrs exist in the response waveform in the whole electromagnetic torque response process. In the sudden loading stage, the electromagnetic torque variation amplitude of the comparative example 1 is 3N.m, the overshoot is 30%, and the response waveform has obvious buffeting in the whole electromagnetic torque response process; the overshoot of comparative example 2 and the present invention is about 17%, tending to a shorter settling time than conventional, smooth waveform and no buffeting.
And step three, improving a switching function of the sliding-mode observer, calculating a stator current error equation, designing a sliding-mode control law, and performing stability analysis.
Fig. 16 is a schematic diagram of PMSM sliding mode vector control of a speed regulation system, a mechanical speed sensor is mostly used in a vector control system of a permanent magnet synchronous motor to detect position and rotation speed information of a rotor, and a non-speed sensor is gradually used for control because the internal working environment of the motor is complex and severe and the mechanical speed sensor cannot guarantee system stability.
For surface-mounted permanent magnet synchronous motor () In a stationary coordinate systemThe current state equation of the mathematical model in (1) is:
wherein, the first and the second end of the pipe are connected with each other,respectively stator current atThe component of (a);respectively, stator voltages are atThe component of (a);as stator inductance;To extend the back emf.
Wherein:in order to be the electrical angular velocity,is a permanent magnet flux linkage, and is provided with a permanent magnet,is a position angle.
From the expressions (28) and (29), it can be seen that the expression of the extended back electromotive force is only a variable related to the rotation speed of the motor, and since the extended back electromotive force of the three-phase permanent magnet synchronous motor contains all information of the position and the rotation speed of the rotor of the motor, the rotation speed and the position information of the motor can be solved only by accurately acquiring the extended back electromotive force.
Based onsign(s) The traditional sliding mode observer control system of the function has larger buffeting caused by high-frequency signal switching, the invention improves the sliding mode observer and adopts a saturation functionsat(s) Replace the switching function in the conventional sliding-mode observersign(s);
Function of saturationsat(s) Its expression is:
wherein, the first and the second end of the pipe are connected with each other,the boundary layer is formed, and the essence of the boundary layer is that switching control is adopted outside the boundary layer; within the boundary layer, linear feedback control is adopted;kIs a saturation function coefficient;sis a sliding mode surface function.
In order to obtain an estimate of the extended back emf, the sliding-mode observer is designed as follows:
wherein, the first and the second end of the pipe are connected with each other,is an observed value of the stator current;is a control input of the observer;sat() Is a saturation function;Kis the gain coefficient of the sliding-mode observer;is a stator resistor;is the stator inductance.
The stator current error equation is obtained by subtracting equations (31) and (28):
wherein the content of the first and second substances,current observation error;to extend the back emf;sat() Is a saturation function;is a stator resistor;is a stator inductance;Kis the gain factor of the sliding mode observer.
Fig. 17 is a schematic block diagram of the sliding-mode observer algorithm implementation, and the sliding-mode control law is designed as follows:
wherein, the first and the second end of the pipe are connected with each other,;sat() Is a saturation function;Kis the gain coefficient of the sliding-mode observer;is a sliding mode control law function.
When the state variable of the observer reaches the sliding mode surfaceAnd then, the state of the observer is always kept on the sliding mode surface, and according to the equivalent control principle of sliding mode control, the control quantity at the moment can be regarded as equivalent control quantity, so that the following can be obtained:
since the actual control quantity is discontinuous high-frequency switching signal, in order to extract continuous extended back electromotive force estimation value, a low-pass filter is usually added, namely
Wherein the content of the first and second substances,is a low-pass filterAn inter constant;sat() Is a saturation function;Kis the gain coefficient of the sliding mode observer;the back emf estimate is extended.
Obtaining rotor position information by an arc tangent function method, wherein the formula is as follows:
wherein the content of the first and second substances,expanding the back electromotive force estimated value;is a rotor position estimate;is an arctangent function.
However, since the equivalent control quantity is low-pass filtered, the amplitude and phase lag phenomenon will be generated by expanding the estimated value of the back electromotive force while filtering the high-frequency switching signal, so an angle compensation is needed to be added on the basis of calculating the rotor position by the formula (36) to compensate the position angle estimation error caused by the delay of the low-pass filter, that is, the position angle estimation error is caused by the delay of the low-pass filter
Wherein the content of the first and second substances,is the cut-off frequency of the low-pass filter;is an arctangent function;is a rotation speed estimated value;the estimated value of the rotor position before adding the compensation angle is obtained;the rotor position estimate after the addition of the compensation angle.
The rotation speed information is obtained by differentiating equation (36), and the expression of the rotation speed estimation value is:
wherein, the first and the second end of the pipe are connected with each other,the estimated value of the rotating speed is obtained;expanding the back electromotive force estimated value;is a permanent magnet flux linkage.
And (3) stability analysis:
the stability of the system is analyzed by applying the Lyapunov stability criterion, and the system can be known as the following formula (32):
wherein the content of the first and second substances,Ras the resistance of the stator,L s in order to be the stator inductance, the inductance,sis a slip form surface and is provided with a plurality of slip forms,E s is the back electromotive force of the motor,Kin order to obtain the sliding mode gain of the sliding mode observer,sat(s) Is a saturation function.
Establishing a Lyapunov stability equation:
wherein the content of the first and second substances,Ras the resistance of the stator,L s in order to be the stator inductance, the inductance,in order to be the function of Lyapunov,is the derivative of the Lyapunov function,sat(s) In order to be a function of the saturation,E s is the motor back electromotive force.
According to the stability condition, the following requirements are satisfied:
from the formula (39):
Simulation analysis:
as shown in fig. 18, for a PMSM dual closed-loop system simulation model built in MATLAB/Simulink, the motor parameters are consistent with the sliding mode speed controller simulation parameters, and the running process is designed as follows: the reference speed of the motor is 1000r/min, the simulation time is 0.4s, and a saturation function is adopted in a Sliding Mode Observer (SMO) algorithmsat() Symbolic function replacing traditional sliding-mode observersign(),sat() Is set to be [2-2 ]]In order to accelerate the simulation speed, a fixed-step-size ode3 (Bogacki-Shampine) algorithm is selected, and the simulation step size is set to be 2x10 -7 And s, simulating and comparing the traditional sliding-mode observer based on the traditional index approach law with the improved index approach law + improved sliding-mode observer of the invention for comparison.
From FIG. 19, which is a waveform diagram of the rotation speed of comparison 1, it can be seen that, when the motor is started from zero speed to reach the reference speed, the speed reaches the stable maximum speed of 1162r/min at about 0.1s, and the overshoot is 16.2%; fig. 20 is a waveform diagram of the modified rotation speed, and it can be seen from the diagram that the motor reaches a steady state in about 0.07s during the process from zero-speed starting to the reference speed, no overshoot occurs, and the waveform is smooth and has no buffeting phenomenon during the whole motor operation process.
Fig. 21 is a waveform diagram of the rotating speed estimation error of the conventional sliding-mode observer based on the conventional exponential approximation law, and it can be seen from the diagram that: when the traditional sliding-mode observer is adopted, under the steady state of the motor, the error fluctuation range of the actual rotating speed and the estimated rotating speed is-7.2-10.1 r/min, the rotating speed error is 17.3r/min, and the jitter amplitude is large; FIG. 22 shows that when the improved sliding-mode observer is adopted to make the motor in a steady state, the error between the actual rotating speed and the estimated rotating speed is 14.92r/min, and the jitter is obviously reduced. Compared with the traditional sliding mode observer, the improved sliding mode observer has the advantages that the motor rotating speed tracking curve has smaller buffeting, only a small amount of ripples exist, and the improved sliding mode observer has better dynamic performance.
FIGS. 23 and 24 are respectively a waveform of the rotor position angle estimation of the conventional sliding mode observer based on the conventional exponential approximation law and a waveform of the rotor position angle estimation of the present invention using the improved sliding mode observer;
FIGS. 25 and 26 are respectively a waveform diagram of an estimation error of a rotor position angle of a conventional sliding mode observer based on a conventional exponential approach law and a waveform diagram of an estimation error of a rotor position angle of the improved sliding mode observer according to the present invention;
compared with the traditional sliding-mode observer which can be based on the traditional exponential approximation law, the position estimation error of the traditional sliding-mode observer has larger burrs, and compared with the traditional sliding-mode observer, the position estimation value of the improved sliding-mode observer has small waveform jitter and is close to a real value.
In light of the foregoing description of the preferred embodiment of the present invention, many modifications and variations will be apparent to those skilled in the art without departing from the spirit and scope of the invention. The technical scope of the present invention is not limited to the content of the specification, and must be determined according to the scope of the claims.
Claims (9)
1. A permanent magnet synchronous motor sensorless sliding mode control method based on an improved approach law is characterized by comprising the following steps:
step one, through rotor structure of three-phase permanent magnet synchronous motor, permanent magnet synchronous motord-qConstructing a permanent magnet synchronous motor speed regulating system by a mathematical model, clark and Park conversion, vector control and SVPWM control under an axis coordinate system;
step two, improving a constant speed term and an index term of an index approximation rule of a sliding mode controller in a permanent magnet synchronous motor speed regulating system, and smoothing a sign function to obtain an improved index approximation rule; and judging whether the sliding mode controller of the improved index approach law meets the accessibility condition according to the stability of the Lyapunov;
and step three, improving a switching function of the sliding mode observer, calculating a stator current error equation, designing a sliding mode control law, and analyzing stability.
2. The sensorless sliding-mode control method of the permanent magnet synchronous motor based on the improved approximation law according to claim 1, wherein the formula for improving the constant speed term and the index term of the index approximation law of the sliding-mode controller is as follows:
wherein the content of the first and second substances,is a function of the surface of the sliding mode,in order to be the error of the rotation speed,sign(s)in order to be a function of the sign,in order to approach the coefficients of the coefficients,kis the coefficient of the exponential approximation term.
3. The improved approximation law-based sensorless sliding mode control method for the permanent magnet synchronous motor according to claim 1, wherein a formula for smoothing a sign function is as follows:
4. The improved approximation law-based sensorless sliding-mode control method for the permanent magnet synchronous motor according to claim 1, wherein the formula of the improved exponential approximation law is as follows:
wherein, the first and the second end of the pipe are connected with each other,sis a function of the surface of the sliding mode,in order to be the error of the rotation speed,sign(s)in order to be a function of the sign,in order to approach the coefficients of the coefficients,kis the coefficient of the exponential-approximation term,is a normal number.
5. The sensorless sliding-mode control method of the permanent magnet synchronous motor based on the improved approximation law according to claim 1 is characterized in that a sliding-mode controller for judging the improved exponent approximation law according to the lyapunov stability meets accessibility conditions, and specifically comprises the following steps:
defining the Lyapunov function:
wherein, the first and the second end of the pipe are connected with each other,Vis a function of the Lyapunov function,sis a sliding mode surface function;
the method is obtained according to the Lyapunov function and the improved exponential approximation law formula:
wherein the content of the first and second substances,is a function of the surface of the sliding mode,in order to be a rotational speed error,sign(s)in order to be a function of the sign,in order to approach the coefficients of the coefficients,kis the coefficient of the exponential-approximation term,is a normal number.
6. The improved approximation law-based sensorless sliding mode control of permanent magnet synchronous motor according to claim 1The method is characterized in that the switching function of the sliding-mode observer is improved by adopting a saturation functionsat(s) Replacing switching functionssign(s),sat(s) The formula of (1) is:
7. The improved approximation law-based sensorless sliding-mode control method for the permanent magnet synchronous motor according to claim 1, wherein a formula for calculating a stator current error equation is as follows:
8. The improved approximation law-based sensorless sliding-mode control method for the permanent magnet synchronous motor according to claim 1 is characterized in that a sliding-mode control law is designed, and equivalent control quantities are carried out, and specifically the method comprises the following steps:
designing a sliding mode control law, wherein the formula is as follows:
when the state variable of the sliding-mode observer reaches the sliding-mode surfaceAnd the state of the sliding mode observer is always kept on the sliding mode surface, and according to the equivalent control principle of sliding mode control, the control quantity at the moment is regarded as equivalent control quantity to obtain:
wherein, the first and the second end of the pipe are connected with each other,to extend the back emf;sat() Is a saturation function;Kis a sliding mode observer gain coefficient;
because the actual control quantity is a discontinuous high-frequency switching signal, in order to extract a continuous extended back electromotive force estimation value, a low-pass filter is added to obtain the extended back electromotive force estimation value, and the formula is as follows:
wherein the content of the first and second substances,is the time constant of the low-pass filter,to extend the back emf;expanding the back electromotive force estimation value;sat() Is a saturation function;
obtaining the position information of the rotor by an arc tangent function method, wherein the formula is as follows:
wherein the content of the first and second substances,the estimated value of the rotor position before adding the compensation angle is obtained;expanding the back electromotive force estimated value;is an arctangent function;
the angle compensation is added to the rotor position information to make up for the position angle estimation error caused by the low-pass filter delay, and the formula of the rotor position information after the angle compensation is added is as follows:
wherein, the first and the second end of the pipe are connected with each other,is the cut-off frequency of the low-pass filter;the estimated value of the rotating speed is obtained;the estimated value of the rotor position before adding the compensation angle is obtained;the rotor position estimate after the addition of the compensation angle.
9. The improved approximation law-based sensorless sliding-mode control method for the permanent magnet synchronous motor according to claim 8, wherein the formula of the rotation speed estimation value is as follows:
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