WO2021134359A1 - Motor steady-state single-frequency distortion compensation method and apparatus - Google Patents

Motor steady-state single-frequency distortion compensation method and apparatus Download PDF

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WO2021134359A1
WO2021134359A1 PCT/CN2019/130197 CN2019130197W WO2021134359A1 WO 2021134359 A1 WO2021134359 A1 WO 2021134359A1 CN 2019130197 W CN2019130197 W CN 2019130197W WO 2021134359 A1 WO2021134359 A1 WO 2021134359A1
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motor
spectrum
acceleration
excitation signal
frequency
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PCT/CN2019/130197
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French (fr)
Chinese (zh)
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李涛
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郭璇
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瑞声声学科技(深圳)有限公司
瑞声科技(新加坡)有限公司
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Priority to PCT/CN2019/130197 priority Critical patent/WO2021134359A1/en
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    • 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
    • H02P7/00Arrangements for regulating or controlling the speed or torque of electric DC motors
    • H02P7/02Arrangements for regulating or controlling the speed or torque of electric DC motors the DC motors being of the linear type

Abstract

Provided is a motor steady-state single-frequency distortion compensation method, characterized in that the method comprises: a construction step: obtaining an expected acceleration spectrum according to an excitation signal and a motor linear model; an acquisition step: obtaining a voltage spectrum of the excitation signal according to a Fourier transform, and collecting the actual motor acceleration of a motor unit to obtain an actually measured acceleration spectrum and a total harmonic distortion value of the actually measured acceleration spectrum; and a compensation step: carrying out iterative calculation according to the total harmonic distortion value to obtain a correction voltage with minimal distortion. Therefore, the adverse effect of the nonlinearity of a motor itself on the tactile experience is reduced.

Description

一种马达稳态单频失真补偿方法及装置Method and device for compensating steady-state single-frequency distortion of motor 【技术领域】【Technical Field】
本发明涉及失真补偿技术领域,尤其是涉及一种马达稳态单频失真补偿方法。The invention relates to the technical field of distortion compensation, in particular to a method for compensating steady-state single-frequency distortion of a motor.
【背景技术】【Background technique】
随着移动科技的发展,智能移动设备的数量不断上升,用于控制触控反馈功能的线性谐振激励器(Linear Resonance Actuator,LRA,俗称马达)在智能手机、智能手表、平板电脑等智能移动设备中的应用日益普及。With the development of mobile technology, the number of smart mobile devices continues to increase. Linear Resonance Actuator (LRA, commonly known as motor) used to control the touch feedback function is used in smart mobile devices such as smart phones, smart watches, and tablets. The application in is becoming more and more popular.
许多音频和振动电子器件都具有一定非线性特征,导致经过器件输出的信号具有不同程度的失真。振子马达作为一种振动器件,其自身存在的非线性会导致马达实际振动效果与期望振动效果有偏差,特别是对于非线性较大的马达类型,从而影响马达在手机、智能穿戴等各类电子消费设备上给人的触觉反馈体验。Many audio and vibration electronic devices have certain non-linear characteristics, resulting in different degrees of distortion in the signal output through the device. As a vibration device, the non-linearity of the vibrator motor will cause the actual vibration effect of the motor to deviate from the expected vibration effect, especially for the type of motor with large non-linearity, which affects the motor's use in mobile phones, smart wear and other electronic The tactile feedback experience on consumer devices.
因此,有必要提供一种降低甚至消除马达自身存在的非线性对触觉体验的不利影响的补偿方法及装置。Therefore, it is necessary to provide a compensation method and device that reduces or even eliminates the adverse effect of the non-linearity of the motor itself on the tactile experience.
【实用新型内容】[Utility model content]
本发明的目的在于提供一种降低甚至消除马达自身存在的非线性对触觉体验的不利影响的补偿方法及装置。The purpose of the present invention is to provide a compensation method and device that reduces or even eliminates the adverse effect of the non-linearity of the motor itself on the tactile experience.
本发明的技术方案如下:一种马达稳态单频失真补偿方法,该方法包括:The technical scheme of the present invention is as follows: a method for compensating steady-state single-frequency distortion of a motor, the method comprising:
构造步骤:根据激励信号和马达线性模型获得期望加速度频谱;Construction steps: Obtain the desired acceleration spectrum according to the excitation signal and the linear model of the motor;
获取步骤:根据傅里叶变换获得激励信号的电压频谱,及采集马达单体实际的马达加速度获得实测加速度频谱及所述实测加速度频谱的总谐波 失真值;Obtaining step: obtaining the voltage spectrum of the excitation signal according to the Fourier transform, and collecting the actual motor acceleration of the single motor to obtain the measured acceleration spectrum and the total harmonic distortion value of the measured acceleration spectrum;
补偿步骤:根据总谐波失真值迭代计算获得最小失真的修正电压。Compensation steps: iteratively calculate the minimum distortion correction voltage according to the total harmonic distortion value.
优选地,所述构造步骤具体包括:Preferably, the construction step specifically includes:
步骤a:生成稳态单频激励信号;Step a: Generate a steady-state single-frequency excitation signal;
步骤b:所述激励信号经马达线性模型获得期望加速度频谱。Step b: The excitation signal obtains the expected acceleration frequency spectrum through the linear model of the motor.
优选地,所述获取步骤具体包括:Preferably, the obtaining step specifically includes:
步骤c:所述激励信号经傅里叶变换获得激励信号的电压频谱;Step c: the excitation signal is Fourier transformed to obtain the voltage spectrum of the excitation signal;
步骤d:所述激励信号经马达单体采集实际的马达加速度;Step d: The excitation signal collects the actual motor acceleration through the motor unit;
步骤e:根据所述马达加速度获得实测加速度频谱及所述实测加速度频谱的总谐波失真值。Step e: Obtain the measured acceleration frequency spectrum and the total harmonic distortion value of the measured acceleration frequency spectrum according to the motor acceleration.
优选地,所述补偿步骤具体包括:Preferably, the compensation step specifically includes:
步骤f:根据实测加速度频谱与期望加速度频谱获得加速度频谱误差;Step f: Obtain the acceleration frequency spectrum error according to the measured acceleration frequency spectrum and the expected acceleration frequency spectrum;
步骤g:根据激励信号的电压频谱和期望加速度频谱构造线性频率响应模型;Step g: Construct a linear frequency response model according to the voltage spectrum of the excitation signal and the expected acceleration spectrum;
步骤h:根据激励信号的电压频谱、加速度频谱误差及线性频率响应模型获得激励信号的修正电压频谱;Step h: Obtain the corrected voltage spectrum of the excitation signal according to the voltage spectrum of the excitation signal, the acceleration spectrum error and the linear frequency response model;
步骤i:激励信号的修正电压频谱经傅里叶逆变换获得修正电压;Step i: the corrected voltage spectrum of the excitation signal is subjected to inverse Fourier transform to obtain the corrected voltage;
步骤j:返回步骤c重复执行至步骤i,定义重复次数为n,第n次的总谐波失真值为THD n,第n-1次的总谐波失真值为THD n-1,当满足条件式:THD n>THD n-1时,输出第n-1次重复时获得的修正电压。 Step j: Return to step c and repeat to step i, define the number of repetitions as n, the total harmonic distortion value of the nth order is THD n , and the total harmonic distortion value of the n-1th order is THD n-1 . Conditional expression: When THD n > THD n-1 , the corrected voltage obtained during the n-1th repetition is output.
优选地,所述激励信号为单频正弦波。Preferably, the excitation signal is a single frequency sine wave.
优选地,所述激励信号经马达线性模型获得期望加速度波形,所述期望加速度波形经傅里叶变换获得期望加速度频谱。Preferably, the excitation signal obtains a desired acceleration waveform through a motor linear model, and the desired acceleration waveform is Fourier transformed to obtain a desired acceleration frequency spectrum.
优选地,所述马达加速度由加速度传感器采集获得。Preferably, the acceleration of the motor is collected by an acceleration sensor.
本发明还提供一种马达稳态单频失真补偿装置,其特征在于,包括:The present invention also provides a steady-state single-frequency distortion compensation device for a motor, which is characterized in that it comprises:
信号生发装置,用于生成稳态单频的激励信号并发送至马达单体;Signal generating device, used to generate a steady-state single-frequency excitation signal and send it to the motor unit;
马达单体,响应激励信号;Single motor, responding to excitation signal;
构造模块,用于根据激励信号和马达线性模型获得期望加速度频谱;The construction module is used to obtain the desired acceleration frequency spectrum according to the excitation signal and the linear model of the motor;
获取模块:用于根据傅里叶变换获得激励信号的电压频谱,及采集马达单体实际的马达加速度获得实测加速度频谱及所述实测加速度频谱的总谐波失真值;Obtaining module: used to obtain the voltage spectrum of the excitation signal according to the Fourier transform, and collect the actual motor acceleration of a single motor to obtain the measured acceleration spectrum and the total harmonic distortion value of the measured acceleration spectrum;
补偿模块:用于根据总谐波失真值迭代计算获得最小失真的修正电压。Compensation module: It is used to iteratively calculate the minimum distortion correction voltage according to the total harmonic distortion value.
本发明还提供一种终端设备,包括存储器、处理器以及存储在所述存储器中并可在所述处理器上运行的计算机程序,其特征在于,所述处理器执行所述计算机程序时实现所述马达稳态单频失真补偿方法的步骤。The present invention also provides a terminal device, including a memory, a processor, and a computer program stored in the memory and running on the processor, wherein the processor executes the computer program when the computer program is executed. The steps of the motor steady-state single-frequency distortion compensation method are described.
本发明还提供一种计算机可读存储介质,所述计算机可读存储介质存储有计算机程序,其特征在于,所述计算机程序被处理器执行时,实现所述马达稳态单频失真补偿方法的步骤。The present invention also provides a computer-readable storage medium, the computer-readable storage medium stores a computer program, and is characterized in that, when the computer program is executed by a processor, the method for compensating the steady-state single frequency distortion of the motor is realized. step.
与现有技术相比,本发明的有益效果在于:通过构造激励信号的期望加速度频谱、获取激励信号的电压频谱、实测加速度频谱,且根据总谐波失真值迭代计算获得激励信号的修正电压,从而降低马达自身存在的非线性对触觉体验的不利影响。Compared with the prior art, the present invention has the beneficial effects of constructing the desired acceleration spectrum of the excitation signal, obtaining the voltage spectrum of the excitation signal, and the measured acceleration spectrum, and obtaining the corrected voltage of the excitation signal by iterative calculation according to the total harmonic distortion value. So as to reduce the adverse effect of the non-linearity of the motor itself on the tactile experience.
【附图说明】【Explanation of the drawings】
图1为本发明失真补偿方法流程图;Figure 1 is a flow chart of the distortion compensation method of the present invention;
图2为本发明构造步骤方法流程图;Figure 2 is a flow chart of the method of constructing steps of the present invention;
图3为本发明获取步骤方法流程图;Figure 3 is a flow chart of the method of obtaining steps according to the present invention;
图4为本发明补偿步骤方法流程图;Figure 4 is a flow chart of the compensation step method of the present invention;
图5为本发明信号生发装置配置示意图;Figure 5 is a schematic diagram of the configuration of the signal generating device of the present invention;
图6为本发明激励电压的实测加速度波形图;Figure 6 is a waveform diagram of the measured acceleration of the excitation voltage of the present invention;
图7为本发明激励电压的实测加速度波频谱图;Figure 7 is a spectrum diagram of the measured acceleration wave of the excitation voltage of the present invention;
图8为本发明修正电压的实测加速度波形图;Fig. 8 is a waveform diagram of the measured acceleration of the corrected voltage of the present invention;
图9为本发明修正电压的实测加速度波形图;Fig. 9 is a waveform diagram of the measured acceleration of the corrected voltage of the present invention;
图10为本发明实施例三的终端设备示意图;FIG. 10 is a schematic diagram of a terminal device according to Embodiment 3 of the present invention;
图11为本发明实施例二的结构框图。FIG. 11 is a structural block diagram of Embodiment 2 of the present invention.
【具体实施方式】【Detailed ways】
下面结合附图和实施方式对本发明作进一步说明。The present invention will be further described below in conjunction with the drawings and embodiments.
实施例一Example one
本实施例提供一种马达稳态单频失真补偿方法,该方法包括:This embodiment provides a method for compensating steady-state single-frequency distortion of a motor. The method includes:
步骤S10:构造步骤,根据激励信号和马达线性模型获得期望加速度频谱;具体地,所述步骤10具体包括:Step S10: a construction step, obtaining a desired acceleration frequency spectrum according to the excitation signal and the linear model of the motor; specifically, the step 10 specifically includes:
步骤S11:生成稳态单频激励信号;Step S11: Generate a steady-state single-frequency excitation signal;
本实施例中,所述激励信号为指定电压幅值V p=8、频率F 0=60Hz、周期T=100的单频正弦波u(t)。该参数下的实测加速度波形图及其频谱图分别如图6、图7所示;所述激励信号的激励电压可以是wav、mat、txt、act格式中的任一种,所述激励信号的来源可以是电脑、移动设备或本领域中具有信号产生、发送功能的其他软硬件设备,本实施中,所述激励信号由电脑产生发出。 In this embodiment, the excitation signal is a single-frequency sine wave u(t) with a specified voltage amplitude V p =8, a frequency F 0 =60 Hz, and a period T=100. The measured acceleration waveform diagram and its spectrogram under this parameter are shown in Figure 6 and Figure 7 respectively; the excitation voltage of the excitation signal can be any of wav, mat, txt, and act formats. The source can be a computer, a mobile device, or other hardware and software devices with signal generation and transmission functions in the field. In this embodiment, the excitation signal is generated and sent by a computer.
步骤S12:所述激励信号经马达线性模型获得期望加速度频谱。Step S12: The excitation signal obtains the expected acceleration frequency spectrum through the linear model of the motor.
其中,所述激励信号u(t)经马达线性模型获得期望加速度波形,所述期望速度波形经傅里叶变换获得期望加速度频谱。Wherein, the excitation signal u(t) obtains the desired acceleration waveform through the linear model of the motor, and the desired acceleration waveform is obtained through the Fourier transform to obtain the desired acceleration frequency spectrum.
定义所述马达线性模型的传递函数为H z,满足条件式: The transfer function of the linear model of the motor is defined as H z , which satisfies the conditional formula:
Figure PCTCN2019130197-appb-000001
Figure PCTCN2019130197-appb-000001
Figure PCTCN2019130197-appb-000002
Figure PCTCN2019130197-appb-000002
其中,φ 0表示电磁力系数,R eb表示电阻,M d表示振子质量,K d表示弹簧劲度系数,C d表示阻尼系数,T z表示采样时间间隔。 Among them, φ 0 represents the electromagnetic force coefficient, Reb represents the resistance, M d represents the vibrator mass, K d represents the spring stiffness coefficient, C d represents the damping coefficient, and T z represents the sampling time interval.
定义所述望加速度波形为x *(t),所述计算期望加速度的频谱为
Figure PCTCN2019130197-appb-000003
满足条件式:
The desired acceleration waveform is defined as x * (t), and the spectrum for calculating the desired acceleration is
Figure PCTCN2019130197-appb-000003
Satisfy the conditional formula:
Figure PCTCN2019130197-appb-000004
Figure PCTCN2019130197-appb-000004
其中,T表示期望加速度波形x *(t)的周期,k表示傅里叶变换后的第k次 频率。 Among them, T represents the period of the desired acceleration waveform x * (t), and k represents the k-th frequency after Fourier transform.
步骤S20:获取步骤,根据傅里叶变换获得激励信号的电压频谱,及采集马达单体实际的马达加速度获得实测加速度频谱及所述实测加速度频谱的总谐波失真值;具体地,所述步骤S20具体包括:Step S20: obtaining step, obtaining the voltage spectrum of the excitation signal according to the Fourier transform, and collecting the actual motor acceleration of the motor to obtain the measured acceleration spectrum and the total harmonic distortion value of the measured acceleration spectrum; specifically, the step S20 specifically includes:
步骤S21:所述激励信号经傅里叶变换获得激励信号的电压频谱;Step S21: the excitation signal is Fourier transformed to obtain the voltage spectrum of the excitation signal;
定义所述激励信号的电压频谱为
Figure PCTCN2019130197-appb-000005
满足定义式:
Define the voltage spectrum of the excitation signal as
Figure PCTCN2019130197-appb-000005
Meet the definition:
Figure PCTCN2019130197-appb-000006
Figure PCTCN2019130197-appb-000006
其中,T表示激励信号u(t)的周期,k表示傅里叶变换后的第k次频率Among them, T represents the period of the excitation signal u(t), and k represents the k-th frequency after Fourier transform
步骤S22:所述激励信号经马达单体采集实际的马达加速度。Step S22: The excitation signal collects the actual motor acceleration through the motor unit.
具体地,使用信号生发装置,令激励信号u(t)过马达单体,利用加速度传感器采集实际的马达加速度。Specifically, a signal generating device is used to make the excitation signal u(t) pass through a single motor, and the acceleration sensor is used to collect the actual motor acceleration.
步骤S23:根据所述马达加速度获得实测加速度频谱及所述实测加速度频谱的总谐波失真值;Step S23: Obtain the measured acceleration frequency spectrum and the total harmonic distortion value of the measured acceleration frequency spectrum according to the motor acceleration;
定义所述马达加速度为y(t),实测马达加速度频谱为X k,所述实测马达加速度频谱的总谐波失真为THD,满足条件式: Define the motor acceleration as y(t), the measured motor acceleration spectrum is X k , and the total harmonic distortion of the measured motor acceleration spectrum is THD, which satisfies the conditional formula:
Figure PCTCN2019130197-appb-000007
Figure PCTCN2019130197-appb-000007
Figure PCTCN2019130197-appb-000008
Figure PCTCN2019130197-appb-000008
其中,T表示马达加速度y(t)的周期,k表示傅里叶变换后的第k次频率;N表示谐波分量最大阶数,G 1表示基波分量有效值,G n表示所有谐波分量有效值。 Among them, T represents the period of motor acceleration y(t), k represents the k-th frequency after Fourier transform; N represents the maximum order of the harmonic component, G 1 represents the effective value of the fundamental component, and G n represents all harmonics The effective value of the component.
步骤S30:补偿步骤,根据总谐波失真值迭代计算获得最小失真的修正电压。具体地,所述步骤S30具体包括:Step S30: Compensation step, iteratively calculate the minimum distortion correction voltage according to the total harmonic distortion value. Specifically, the step S30 specifically includes:
步骤S31:根据实测加速度频谱与期望加速度频谱获得加速度频谱误差;Step S31: Obtain the acceleration frequency spectrum error according to the measured acceleration frequency spectrum and the expected acceleration frequency spectrum;
定义实测加速度频谱X k与期望加速度频谱
Figure PCTCN2019130197-appb-000009
之间的加速度频谱误差 为E k,满足条件式:
Define the measured acceleration spectrum X k and the expected acceleration spectrum
Figure PCTCN2019130197-appb-000009
The acceleration spectrum error between is E k , which satisfies the conditional formula:
Figure PCTCN2019130197-appb-000010
Figure PCTCN2019130197-appb-000010
k表示傅里叶变换后的第k次频率。k represents the k-th frequency after Fourier transform.
步骤S32:根据激励信号的电压频谱和期望加速度频谱构造线性频率响应模型;Step S32: Construct a linear frequency response model according to the voltage spectrum of the excitation signal and the expected acceleration spectrum;
定义线性频率响应模型的响应函数为H lin(kF0),满足条件式: Define the response function of the linear frequency response model as H lin (kF0), which satisfies the conditional formula:
Figure PCTCN2019130197-appb-000011
Figure PCTCN2019130197-appb-000011
上式中:In the above formula:
Figure PCTCN2019130197-appb-000012
Figure PCTCN2019130197-appb-000012
Figure PCTCN2019130197-appb-000013
Figure PCTCN2019130197-appb-000013
分别取k=2,3,4,将频率为k×F 0、幅值1Vp的正弦波u k(t)的频谱作为H in(kF 0),将期望加速度x k(t)的频谱作为H out(kF 0),T表示正弦波的u k(t)或期望加速度x k(t)的周期,k表示傅里叶变换后的第k次频率。 Take k=2, 3, and 4 respectively, take the frequency spectrum of a sine wave u k (t) with a frequency of k×F 0 and an amplitude of 1Vp as H in (kF 0 ), and take the spectrum of the expected acceleration x k (t) as H out (kF 0 ), T represents the period of the sine wave u k (t) or expected acceleration x k (t), and k represents the k-th frequency after Fourier transform.
步骤S33:根据激励信号的电压频谱、加速度频谱误差及线性频率响应模型获得激励信号的修正电压频谱;Step S33: Obtain the corrected voltage spectrum of the excitation signal according to the voltage spectrum of the excitation signal, the acceleration spectrum error and the linear frequency response model;
定义激励信号的修正电压频谱为
Figure PCTCN2019130197-appb-000014
满足条件式:
Define the modified voltage spectrum of the excitation signal as
Figure PCTCN2019130197-appb-000014
Satisfy the conditional formula:
Figure PCTCN2019130197-appb-000015
Figure PCTCN2019130197-appb-000015
步骤S34:激励信号的修正电压频谱经傅里叶逆变换获得修正电压。Step S34: the corrected voltage spectrum of the excitation signal is subjected to inverse Fourier transform to obtain the corrected voltage.
定义修正电压为u new(t),满足条件式: Define the modified voltage as u new (t), which satisfies the conditional formula:
Figure PCTCN2019130197-appb-000016
Figure PCTCN2019130197-appb-000016
步骤S35:返回步骤S21,依次重复执行步骤S21、S22、S22、S23、S31、S32、S33、S34,定义重复次数为n,第n次的总谐波失真值为THD n,第n-1次的总谐波失真值为THD n-1,当满足条件式:THD n>THD n-1时,输出第n-1次重复时获得的修正电压u new(t),最终得到使马达加速度具有最小THD 的电压信号作为失真补偿后的修正电压值,该修正参数下的实测加速度波形图及其频谱图分别如下图8、图9所示,对比上图6-图9可以看出,失真补偿前加速度波形图中的2-4次谐波分量经过算法处理后被有效消除,从而显著降低加速度的总谐波失真值(THD),也即降低了失真程度。经计算,优化前加速度THD约95%,优化后的THD约15%,据此THD降低了约84%,取得了较好的优化效果。 Step S35: Return to step S21, repeat steps S21, S22, S22, S23, S31, S32, S33, S34 in sequence, define the number of repetitions as n, the total harmonic distortion of the nth is THD n, and the n-1th The total harmonic distortion value of the second order is THD n-1 . When the conditional formula is satisfied: THD n > THD n-1 , the corrected voltage u new (t) obtained during the n-1th repetition is output, and the motor acceleration is finally obtained The voltage signal with the minimum THD is used as the corrected voltage value after distortion compensation. The measured acceleration waveform and its frequency spectrum under this correction parameter are shown in Figure 8 and Figure 9, respectively. Compared with Figure 6-9 above, it can be seen that the distortion The second to fourth harmonic components in the acceleration waveform before compensation are effectively eliminated after being processed by the algorithm, thereby significantly reducing the total harmonic distortion (THD) of the acceleration, that is, reducing the degree of distortion. After calculation, the acceleration THD before optimization is about 95%, and the THD after optimization is about 15%. According to this, the THD is reduced by about 84%, and a good optimization effect is achieved.
实施例二Example two
本实施例提供了一种马达稳态单频失真补偿装置,该装置用于实现实施例一的失真补偿方法,包括:This embodiment provides a steady-state single-frequency distortion compensation device for a motor. The device is used to implement the distortion compensation method of the first embodiment and includes:
信号生发装置1,用于生成稳态单频的激励信号并发送至马达单体;所述信号生发装置可以是电脑、移动设备或本领域中具有信号产生、发送功能的其他软硬件设备。本实施中,所述激励信号由电脑产生发出,所述信号生发装置1与马达单体2之间还设置有采集激励信号的信号采集器11(NI-DAQ 4431)和放大信号的功率放大器12(AMP1、AMP2)。所述信号生发装置1包括生成激励信号的生成模块13和发送激励信号至马达单体的发送模块14。The signal generating device 1 is used to generate a steady-state single-frequency excitation signal and send it to a single motor; the signal generating device may be a computer, a mobile device, or other software and hardware devices with signal generation and transmission functions in the field. In this implementation, the excitation signal is generated by a computer, and a signal collector 11 (NI-DAQ 4431) that collects the excitation signal and a power amplifier 12 that amplifies the signal is also arranged between the signal generator 1 and the motor unit 2 (AMP1, AMP2). The signal generating device 1 includes a generating module 13 for generating an excitation signal and a sending module 14 for sending the excitation signal to a single motor.
马达单体2,接收信号生发装置1发出的激励信号,本实施例中,马达放置在标准100g工装21上,工装21设于海绵体22上以隔绝环境因素对马达失真补偿过程的影响。所述马达单体2至少包括接收所述激励信号的接收模块23。The motor unit 2 receives the excitation signal from the signal generating device 1. In this embodiment, the motor is placed on a standard 100g tool 21, which is installed on the sponge 22 to isolate the influence of environmental factors on the motor distortion compensation process. The motor unit 2 at least includes a receiving module 23 that receives the excitation signal.
构造模块3,用于根据激励信号和马达线性模型获得期望加速度频谱;The construction module 3 is used to obtain the desired acceleration frequency spectrum according to the excitation signal and the linear model of the motor;
获取模块4:用于根据傅里叶变换获得激励信号的电压频谱,及采集马达单体实际的马达加速度获得实测加速度频谱及所述实测加速度频谱的总谐波失真值;所述获取模块包括第一获取模块41、第二获取模块42、第三获取模块43和加速度传感器44,所述第一获取模块41用于计算获得电压频谱,所述第二获取模块42用于计算获得实测加速度频谱,所述第三获取模块43用于计算获得总谐波失真值,所述加速度传感器44用于采集马达实际的加速的。Obtaining module 4: used to obtain the voltage spectrum of the excitation signal according to the Fourier transform, and to collect the actual motor acceleration of the motor to obtain the measured acceleration spectrum and the total harmonic distortion value of the measured acceleration spectrum; the acquisition module includes a first An acquisition module 41, a second acquisition module 42, a third acquisition module 43, and an acceleration sensor 44, the first acquisition module 41 is used to calculate the voltage spectrum, and the second acquisition module 42 is used to calculate the measured acceleration spectrum, The third obtaining module 43 is used to calculate the total harmonic distortion value, and the acceleration sensor 44 is used to collect the actual acceleration of the motor.
补偿模块5:用于根据总谐波失真值迭代计算获得最小失真的修正电压。所述补偿模块5包括第一补偿模块51、第二补偿模块52、第三补偿模块53、第四补偿模块54、第五补偿模块55,所述第一补偿模块51用于计算获得加速度频谱误差,所述第二补偿模块52用于构造获得线性频率相应模型,所述第三补偿模块53用于计算获得修正电压频谱,所述第四补偿模块54用于用于计算获得修正电压,所述第五补偿模块55用于判断总谐波失真值THD n-1是否足条件式:THD n>THD n-1,以迭代计算获得修正电压。 Compensation module 5: It is used to iteratively calculate the minimum distortion correction voltage according to the total harmonic distortion value. The compensation module 5 includes a first compensation module 51, a second compensation module 52, a third compensation module 53, a fourth compensation module 54, and a fifth compensation module 55. The first compensation module 51 is used to calculate the acceleration spectrum error The second compensation module 52 is used to construct a linear frequency corresponding model, the third compensation module 53 is used to calculate and obtain the corrected voltage spectrum, and the fourth compensation module 54 is used to calculate and obtain the corrected voltage. The fifth compensation module 55 is used to determine whether the total harmonic distortion value THD n-1 meets the conditional formula: THD n > THD n-1 , and obtain the corrected voltage by iterative calculation.
实施例三Example three
本实施例提供一种终端设备6,包括存储器61、处理器62以及存储在所述存储器61中并可在所述处理器62上运行的计算机程序63,所述处理器62执行所述计算机程序63时实现实施例一的马达稳态单频失真补偿方法的步骤。This embodiment provides a terminal device 6, including a memory 61, a processor 62, and a computer program 63 stored in the memory 61 and running on the processor 62, and the processor 62 executes the computer program At 63 o'clock, the steps of the motor steady-state single-frequency distortion compensation method of the first embodiment are implemented.
示例性的,所述计算机程序63可以被分割成一个或多个模块/单元,所述一个或者多个模块/单元被存储在所述存储器61中,并由所述处理器62执行,以完成本发明。所述一个或多个模块/单元可以是能够完成特定功能的一系列计算机程序63指令段,该指令段用于描述所述计算机程序63在所述终端设备6中的执行过程。例如,所述计算机程序63可以被分割成构造模块、获取模块和补偿模块(虚拟装置中的单元模块),各模块具体功能如下:Exemplarily, the computer program 63 may be divided into one or more modules/units, and the one or more modules/units are stored in the memory 61 and executed by the processor 62 to complete this invention. The one or more modules/units may be a series of instruction segments of the computer program 63 capable of completing specific functions, and the instruction segments are used to describe the execution process of the computer program 63 in the terminal device 6. For example, the computer program 63 may be divided into a construction module, an acquisition module, and a compensation module (unit module in the virtual device), and the specific functions of each module are as follows:
构造模块3,用于根据激励信号和马达线性模型获得期望加速度频谱;The construction module 3 is used to obtain the desired acceleration frequency spectrum according to the excitation signal and the linear model of the motor;
获取模块4:用于根据傅里叶变换获得激励信号的电压频谱,及采集马达单体实际的马达加速度获得实测加速度频谱及所述实测加速度频谱的总谐波失真值;Obtaining module 4: used to obtain the voltage spectrum of the excitation signal according to the Fourier transform, and to collect the actual motor acceleration of a single motor to obtain the measured acceleration spectrum and the total harmonic distortion value of the measured acceleration spectrum;
补偿模块5:用于根据总谐波失真值迭代计算获得最小失真的修正电压。Compensation module 5: It is used to iteratively calculate the minimum distortion correction voltage according to the total harmonic distortion value.
所述终端设备6可以是桌上型计算机、笔记本、掌上电脑及云端服务器等计算设备。所述终端设备6可包括,但不仅限于,处理器62、存储器61。本领域技术人员可以理解,图10仅仅是终端设备6的示例,并不构成 对终端设备6的限定,可以包括比图示更多或更少的部件,或者组合某些部件,或者不同的部件,例如所述终端设备6还可以包括输入输出设备、网络接入设备、总线等。The terminal device 6 may be a computing device such as a desktop computer, a notebook, a palmtop computer, and a cloud server. The terminal device 6 may include, but is not limited to, a processor 62 and a memory 61. Those skilled in the art can understand that FIG. 10 is only an example of the terminal device 6 and does not constitute a limitation on the terminal device 6. It may include more or less components than those shown in the figure, or a combination of certain components, or different components. For example, the terminal device 6 may also include an input/output device, a network access device, a bus, and the like.
所称处理器62可以是中央处理单元(Central Processing Unit,CPU),还可以是其他通用处理器62、数字信号处理器62(Digital Signal Processor,DSP)、专用集成电路(Application Specific Integrated Circuit,ASIC)、现成可编程门阵列(Field Programmable Gate Array,FPGA)或者其他可编程逻辑器件、分立门或者晶体管逻辑器件、分立硬件组件等。通用处理器62可以是微处理器62或者该处理器62也可以是任何常规的处理器62等。The so-called processor 62 may be a central processing unit (Central Processing Unit, CPU), other general-purpose processors 62, digital signal processors 62 (Digital Signal Processor, DSP), application specific integrated circuits (ASICs). ), off-the-shelf programmable gate array (Field Programmable Gate Array, FPGA) or other programmable logic devices, discrete gates or transistor logic devices, discrete hardware components, etc. The general-purpose processor 62 may be a microprocessor 62 or the processor 62 may also be any conventional processor 62 or the like.
所述存储器61可以是所述终端设备6的内部存储单元,例如终端设备6的硬盘或内存。所述存储器61也可以是所述终端设备6的外部存储设备,例如所述终端设备6上配备的插接式硬盘,智能存储卡(Smart Media Card,SMC),安全数字(Secure Digital,SD)卡,闪存卡(Flash Card)等。进一步地,所述存储器6181还可以既包括所述终端设备6的内部存储单元也包括外部存储设备。所述存储器6181用于存储所述计算机程序63以及所述终端设备6所需的其他程序和数据。所述存储器6181还可以用于暂时地存储已经输出或者将要输出的数据。The memory 61 may be an internal storage unit of the terminal device 6, such as a hard disk or memory of the terminal device 6. The memory 61 may also be an external storage device of the terminal device 6, for example, a plug-in hard disk equipped on the terminal device 6, a smart memory card (Smart Media Card, SMC), or a Secure Digital (SD). Card, Flash Card, etc. Further, the memory 6181 may also include both an internal storage unit of the terminal device 6 and an external storage device. The memory 6181 is used to store the computer program 63 and other programs and data required by the terminal device 6. The memory 6181 can also be used to temporarily store data that has been output or will be output.
所属领域的技术人员可以清楚地了解到,为了描述的方便和简洁,仅以上述各功能单元、模块的划分进行举例说明,实际应用中,可以根据需要而将上述功能分配由不同的功能单元、模块完成,即将所述终端设备6的内部结构划分成不同的功能单元或模块,以完成以上描述的全部或者部分功能。实施例中的各功能单元、模块可以集成在一个处理单元中,也可以是各个单元单独物理存在,也可以两个或两个以上单元集成在一个单元中,上述集成的单元既可以采用硬件的形式实现,也可以采用软件功能单元的形式实现。另外,各功能单元、模块的具体名称也只是为了便于相互区分,并不用于限制本申请的保护范围。上述系统中单元、模块的具体工作过程,可以参考前述方法实施例中的对应过程,在此不再赘述。Those skilled in the art can clearly understand that, for the convenience and conciseness of description, only the division of the above functional units and modules is used as an example. In practical applications, the above functions can be allocated to different functional units and modules as needed. Module completion, that is, the internal structure of the terminal device 6 is divided into different functional units or modules to complete all or part of the functions described above. The functional units and modules in the embodiments can be integrated into one processing unit, or each unit can exist alone physically, or two or more units can be integrated into one unit. The above-mentioned integrated units can be hardware-based Formal realization can also be realized in the form of a software functional unit. In addition, the specific names of the functional units and modules are only for the convenience of distinguishing each other, and are not used to limit the protection scope of the present application. For the specific working process of the units and modules in the foregoing system, reference may be made to the corresponding process in the foregoing method embodiment, which will not be repeated here.
在上述实施例中,对各个实施例的描述都各有侧重,某个实施例中没有详述或记载的部分,可以参见其它实施例的相关描述。In the above-mentioned embodiments, the description of each embodiment has its own focus. For parts that are not described in detail or recorded in an embodiment, reference may be made to related descriptions of other embodiments.
本领域普通技术人员可以意识到,结合本文中所公开的实施例描述的各示例的单元及算法步骤,能够以电子硬件、或者计算机软件和电子硬件的结合来实现。这些功能究竟以硬件还是软件方式来执行,取决于技术方案的特定应用和设计约束条件。专业技术人员可以对每个特定的应用来使用不同方法来实现所描述的功能,但是这种实现不应认为超出本发明的范围。A person of ordinary skill in the art may realize that the units and algorithm steps of the examples described in combination with the embodiments disclosed herein can be implemented by electronic hardware or a combination of computer software and electronic hardware. Whether these functions are executed by hardware or software depends on the specific application and design constraint conditions of the technical solution. Professionals and technicians can use different methods for each specific application to implement the described functions, but such implementation should not be considered as going beyond the scope of the present invention.
在本发明所提供的实施例中,应该理解到,所揭露的装置/终端设备6和方法,可以通过其它的方式实现。例如,以上所描述的装置/终端设备6实施例仅仅是示意性的,例如,所述模块或单元的划分,仅仅为一种逻辑功能划分,实际实现时可以有另外的划分方式,例如多个单元或组件可以结合或者可以集成到另一个系统,或一些特征可以忽略,或不执行。另一点,所显示或讨论的相互之间的耦合或直接耦合或通讯连接可以是通过一些接口,装置或单元的间接耦合或通讯连接,可以是电性,机械或其它的形式。In the embodiments provided by the present invention, it should be understood that the disclosed device/terminal device 6 and method may be implemented in other ways. For example, the above-described embodiment of the apparatus/terminal device 6 is only illustrative. For example, the division of the modules or units is only a logical function division, and there may be other division methods in actual implementation, such as multiple divisions. Units or components can be combined or integrated into another system, or some features can be omitted or not implemented. In addition, the displayed or discussed mutual coupling or direct coupling or communication connection may be indirect coupling or communication connection through some interfaces, devices or units, and may be in electrical, mechanical or other forms.
所述作为分离部件说明的单元可以是或者也可以不是物理上分开的,作为单元显示的部件可以是或者也可以不是物理单元,即可以位于一个地方,或者也可以分布到多个网络单元上。可以根据实际的需要选择其中的部分或者全部单元来实现本实施例方案的目的。The units described as separate components may or may not be physically separated, and the components displayed as units may or may not be physical units, that is, they may be located in one place, or they may be distributed on multiple network units. Some or all of the units may be selected according to actual needs to achieve the objectives of the solutions of the embodiments.
另外,在本发明各个实施例中的各功能单元可以集成在一个处理单元中,也可以是各个单元单独物理存在,也可以两个或两个以上单元集成在一个单元中。上述集成的单元既可以采用硬件的形式实现,也可以采用软件功能单元的形式实现。In addition, the functional units in the various embodiments of the present invention may be integrated into one processing unit, or each unit may exist alone physically, or two or more units may be integrated into one unit. The above-mentioned integrated unit can be implemented in the form of hardware or software functional unit.
所述集成的模块/单元如果以软件功能单元的形式实现并作为独立的产品销售或使用时,可以存储在一个计算机可读取存储介质中。基于这样的理解,本发明实现上述实施例方法中的全部或部分流程,也可以通过计算机程序63来指令相关的硬件来完成,所述的计算机程序63可存储于一 计算机可读存储介质中,该计算机程序63在被处理器62执行时,可实现上述各个方法实施例的步骤。其中,所述计算机程序63包括计算机程序63代码,所述计算机程序63代码可以为源代码形式、对象代码形式、可执行文件或某些中间形式等。所述计算机可读介质可以包括:能够携带所述计算机程序63代码的任何实体或装置、记录介质、U盘、移动硬盘、磁碟、光盘、计算机存储器61、只读存储器61(Read-Only Memory,ROM)、随机存取存储器61(RandomAccess Memory,RAM)、电载波信号、电信信号以及软件分发介质等。需要说明的是,所述计算机可读介质包含的内容可以根据司法管辖区内立法和专利实践的要求进行适当的增减,例如在某些司法管辖区,根据立法和专利实践,计算机可读介质不包括电载波信号和电信信号。If the integrated module/unit is implemented in the form of a software functional unit and sold or used as an independent product, it can be stored in a computer readable storage medium. Based on this understanding, the present invention implements all or part of the processes in the above-mentioned embodiments and methods, and can also be completed by instructing relevant hardware through a computer program 63, which can be stored in a computer-readable storage medium, When the computer program 63 is executed by the processor 62, it can implement the steps of the foregoing method embodiments. The computer program 63 includes computer program 63 code, and the computer program 63 code may be in the form of source code, object code, executable file, or some intermediate form. The computer-readable medium may include: any entity or device capable of carrying the code of the computer program 63, recording medium, U disk, mobile hard disk, magnetic disk, optical disk, computer memory 61, read-only memory 61 (Read-Only Memory) , ROM), random access memory 61 (Random Access Memory, RAM), electrical carrier signal, telecommunications signal, software distribution medium, etc. It should be noted that the content contained in the computer-readable medium can be appropriately added or deleted according to the requirements of the legislation and patent practice in the jurisdiction. For example, in some jurisdictions, according to the legislation and patent practice, the computer-readable medium Does not include electrical carrier signals and telecommunication signals.
应理解,上述实施例中各步骤的序号的大小并不意味着执行顺序的先后,各过程的执行顺序应以其功能和内在逻辑确定,而不应对本发明实施例的实施过程构成任何限定。It should be understood that the size of the sequence number of each step in the foregoing embodiment does not mean the sequence of execution. The execution sequence of each process should be determined by its function and internal logic, and should not constitute any limitation on the implementation process of the embodiment of the present invention.
藉此,本发明通过构造激励信号的期望加速度频谱、获取激励信号的电压频谱、实测加速度频谱,且根据总谐波失真值迭代计算获得激励信号的修正电压,从而降低马达自身存在的非线性对触觉体验的不利影响。Thereby, the present invention constructs the expected acceleration spectrum of the excitation signal, obtains the voltage spectrum of the excitation signal, the measured acceleration spectrum, and iteratively calculates the correction voltage of the excitation signal according to the total harmonic distortion value, thereby reducing the non-linearity of the motor itself. The adverse effects of the tactile experience.
以上所述的仅是本发明的实施方式,在此应当指出,对于本领域的普通技术人员来说,在不脱离本发明创造构思的前提下,还可以做出改进,但这些均属于本发明的保护范围。The above are only the embodiments of the present invention. It should be pointed out here that for those of ordinary skill in the art, improvements can be made without departing from the inventive concept of the present invention, but these all belong to the present invention. The scope of protection.

Claims (10)

  1. 一种马达稳态单频失真补偿方法,其特征在于,该方法包括:A method for compensating steady-state single-frequency distortion of a motor, characterized in that the method includes:
    构造步骤:根据激励信号和马达线性模型获得期望加速度频谱;Construction steps: Obtain the desired acceleration spectrum according to the excitation signal and the linear model of the motor;
    获取步骤:根据傅里叶变换获得激励信号的电压频谱,及采集马达单体实际的马达加速度获得实测加速度频谱及所述实测加速度频谱的总谐波失真值;Obtaining step: obtaining the voltage spectrum of the excitation signal according to the Fourier transform, and collecting the actual motor acceleration of the single motor to obtain the measured acceleration spectrum and the total harmonic distortion value of the measured acceleration spectrum;
    补偿步骤:根据总谐波失真值迭代计算获得最小失真的修正电压。Compensation steps: iteratively calculate the minimum distortion correction voltage according to the total harmonic distortion value.
  2. 根据权利要求1所述的马达稳态单频失真补偿方法,其特征在于,所述构造步骤具体包括:The method for compensating steady-state single-frequency distortion of a motor according to claim 1, wherein the constructing step specifically includes:
    步骤a:生成稳态单频激励信号;Step a: Generate a steady-state single-frequency excitation signal;
    步骤b:所述激励信号经马达线性模型获得期望加速度频谱。Step b: The excitation signal obtains the expected acceleration frequency spectrum through the motor linear model.
  3. 根据权利要求2所述的马达稳态单频失真补偿方法,其特征在于,所述获取步骤具体包括:The method for compensating steady-state single-frequency distortion of a motor according to claim 2, wherein the obtaining step specifically includes:
    步骤c:所述激励信号经傅里叶变换获得激励信号的电压频谱;Step c: the excitation signal is Fourier transformed to obtain the voltage spectrum of the excitation signal;
    步骤d:所述激励信号经马达单体采集实际的马达加速度;Step d: The excitation signal collects the actual motor acceleration through the motor unit;
    步骤e:根据所述马达加速度获得实测加速度频谱及所述实测加速度频谱的总谐波失真值。Step e: Obtain the measured acceleration frequency spectrum and the total harmonic distortion value of the measured acceleration frequency spectrum according to the motor acceleration.
  4. 根据权利要求3所述的马达稳态单频失真补偿方法,其特征在于,所述补偿步骤具体包括:The method for compensating steady-state single-frequency distortion of a motor according to claim 3, wherein the compensating step specifically includes:
    步骤f:根据实测加速度频谱与期望加速度频谱获得加速度频谱误差;Step f: Obtain the acceleration frequency spectrum error according to the measured acceleration frequency spectrum and the expected acceleration frequency spectrum;
    步骤g:根据激励信号的电压频谱和期望加速度频谱构造线性频率响应模型;Step g: Construct a linear frequency response model according to the voltage spectrum of the excitation signal and the expected acceleration spectrum;
    步骤h:根据激励信号的电压频谱、加速度频谱误差及线性频率响应模型获得激励信号的修正电压频谱;Step h: Obtain the corrected voltage spectrum of the excitation signal according to the voltage spectrum of the excitation signal, the acceleration spectrum error and the linear frequency response model;
    步骤i:激励信号的修正电压频谱经傅里叶逆变换获得修正电压;Step i: the corrected voltage spectrum of the excitation signal is subjected to inverse Fourier transform to obtain the corrected voltage;
    步骤j:返回步骤c重复执行至步骤i,定义重复次数为n,第n次的总谐波失真值为THD n,第n-1次的总谐波失真值为THD n-1,当满足条件式: THD n>THD n-1时,输出第n-1次重复时获得的修正电压。 Step j: Return to step c and repeat to step i, define the number of repetitions as n, the total harmonic distortion value of the nth order is THD n , and the total harmonic distortion value of the n-1th order is THD n-1 . Conditional expression: When THD n > THD n-1 , the corrected voltage obtained during the n-1th repetition is output.
  5. 根据权利要求1所述的马达稳态单频失真补偿方法,其特征在于,所述激励信号为单频正弦波。The method for compensating steady-state single-frequency distortion of a motor according to claim 1, wherein the excitation signal is a single-frequency sine wave.
  6. 根据权利要求2所述的马达稳态单频失真补偿方法,其特征在于,所述激励信号经马达线性模型获得期望加速度波形,所述期望加速度波形经傅里叶变换获得期望加速度频谱。The method for compensating steady-state single-frequency distortion of a motor according to claim 2, wherein the excitation signal obtains a desired acceleration waveform through a linear model of the motor, and the desired acceleration waveform is Fourier transformed to obtain a desired acceleration frequency spectrum.
  7. 根据权利要求3所述的马达稳态单频失真补偿方法,其特征在于,所述马达加速度由加速度传感器采集获得。The method for compensating steady-state single-frequency distortion of a motor according to claim 3, wherein the motor acceleration is collected by an acceleration sensor.
  8. 一种马达稳态单频失真补偿装置,其特征在于,包括:A motor steady-state single-frequency distortion compensation device is characterized in that it comprises:
    信号生发装置,用于生成稳态单频的激励信号并发送至马达单体;Signal generating device, used to generate a steady-state single-frequency excitation signal and send it to the motor unit;
    马达单体,响应激励信号;Single motor, responding to excitation signal;
    构造模块,用于根据激励信号和马达线性模型获得期望加速度频谱;The construction module is used to obtain the desired acceleration frequency spectrum according to the excitation signal and the linear model of the motor;
    获取模块:用于根据傅里叶变换获得激励信号的电压频谱,及采集马达单体实际的马达加速度获得实测加速度频谱及所述实测加速度频谱的总谐波失真值;Obtaining module: used to obtain the voltage spectrum of the excitation signal according to the Fourier transform, and to collect the actual motor acceleration of a single motor to obtain the measured acceleration spectrum and the total harmonic distortion value of the measured acceleration spectrum;
    补偿模块:用于根据总谐波失真值迭代计算获得最小失真的修正电压。Compensation module: It is used to iteratively calculate the minimum distortion correction voltage according to the total harmonic distortion value.
  9. 一种终端设备,包括存储器、处理器以及存储在所述存储器中并可在所述处理器上运行的计算机程序,其特征在于,所述处理器执行所述计算机程序时,实现如权利要求1至7任一项所述马达稳态单频失真补偿方法的步骤。A terminal device, comprising a memory, a processor, and a computer program stored in the memory and capable of running on the processor, wherein the processor executes the computer program, and implements as claimed in claim 1. Steps to any one of the steps of the method for compensating steady-state single-frequency distortion of the motor.
  10. 一种计算机可读存储介质,所述计算机可读存储介质存储有计算机程序,其特征在于,所述计算机程序被处理器执行时,实现如权利要求1至7任一项所述马达稳态单频失真补偿方法的步骤。A computer-readable storage medium, wherein the computer-readable storage medium stores a computer program, wherein when the computer program is executed by a processor, it realizes the motor steady-state unit according to any one of claims 1 to 7. Steps of frequency distortion compensation method.
PCT/CN2019/130197 2019-12-30 2019-12-30 Motor steady-state single-frequency distortion compensation method and apparatus WO2021134359A1 (en)

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Citations (4)

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Publication number Priority date Publication date Assignee Title
US6198246B1 (en) * 1999-08-19 2001-03-06 Siemens Energy & Automation, Inc. Method and apparatus for tuning control system parameters
KR20110132913A (en) * 2010-06-03 2011-12-09 현대모비스 주식회사 Method for compensating output of resolver-digital converter
CN110247631A (en) * 2019-04-12 2019-09-17 瑞声科技(新加坡)有限公司 A kind of motor nonlinear distortion compensation method and device
CN110380664A (en) * 2019-06-24 2019-10-25 瑞声科技(新加坡)有限公司 A kind of motor vibrations control method, device and computer readable storage medium

Patent Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US6198246B1 (en) * 1999-08-19 2001-03-06 Siemens Energy & Automation, Inc. Method and apparatus for tuning control system parameters
KR20110132913A (en) * 2010-06-03 2011-12-09 현대모비스 주식회사 Method for compensating output of resolver-digital converter
CN110247631A (en) * 2019-04-12 2019-09-17 瑞声科技(新加坡)有限公司 A kind of motor nonlinear distortion compensation method and device
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