CN113395028B - Method for forming flux linkage observer based on voltage and current hybrid model - Google Patents
Method for forming flux linkage observer based on voltage and current hybrid model 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
- H02P21/0003—Control strategies in general, e.g. linear type, e.g. P, PI, PID, using robust control
- H02P21/0017—Model reference adaptation, e.g. MRAS or MRAC, useful for control or parameter estimation
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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
- H02P21/06—Rotor flux based control involving the use of rotor position or rotor speed sensors
- H02P21/08—Indirect field-oriented control; Rotor flux feed-forward control
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- H—ELECTRICITY
- H02—GENERATION; CONVERSION OR DISTRIBUTION OF ELECTRIC POWER
- H02P—CONTROL OR REGULATION OF ELECTRIC MOTORS, ELECTRIC GENERATORS OR DYNAMO-ELECTRIC CONVERTERS; CONTROLLING TRANSFORMERS, REACTORS OR CHOKE COILS
- H02P21/00—Arrangements or methods for the control of electric machines by vector control, e.g. by control of field orientation
- H02P21/13—Observer control, e.g. using Luenberger observers or Kalman filters
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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
- H02P21/141—Flux estimation
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Abstract
本发明公开了一种电压电流混合模型磁链观测器的形成方法,包括如下步骤:步骤A:通过对电压电流混合模型磁链观测器的PI参数的设计,减小特征函数F(s)的虚部,同时保证随着频率的上升,特征函数F(s)的实部逐渐从0增长到1;步骤B:对改进后的电压电流混合模型磁链观测器进行稳定性分析。本发明可以实现电流模型和电压模型平滑切换,减小磁链估计误差,从而解决传统混合模型磁链观测器在中速区存在的鲁棒性较差的问题。当电机参数存在误差时,改进的混合模型磁链观测器可以在全速范围内观测到准确的转子磁链,解决了在不同的转速下,幅值衰减和相位偏移等问题。
The invention discloses a method for forming a voltage-current hybrid model flux linkage observer. At the same time, it is ensured that with the increase of frequency, the real part of the characteristic function F(s) gradually increases from 0 to 1; Step B: Stability analysis of the improved voltage-current hybrid model flux linkage observer. The present invention can realize the smooth switching of the current model and the voltage model, reduce the flux linkage estimation error, and thus solve the problem of poor robustness in the medium-speed region of the traditional hybrid model flux linkage observer. When there is an error in the motor parameters, the improved hybrid model flux observer can observe the accurate rotor flux in the full speed range, which solves the problems of amplitude attenuation and phase shift at different speeds.
Description
技术领域technical field
本发明属于电力电子领域,特别是涉及基于电压电流混合模型的磁链观测器的形成方法。The invention belongs to the field of power electronics, in particular to a method for forming a flux linkage observer based on a voltage-current hybrid model.
背景技术Background technique
感应电机控制系统中的关键是准确获得转子磁链矢量的幅值和空间位置。转子磁链的直接检测比较困难,现有文献指出,磁链估计大多采用电压模型、电流模型和全阶磁链观测模型等。由于电流模型包含转子时间常数与互感参数,当电机温升和磁路饱和时会对这些参数产生很大的影响,从而造成磁链观测误差。但综合来看,电流模型不需要电压信号且没有直流偏置的影响,所以更适合低速运行状态。电压模型里不包含转子电阻,电机参数鲁棒性更强,因此中、高速时性能优于电流模型。但电压模型在实际应用中主要存在两个问题:一是低速场合对定子电阻变化较敏感;二是模型中的纯积分环节易引起磁链观测误差。前者可以通过在线参数自适应减小定子电阻参数的影响;而后者在实际应用中,由于电磁干扰、传感器测量和采样误差等造成纯积分环节直流偏置和积分饱和问题更为显著。The key in the induction motor control system is to accurately obtain the magnitude and spatial position of the rotor flux linkage vector. The direct detection of rotor flux linkage is difficult. The existing literature points out that most of the flux linkage estimation adopts voltage model, current model and full-order flux linkage observation model. Since the current model includes the rotor time constant and mutual inductance parameters, when the motor temperature rises and the magnetic circuit is saturated, these parameters will have a great impact, resulting in flux linkage observation errors. But in general, the current model does not require a voltage signal and has no influence of DC bias, so it is more suitable for low-speed operation. The rotor resistance is not included in the voltage model, and the motor parameters are more robust, so the performance is better than the current model at medium and high speeds. However, there are two main problems in the practical application of the voltage model: one is that the low-speed occasion is more sensitive to the change of stator resistance; the other is that the pure integral link in the model is easy to cause the flux linkage observation error. The former can reduce the influence of the stator resistance parameters through online parameter self-adaptation; while the latter in practical applications, due to electromagnetic interference, sensor measurement and sampling errors, the problems of pure integral link DC bias and integral saturation are more significant.
现有文献中为了提高转子磁链观测器估计精度,提出了许多改进型的磁链观测器。如文献《A New Quick-response And High-efficiency Control Strategy OfAnInduction Motor》提出了一种电压电流混合模型转子磁链观测器,充分利用电流模型在低速区域的优势和电压模型在高速区域的优势。在中速切换区域,因为电压死区等因素的影响造成磁链估计对电机参数敏感,所以解决中速切换区域的鲁棒性问题成为研究的关键。In the existing literature, in order to improve the estimation accuracy of the rotor flux linkage observer, many improved flux linkage observers have been proposed. For example, the document "A New Quick-response And High-efficiency Control Strategy Of AnInduction Motor" proposes a voltage-current hybrid model rotor flux linkage observer, which makes full use of the advantages of the current model in the low-speed region and the advantages of the voltage model in the high-speed region. In the medium-speed switching region, the flux linkage estimation is sensitive to motor parameters due to the influence of voltage dead zone and other factors, so solving the robustness problem in the medium-speed switching region becomes the key to research.
为解决在中速区鲁棒性较差的问题,有学者提出了一些解决方法,但这些方法大都改变了混合模型的结构。如文献《Novel Rotor-Flux Observer Using ObserverCharacteristic Function in Complex Vector Space For Field-Oriented InductionMotor Drives》基于传统混合模型增加一个角度补偿模块,不但增加了计算量,而且其表达式包含在线参数,对控制系统的实时运算能力要求高。也有学者提出对混合模型中的电压模型进行改进,在纯积分器的基础上添加高通滤波器,用来消除反电动势中的直流分量,解决积分结果中的直流偏置问题。虽然在中、高速改善了磁链的观测性能,但在低速区域的观测性能并未得到改善。目前尚没有较好的方法能够同时满足:1)在中速切换区域磁链估计准确;2)计算量小;3)不改变混合模型结构。因此,需要设计一种简单实用的方法,使混合模型在中速切换区域获取更好磁链观测性能。In order to solve the problem of poor robustness in the medium-speed region, some scholars have proposed some solutions, but most of these methods have changed the structure of the mixture model. For example, the document "Novel Rotor-Flux Observer Using ObserverCharacteristic Function in Complex Vector Space For Field-Oriented InductionMotor Drives" adds an angle compensation module based on the traditional hybrid model, which not only increases the amount of calculation, but also includes online parameters in its expression, which has a negative impact on the control system. Real-time computing power is required. Some scholars have also proposed to improve the voltage model in the hybrid model, adding a high-pass filter on the basis of the pure integrator to eliminate the DC component in the back EMF and solve the DC bias problem in the integration result. Although the observation performance of the flux linkage was improved at medium and high speed, the observation performance in the low speed region was not improved. At present, there is no better method that can simultaneously satisfy: 1) the estimation of the flux linkage in the medium-speed switching region is accurate; 2) the calculation amount is small; 3) the structure of the hybrid model is not changed. Therefore, it is necessary to design a simple and practical method to make the hybrid model obtain better flux linkage observation performance in the medium-speed switching region.
发明内容SUMMARY OF THE INVENTION
本发明针对传统混合模型磁链观测器在中速切换区域对电机参数敏感等问题,提出一种改进的电压电流混合模型磁链观测器。在不改变混合模型结构的情况下,通过在频域下对混合模型特征函数的理论分析,设计一组复系数PI参数替代传统的实系数PI参数,使特征函数的虚部为0,实部随着频率的上升从0逐渐增长到1。实现电流模型和电压模型平滑切换,减小磁链估计误差,从而解决传统混合模型磁链观测器在中速区存在的鲁棒性较差的问题。本发明所采用的技术方案如下:Aiming at the problems that the traditional hybrid model flux linkage observer is sensitive to motor parameters in the medium-speed switching region, the present invention proposes an improved voltage-current hybrid model flux linkage observer. Without changing the structure of the mixed model, through the theoretical analysis of the eigenfunction of the mixed model in the frequency domain, a set of complex coefficient PI parameters are designed to replace the traditional real coefficient PI parameters, so that the imaginary part of the eigenfunction is 0 and the real part is 0. Gradually increase from 0 to 1 as the frequency increases. The smooth switching between the current model and the voltage model is realized, and the flux linkage estimation error is reduced, thereby solving the problem of poor robustness of the traditional hybrid model flux linkage observer in the medium-speed region. The technical scheme adopted in the present invention is as follows:
步骤A;基于传统型混合模型的特征函数,通过设计一组复系数PI参数,使特征函数的虚部尽可能小,同时保证随着频率的上升,特征函数的实部逐渐从0增长到1;Step A: Based on the eigenfunction of the traditional mixed model, a set of complex coefficient PI parameters are designed to make the imaginary part of the eigenfunction as small as possible, and at the same time ensure that the real part of the eigenfunction gradually increases from 0 to 1 as the frequency increases ;
步骤B:对根据步骤A得到的改进型混合模型进行稳定性分析,使其特征根在复平面的左半平面,确保系统的稳定性。Step B: Perform stability analysis on the improved hybrid model obtained according to Step A, so that its characteristic root is in the left half-plane of the complex plane to ensure the stability of the system.
在一些实施例中,所述步骤A包括:In some embodiments, the step A includes:
根据电压电流混合模型磁链观测器的特征函数:According to the characteristic function of the flux linkage observer based on the voltage-current hybrid model:
当电机稳态运行时,令s=jωe,得到:When the motor is running in a steady state, let s=jω e , get:
令 make
其中,Kp、Ki为PI参数,ωe为同步角频率;Among them, K p and K i are PI parameters, and ω e is the synchronization angular frequency;
在中高频段,F(jωe)=1,即电压电流混合模型观测器只有电压型磁链观测器作用,此时只要令A=0即可,得到:In the middle and high frequency bands, F(jω e )=1, that is, the voltage-current hybrid model observer only functions as a voltage-type flux linkage observer. At this time, as long as A=0, we can get:
Ki=-jωeKp K i = -jω e K p
在低频段,要想F(jωe)的实部从0缓慢上升到1,进行如下设计:In the low frequency band, if the real part of F(jω e ) slowly rises from 0 to 1, the following design is performed:
得到:get:
其中,ωb为电流模型和电压模型磁链观测器切换的边界角频率。Among them, ω b is the boundary angular frequency of the switching between the current model and the voltage model flux linkage observer.
在一些实施例中,所述步骤B包括:In some embodiments, the step B includes:
电压电流混合模型磁链观测器在静止坐标系下的数学模型:The mathematical model of the voltage-current hybrid model flux observer in the static coordinate system:
其中,为转子时间常数;Lm、Lr、Ls、Rs、Rr、ωr、σ、p、分别为互感、转子电感、定子电感、定子电阻、转子电阻、转子角速度、漏感、微分算子、电流模型转子磁链估计值、电压模型转子磁链估计值;in, is the rotor time constant; L m , L r , L s , R s , R r , ω r , σ, p, Mutual inductance, rotor inductance, stator inductance, stator resistance, rotor resistance, rotor angular velocity, leakage inductance, differential operator, estimated value of rotor flux linkage of current model, estimated value of rotor flux linkage of voltage model;
对式(3-1)进行变换,该闭环电压电流混合模型磁链观测器的状态空间方程为:Transforming Equation (3-1), the state space equation of the closed-loop voltage-current hybrid model flux observer is:
状态变量 State variables
状态矩阵 state matrix
状态方程式为:The state equation is:
特征方程为:The characteristic equation is:
因为的根在复平面的左半平面,所以通过使 的根在复平面的左半平面,则保证改进后的电压电流混合模型磁链观测器的稳定性;because The root of is in the left half-plane of the complex plane, so by making The root of is in the left half plane of the complex plane, then the stability of the improved voltage-current hybrid model flux linkage observer is guaranteed;
在低频段(0≤ωe<ωb),Kp和Ki之间的关系是:In the low frequency band (0≤ω e <ω b ), the relationship between K p and K i is:
联立式(3-4)、(3-5)得:Simultaneous equations (3-4) and (3-5) get:
对其进行求解得:Solve it to get:
假设Kp=a+b*j,将Kp代入到公式(3-7)得:Assuming K p = a+b*j, substitute K p into formula (3-7) to get:
从公式(3-8)可以看出,只要保证a大于0,系统即可稳定且特征函数F(jωe)在低频段,虚部始终为0,实部随着频率的上升逐渐从0增长到1;It can be seen from formula (3-8) that as long as a is greater than 0, the system can be stable and the characteristic function F(jω e ) is in the low frequency band, the imaginary part is always 0, and the real part gradually increases from 0 as the frequency increases to 1;
在中高频段,Kp和Ki之间的关系是:In the mid and high frequency bands, the relationship between K p and K i is:
Ki=-jωeKp (3-9)K i = -jω e K p (3-9)
联立式(3-4)、(3-5)得:Simultaneous equations (3-4) and (3-5) get:
s2+Kps-jωeKp=0s 2 +K p s-jω e K p =0
对其进行求解得:Solve it to get:
假设Kp=a+b*j,把Kp代入到式(3-10),保证特征根的实部小于零;为了便于计算,令得到a和b的值:Assuming K p = a+b*j, substitute K p into formula (3-10) to ensure that the real part of the characteristic root is less than zero; for the convenience of calculation, let Get the values of a and b:
采用上述公式中a和b的值,得到的特征根在复平面的左半平面,所以该闭环电压电流混合模型系统稳定。Using the values of a and b in the above formula, the obtained characteristic root is in the left half plane of the complex plane, so the closed-loop voltage-current hybrid model system is stable.
本发明具有如下特点和优势:相对传统改进方案,无需增加另外的模块,计算量小。改进后的混合模型在中速切换区域电流模型和电压模型能够平滑切换,减小磁链估计误差。充分利用电流模型和电压模型的优势,使混合模型对电机参数的变化具有良好的鲁棒性。当电机参数存在误差时,改进的混合模型磁链观测器可以在全速范围内观测到准确的转子磁链,解决了在不同的转速下,幅值衰减和相位偏移等问题。The present invention has the following features and advantages: compared with the traditional improvement scheme, there is no need to add another module, and the calculation amount is small. The improved hybrid model can switch smoothly between the current model and the voltage model in the medium-speed switching region, reducing the flux linkage estimation error. Making full use of the advantages of the current model and the voltage model, the hybrid model has good robustness to changes in motor parameters. When there is an error in the motor parameters, the improved hybrid model flux observer can observe the accurate rotor flux in the full speed range, which solves the problems of amplitude attenuation and phase shift at different speeds.
附图说明Description of drawings
图1是改进型混合模型特征函数F(s)的实部和虚部;Fig. 1 is the real part and imaginary part of the improved mixed model characteristic function F(s);
图2是感应电机模型预测磁链控制结构框图;Figure 2 is a block diagram of the induction motor model predicting the flux linkage control structure;
图3是变转子电阻时磁链估计波形对比;Figure 3 is a comparison of the estimated waveforms of the flux linkage when the rotor resistance is changed;
图4a和图4b是变转子电阻时转子磁链估计波形对比,其中图4a中:(300r/min空载);图4b中:(300r/min满载);Figure 4a and Figure 4b are the comparison of the estimated waveforms of rotor flux linkage when the rotor resistance is changed. In Figure 4a: (300r/min no load); in Figure 4b: (300r/min full load);
图5a和图5b是变定子电阻时磁链估计波形对比,其中,图5a中: (300r/min满载);图5b中:(300r/min空载);Figure 5a and Figure 5b are the comparison of the estimated flux linkage waveforms when the stator resistance is changed, in which, in Figure 5a: (300r/min full load); in Figure 5b: (300r/min no load);
图6a和图6b是变互感时磁链估计波形对比,其中,图6a中: (300r/min空载);图6b中:300r/min满载)。Figure 6a and Figure 6b are the comparison of the flux linkage estimation waveforms when the mutual inductance is changed, in which, in Figure 6a: (300r/min no load); in Figure 6b: 300r/min full load).
具体实施方式Detailed ways
下面的实施例可以使本领域技术人员更全面地理解本发明,但不以任何方式限制本发明。The following examples may enable those skilled in the art to more fully understand the present invention, but do not limit the present invention in any way.
本发明提供了改进的电压电流混合模型磁链观测器,包括如下步骤:The present invention provides an improved voltage-current hybrid model flux linkage observer, comprising the following steps:
步骤A:通过对电压电流混合模型磁链观测器的PI参数的设计,尽量减小特征函数F(s)的虚部,同时保证随着频率的上升,特征函数F(s)的实部逐渐从0增长到1;Step A: Through the design of the PI parameters of the voltage-current hybrid model flux linkage observer, the imaginary part of the characteristic function F(s) is minimized, and the real part of the characteristic function F(s) is gradually guaranteed as the frequency increases. grow from 0 to 1;
步骤B:对改进后的电压电流混合模型磁链观测器进行稳定性分析。Step B: Stability analysis of the improved voltage-current hybrid model flux observer.
在一些实施例中,步骤A包括:In some embodiments, step A includes:
根据电压电流混合模型磁链观测器的特征函数:According to the characteristic function of the flux linkage observer based on the voltage-current hybrid model:
当电机稳态运行时,令s=jωe,得到:When the motor is running in a steady state, let s=jω e , get:
令 make
其中,Kp、Ki为PI参数;ωe为同步角频率。Among them, K p and K i are PI parameters; ω e is the synchronization angular frequency.
在中高频段,F(jωe)=1即电压电流混合模型观测器只有电压型磁链观测器作用,此时只要令A=0即可。得到:In the middle and high frequency bands, F(jω e )=1, that is, the voltage-current hybrid model observer only has the function of the voltage-type flux linkage observer. At this time, it is only necessary to set A=0. get:
Ki=-jωeKp K i = -jω e K p
在低频段,要想F(jωe)的实部从0缓慢上升到1,进行如下设计:In the low frequency band, if the real part of F(jω e ) slowly rises from 0 to 1, the following design is performed:
得到:get:
其中,ωb为电流模型和电压模型磁链观测器切换的边界角频率。Among them, ω b is the boundary angular frequency of the switching between the current model and the voltage model flux linkage observer.
在一些实施例中,步骤B包括:In some embodiments, step B includes:
电压电流混合模型磁链观测器在静止坐标系下的数学模型:The mathematical model of the voltage-current hybrid model flux observer in the static coordinate system:
其中,为转子时间常数;Lm、Lr、Ls、Rs、Rr、ωr、σ、p、 分别为互感、转子电感、定子电感、定子电阻、转子电阻、转子角速度、漏感、微分算子、电流模型转子磁链估计值、电压模型转子磁链估计值。in, is the rotor time constant; L m , L r , L s , R s , R r , ω r , σ, p, They are mutual inductance, rotor inductance, stator inductance, stator resistance, rotor resistance, rotor angular velocity, leakage inductance, differential operator, estimated value of rotor flux linkage of current model, and estimated value of rotor flux linkage of voltage model.
对式(3-1)进行变换,该闭环电压电流混合模型磁链观测器的状态空间方程为:Transforming Equation (3-1), the state space equation of the closed-loop voltage-current hybrid model flux observer is:
状态变量 State variables
状态矩阵 state matrix
状态方程式为:The state equation is:
特征方程为:The characteristic equation is:
因为的根在复平面的左半平面,所以只需使 的根在复平面的左半平面,就可以保证改进后的电压电流混合模型磁链观测器的稳定性。because The root of is in the left half-plane of the complex plane, so just make The root of is in the left half plane of the complex plane, which can ensure the stability of the improved voltage-current hybrid model flux observer.
在低频段(0≤ωe<ωb),Kp和Ki之间的关系是:In the low frequency band (0≤ω e <ω b ), the relationship between K p and K i is:
联立式(3-4)、(3-5)得:Simultaneous equations (3-4) and (3-5) get:
对其进行求解得:Solve it to get:
假设Kp=a+b*j,将Kp代入到公式(3-7)得:Assuming K p = a+b*j, substitute K p into formula (3-7) to get:
从公式(18)可以看出,只要保证a大于0,系统即可稳定且特征函数F(jωe)在低频段,虚部始终为0,实部随着频率的上升逐渐从0增长到1。It can be seen from formula (18) that as long as a is greater than 0, the system can be stable and the characteristic function F(jω e ) is in the low frequency band, the imaginary part is always 0, and the real part gradually increases from 0 to 1 as the frequency increases .
在中高频段,Kp和Ki之间的关系是:In the mid and high frequency bands, the relationship between K p and K i is:
Ki=-jωeKp (3-9)K i = -jω e K p (3-9)
联立式(3-4)、(3-5)得:Simultaneous equations (3-4) and (3-5) get:
s2+Kps-jωeKp=0s 2 +K p s-jω e K p =0
对其进行求解得:Solve it to get:
假设Kp=a+b*j,把Kp代入到式(3-10),保证特征根的实部小于零。为了便于计算,可以令得到a和b的值:Assuming K p =a+b*j, substitute K p into equation (3-10) to ensure that the real part of the characteristic root is less than zero. For ease of calculation, we can make Get the values of a and b:
上述a、b的解不唯一。采用上述公式中a和b的值,得到的特征根在复平面的左半平面,所以该闭环电压电流混合模型系统就可以稳定。The solutions of a and b above are not unique. Using the values of a and b in the above formula, the characteristic root obtained is in the left half-plane of the complex plane, so the closed-loop voltage-current hybrid model system can be stable.
以下结合附图对本发明进行进一步说明,其中结合模型预测磁链控制来验证改进模型的可行性,但只是用于解释本发明,而非用于限定本发明的范围。The present invention is further described below with reference to the accompanying drawings, wherein the feasibility of the improved model is verified by combining the model to predict the flux linkage control, but it is only used to explain the present invention, rather than to limit the scope of the present invention.
图1是在电机稳态时,改进型混合模型特征函数F(jωe)实部和虚部变化情况。Figure 1 shows the changes of the real and imaginary parts of the improved hybrid model characteristic function F(jω e ) when the motor is in a steady state.
图2是电压电流混合模型结构框图。电压电流混合模型由电流模型、电压模型和PI调节器组成。通过控制PI调节器在低速区域使电流模型起主要作用,在中、高速区域使电压模型起主要作用,从而在全速范围内获得较为准确的转子磁链。Fig. 2 is the structural block diagram of the voltage-current hybrid model. The voltage-current hybrid model consists of a current model, a voltage model and a PI regulator. By controlling the PI regulator, the current model plays a major role in the low-speed region, and the voltage model plays a major role in the middle and high-speed regions, so as to obtain a more accurate rotor flux linkage in the full-speed range.
图3是模型预测磁链控制框图。本发明所提出方法的有效性可以通过对比图4a、图4b、图5a、图5b、图6a和图6b的仿真结果得出。从图4a和图4b可以看出:当转子电阻存在误差时,在空载和满载两种情况下,混合模型和本文提出的新改进型混合模型的估计磁链都可以跟上实际磁链。但二者相比较,本发明的改进型混合模型的观测性能更好。从图5a和图5b可以看出:当定子电阻存在误差时,在空载和满载两种情况下,混合模型的估计磁链相比较实际磁链,幅值和相位都有误差。而本发明的改进型混合模型的估计磁链能跟上实际磁链且观测性能较好。从图6a和图6b可以看出:在空载和满载两种情况下,当互感存在误差时,混合模型的估计磁链相比较实际磁链,幅值和相位都有误差。而本发明的改进型混合模型的估计磁链能跟上实际磁链。Figure 3 is a block diagram of the model predicted flux linkage control. The effectiveness of the method proposed in the present invention can be obtained by comparing the simulation results of Figs. 4a, 4b, 5a, 5b, 6a and 6b. It can be seen from Fig. 4a and Fig. 4b that when there is an error in the rotor resistance, the estimated flux linkage of the hybrid model and the new improved hybrid model proposed in this paper can keep up with the actual flux linkage in both no-load and full-load conditions. However, compared with the two, the observation performance of the improved mixed model of the present invention is better. It can be seen from Figure 5a and Figure 5b that when there is an error in the stator resistance, in both no-load and full-load conditions, the estimated flux linkage of the hybrid model has errors in amplitude and phase compared with the actual flux linkage. However, the estimated flux linkage of the improved hybrid model of the present invention can keep up with the actual flux linkage and has better observation performance. It can be seen from Fig. 6a and Fig. 6b that in both no-load and full-load conditions, when there is an error in the mutual inductance, the estimated flux linkage of the hybrid model has errors in amplitude and phase compared with the actual flux linkage. However, the estimated flux linkage of the improved hybrid model of the present invention can keep up with the actual flux linkage.
本领域技术人员应理解,以上实施例仅是示例性实施例,在不背离本申请的精神和范围的情况下,可以进行多种变化、替换以及改变。Those skilled in the art should understand that the above embodiments are only exemplary embodiments, and various changes, substitutions and alterations may be made without departing from the spirit and scope of the present application.
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