CN110879618B - A three-closed-loop stable tracking method for multi-disturbance observers based on acceleration and position disturbance information - Google Patents
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Abstract
本发明公开了一种基于加速度和位置扰动信息的多扰动观测器三闭环稳定跟踪方法,主要解决稳定控制平台中存在中频和低频外界扰动,从而影响平台稳定性及跟踪精度的问题。本发明在传统三闭环系统的基础上增加了加速度扰动观测器和位置扰动观测器,有效地提高了系统中频和低频的扰动抑制能力。同时,本发明给出了加速度扰动补偿器和位置扰动补偿器的设计方案,这种方法能在保证系统稳定性的基础上提高稳定控制平台的抗干扰能力。这种扰动观测方法不需要额外的传感器,不增加系统成本,将观测到的扰动进行前馈补偿,在工程中实现容易。
The invention discloses a three-closed-loop stable tracking method of a multi-disturbance observer based on acceleration and position disturbance information, which mainly solves the problem of medium-frequency and low-frequency external disturbances in the stability control platform, thereby affecting the stability and tracking accuracy of the platform. The invention adds an acceleration disturbance observer and a position disturbance observer on the basis of the traditional three-closed-loop system, thereby effectively improving the disturbance suppression capability of the system at medium and low frequencies. At the same time, the invention provides the design scheme of the acceleration disturbance compensator and the position disturbance compensator, which can improve the anti-interference ability of the stable control platform on the basis of ensuring the stability of the system. This disturbance observation method does not require additional sensors, does not increase the system cost, and performs feedforward compensation on the observed disturbance, which is easy to implement in engineering.
Description
技术领域technical field
本发明属于稳定控制平台领域,具体涉及一种基于加速度和位置扰动信息的多扰动观测器三闭环稳定跟踪平台,主要用于增强系统的抗干扰能力,同时可以提高系统的鲁棒性和跟踪性能。The invention belongs to the field of stable control platforms, and in particular relates to a multi-disturbance observer three-closed-loop stable tracking platform based on acceleration and position disturbance information, which is mainly used for enhancing the anti-interference ability of the system, and at the same time improving the robustness and tracking performance of the system. .
背景技术Background technique
稳定控制平台中如果不采用减振措施,在振动环境下产生的视轴抖动会导致图像动态变形、成像像质不均匀、对比度变差、图像模糊以及清晰度下降等问题。成像质量的下降会导致系统闭环带宽和跟踪精度的下降,从而导致跟踪目标的丢失。因此提高系统的扰动抑制能力,是使机载电视图像具有高质量的稳定跟踪能力,并减小由于颤振引起的图像模糊,提高成像质量的关键。系统机械谐振,传感器噪声漂移和摩擦、风阻、不平衡等干扰力矩带来的外部振动是稳定控制系统扰动抑制能力受到限制的主要因素,因此稳定控制平台若想提高自身的抗扰能力,需对扰动源进行观测和补偿。传统的稳定控制平台采用加速度环,速度环,位置环的多闭环控制结构来提高系统的抗干扰能力。文献《MEMS InertialSensors-Based Multi-Loop Control Enhanced by Disturbance Observation andCompensation for Fast Steering Mirror System》(sensors,Vol(16),2016)将传统扰动观测器引进到加速度环,基于惯性回路进一步提升了系统的扰动抑制能力。但这种方法并不能提高稳定控制平台的低频扰动抑制能力,甚至对比传统的多闭环结构,其低频抗干扰能力更差。因此为了同时提高系统的中频和低频的抗干扰能力,需要提出更有针对性的抗干扰方法。If vibration reduction measures are not adopted in the stable control platform, the boresight jitter generated in the vibration environment will cause problems such as dynamic image deformation, uneven image quality, poor contrast, blurred image, and reduced sharpness. The decrease of imaging quality will lead to the decrease of the closed-loop bandwidth and tracking accuracy of the system, resulting in the loss of the tracking target. Therefore, improving the disturbance suppression ability of the system is the key to make the airborne TV image have high-quality stable tracking ability, reduce the image blur caused by flutter, and improve the imaging quality. The mechanical resonance of the system, the external vibration caused by sensor noise drift and interference torque such as friction, wind resistance, and unbalance are the main factors that limit the disturbance suppression capability of the stability control system. Disturbance sources are observed and compensated. The traditional stable control platform adopts multiple closed-loop control structures of acceleration loop, velocity loop and position loop to improve the anti-interference ability of the system. The document "MEMS InertialSensors-Based Multi-Loop Control Enhanced by Disturbance Observation and Compensation for Fast Steering Mirror System" (sensors, Vol(16), 2016) introduces the traditional disturbance observer into the acceleration loop, and further improves the disturbance of the system based on the inertial loop inhibiting ability. However, this method cannot improve the low-frequency disturbance suppression capability of the stable control platform, and even compared with the traditional multi-closed-loop structure, its low-frequency anti-disturbance capability is even worse. Therefore, in order to improve the anti-jamming capability of the system at the intermediate frequency and low frequency at the same time, it is necessary to propose a more targeted anti-jamming method.
发明内容SUMMARY OF THE INVENTION
针对稳定控制平台在低频和中频抗干扰能力不足这一问题,本发明提出了一种基于加速度和位置扰动信息的多扰动观测器三闭环稳定跟踪方法。本方法在传统的三闭环结构的基础上,加入了加速度扰动观测器和位置扰动观测器,通过对观测到的扰动量进行前馈补偿来达到抗干扰的目的。通过数学分析给出扰动补偿器的约束条件,并且实验证明了此种方法能有效提高系统的低频和中频的抗干扰能力,增强系统的鲁棒性。此种方法在工程上易于实现,不需要增加额外的传感器来观测扰动,有利于降低系统成本。Aiming at the problem that the stability control platform has insufficient anti-interference ability at low frequency and intermediate frequency, the present invention proposes a multi-disturbance observer three-closed-loop stable tracking method based on acceleration and position disturbance information. Based on the traditional three-closed-loop structure, this method adds an acceleration disturbance observer and a position disturbance observer, and achieves the purpose of anti-interference by performing feedforward compensation on the observed disturbance. The constraints of the disturbance compensator are given by mathematical analysis, and the experiment proves that this method can effectively improve the anti-interference ability of the system at low frequency and intermediate frequency, and enhance the robustness of the system. This method is easy to implement in engineering, does not need to add additional sensors to observe the disturbance, and is beneficial to reduce the system cost.
为实现本发明的目的,本发明提供一种基于加速度和位置扰动信息的多扰动观测器三闭环稳定跟踪方法,其方法步骤如下:In order to achieve the purpose of the present invention, the present invention provides a multi-disturbance observer three-closed-loop stable tracking method based on acceleration and position disturbance information, and the method steps are as follows:
步骤(1):在稳定控制平台的X轴及Y轴安装微机电加速度计及微机电陀螺,用以测量平台在惯性空间的角加速度及角速度;CCD摄像机获取稳定控制平台接收到的光信号,从而获得系统的位置信息;Step (1): install a microelectromechanical accelerometer and a microelectromechanical gyroscope on the X axis and the Y axis of the stable control platform to measure the angular acceleration and angular velocity of the platform in the inertial space; the CCD camera obtains the light signal received by the stable control platform, To obtain the location information of the system;
步骤(2):通过频率响应测试仪对稳定控制平台的加速度被控对象进行频响测试,输入为电压值,输出为加速度计的采样值,通过对输入输出的模型进行对象辨识得到加速度对象的被控模型 Step (2): The frequency response test is performed on the acceleration controlled object of the stable control platform through the frequency response tester, the input is the voltage value, and the output is the sampled value of the accelerometer, and the object identification of the input and output model is performed to obtain the acceleration object. Charged model
步骤(3):实现稳定控制平台的三闭环:根据拟合得到的加速度被控对象设计加速度控制器Ca(s);通过对加速度闭环的频响测试获得速度对象的被控模型设计速度控制器Cv(s);再通过对加速度闭环和速度闭环的频响测试获得位置对象的被控模型设计位置控制器Cp(s),这样就形成了加速度、速度、位置的三闭环系统。Step (3): realize the three closed loops of the stable control platform: according to the acceleration controlled object obtained by the fitting Design the acceleration controller C a (s); obtain the controlled model of the velocity object through the frequency response test of the closed-loop acceleration Design the velocity controller C v (s); then obtain the controlled model of the position object through the frequency response test of the acceleration closed-loop and velocity closed-loop The position controller C p (s) is designed so that a three closed-loop system of acceleration, velocity and position is formed.
步骤(4):添加加速度扰动观测器和扰动补偿器:在加速度环内加入被控对象的数学模型是通过频响测试得到的,是对系统实际加速度模型Ga(s)的逼近;Ga(s)的输入是速度控制器的控制量ua,这个输出包含了外界的加速度扰动,而的输出不包含外界扰动,通过将和Ga(s)的输出量相减,可以观测到外界的等效加速度扰动da(s);将观测到的等效加速度扰动da(s)输入到加速度扰动补偿器Cfa(s)中,输出量前馈到加速度控制器Ca(s)的输入量中。Step (4): Add acceleration disturbance observer and disturbance compensator: Add the mathematical model of the controlled object in the acceleration loop It is obtained through the frequency response test and is an approximation to the actual acceleration model of the system Ga (s); the input of Ga (s) is the control variable u a of the speed controller, this output contains the external acceleration disturbance, and The output of , does not contain external disturbances, by adding By subtracting it from the output of G a (s), the external equivalent acceleration disturbance d a (s) can be observed; input the observed equivalent acceleration disturbance d a (s) to the acceleration disturbance compensator C fa (s ), the output is fed forward to the input of the acceleration controller C a (s).
其中,加速环被控对象的数学模型有纯微分环节存在如下:Among them, the mathematical model of the controlled object of the acceleration ring There are pure differential elements as follows:
其中,Ka为加速度被控对象的增益,ωn为加速度被控对象分母二阶环节的转折频率,ζ为加速度被控对象分母二阶环节内的参数,Ta为加速度被控对象分母一阶滞后环节内的参数,以上四个参数均可由对加速度被控对象的对象辨识得到。Among them, Ka is the gain of the controlled object of acceleration, ω n is the turning frequency of the second-order link of the denominator of the controlled object of acceleration, ζ is the parameter in the second-order link of the denominator of the controlled object of acceleration, and T a is the denominator of the controlled object of acceleration. The parameters in the order lag link, the above four parameters can be obtained from the object identification of the acceleration controlled object.
其中,加速度扰动补偿器的设计形式如下:Among them, the design form of the acceleration disturbance compensator is as follows:
其中,Ta为加速度被控对象分母一阶滞后环节内的参数,Kfa,ξfa,ωfa均由设计者决定,与受到的扰动集中的中频段频率(5-20Hz)有关。Among them, T a is the parameter in the first-order lag link of the denominator of the acceleration controlled object, and K fa , ξ fa , and ω fa are all determined by the designer, and are related to the mid-band frequency (5-20 Hz) in which the disturbance is concentrated.
步骤(5):添加位置扰动观测器:同添加加速度扰动观测器相同,在位置环加入被控对象的数学模型是通过频响测试得到的,是对系统实际加速度模型Gp(s)的逼近。Gp(s)的输入是位置控制器的控制量ua,这个输出包含了外界的位置扰动,而的输出不包含外界扰动,通过将和Gp(s)的输出量相减,可以观测到外界的等效位置扰动dp(s);Step (5): Add a position disturbance observer: the same as adding an acceleration disturbance observer, add the mathematical model of the controlled object to the position loop It is obtained through the frequency response test and is an approximation to the actual acceleration model G p (s) of the system. The input of G p (s) is the control variable u a of the position controller, and the output contains the external position disturbance, while The output of , does not contain external disturbances, by adding By subtracting the output from G p (s), the external equivalent position disturbance d p (s) can be observed;
其中,位置被控对象模型近似于一个积分环节,其形式如下:Among them, the position controlled object model It is approximated by an integral link, and its form is as follows:
步骤(6):进行位置扰动补偿器的设计:进行Cfp(s)对系统稳定性的分析,用得到的约束条件进行Cfp(s)的参数设计,将设计得到的位置补偿器加入到位置环的扰动观测回路中。观测到的等效位置扰动dp(s)输入到位置扰动补偿器Cfp(s)中,输出量前馈到位置控制器Gp(s)的输入量中。Step (6): Carry out the design of the position disturbance compensator: carry out the analysis of the stability of the system by C fp (s), use the obtained constraints to design the parameters of C fp (s), and add the designed position compensator to the system. in the disturbance observation loop of the position loop. The observed equivalent position disturbance d p (s) is input to the position disturbance compensator C fp (s), and the output is fed forward to the input of the position controller G p (s).
其中,位置扰动观测器的约束条件如下:Among them, the constraints of the position disturbance observer are as follows:
其中,为对象辨识得到的加速度被控对象模型,为对象辨识得到的位置被控对象模型,Cp,Cv,Ca分别为位置控制器,速度控制器和加速度控制器。in, The acceleration controlled object model obtained for object identification, C p , C v , and C a are the position controller, the velocity controller and the acceleration controller, respectively.
其中,位置扰动观测器的设计形式如下:Among them, the design form of the position disturbance observer is as follows:
其中,为位置被控对象模型,Kfp,T1,T2均由设计者决定,与受到的扰动集中的低频段频率(1-5Hz)有关。in, For the position plant model, K fp , T 1 , T 2 are all determined by the designer, and are related to the low frequency (1-5Hz) in the concentrated disturbance.
本发明与现有技术相比具有如下优点:Compared with the prior art, the present invention has the following advantages:
(1)对比传统的多闭环控制方法,本发明基于扰动观测器的结构,分别添加了加速度扰动观测器和位置扰动观测器,并通过扰动补偿器的前馈控制来达到提高系统中频和低频的抗干扰能力的目的。(1) Compared with the traditional multi-closed-loop control method, the present invention is based on the structure of the disturbance observer, adding an acceleration disturbance observer and a position disturbance observer respectively, and through the feedforward control of the disturbance compensator to improve the intermediate frequency and low frequency of the system. The purpose of anti-interference ability.
(2)本发明对加速度扰动补偿器和位置扰动补偿器的设计形式提出了明确规定,并且对位置扰动观测器的参数设计提出了稳定性约束,对工程实现有很好的指导意义。(2) The present invention provides clear regulations for the design forms of the acceleration disturbance compensator and the position disturbance compensator, and puts forward stability constraints for the parameter design of the position disturbance observer, which has good guiding significance for engineering implementation.
(3)本发明可以直接添加到传统的多闭环稳定控制系统中,在不影响原系统跟踪能力的基础上,有效提高了系统的抗干扰能力。(3) The present invention can be directly added to the traditional multi-closed-loop stable control system, and effectively improves the anti-interference ability of the system without affecting the tracking ability of the original system.
(4)本发明结构简单,易于实现,不需要在原有的稳定控制平台中增加额外的传感器来测量扰动,有利于降低系统硬件成本。(4) The present invention has a simple structure, is easy to implement, does not need to add additional sensors to the original stable control platform to measure disturbances, and is beneficial to reducing the cost of system hardware.
附图说明Description of drawings
图1是本发明的一种基于加速度和位置扰动信息的多扰动观测器三闭环稳定跟踪方法;Fig. 1 is a kind of multi-disturbance observer three-closed-loop stable tracking method based on acceleration and position disturbance information of the present invention;
图2是本发明引入到传统多闭环后的扰动抑制能力频域对比图;Fig. 2 is the frequency domain comparison diagram of the disturbance suppression capability after the present invention is introduced into the traditional multi-closed loop;
图3是本发明引入到传统多闭环后的稳定精度时域对比图。FIG. 3 is a time-domain comparison diagram of stable accuracy after the present invention is introduced into the traditional multi-closed loop.
具体实施方式Detailed ways
以下结合附图对本发明的具体实施方式做详细说明。The specific embodiments of the present invention will be described in detail below with reference to the accompanying drawings.
如图1所示是一种基于加速度和位置扰动信息的多扰动观测器三闭环稳定跟踪方法的控制框图,其中包括加速度扰动观测器的前馈补偿回路、位置扰动观测器的前馈补偿回路、加速度回路、速度回路、位置回路;采用了基于加速度扰动信息和位置扰动信息的扰动观测器结构,对系统中频和低频的扰动抑制能力进行了针对性提升。采用所述方法的具体实施步骤如下:Figure 1 is a control block diagram of a multi-disturbance observer three-closed-loop stable tracking method based on acceleration and position disturbance information, which includes a feedforward compensation loop of the acceleration disturbance observer, a feedforward compensation loop of the position disturbance observer, Acceleration loop, velocity loop, and position loop; the disturbance observer structure based on acceleration disturbance information and position disturbance information is adopted, and the disturbance suppression capability of the system at medium frequency and low frequency is improved in a targeted manner. The specific implementation steps of the method are as follows:
步骤(1):在稳定控制平台的X轴及Y轴安装微机电加速度计及微机电陀螺,用以测量平台在惯性空间的角加速度及角速度;CCD摄像机获取稳定控制平台接收到的光信号,从而获得系统的位置信息;Step (1): install a microelectromechanical accelerometer and a microelectromechanical gyroscope on the X axis and the Y axis of the stable control platform to measure the angular acceleration and angular velocity of the platform in the inertial space; the CCD camera obtains the light signal received by the stable control platform, To obtain the location information of the system;
步骤(2):通过频率响应测试仪对稳定控制平台的加速度被控对象进行频响测试,输入为电压值,输出为加速度计的采样值,通过对输入输出的模型进行对象辨识得到加速度对象的被控模型 Step (2): The frequency response test is performed on the acceleration controlled object of the stable control platform through the frequency response tester, the input is the voltage value, and the output is the sampled value of the accelerometer, and the object identification of the input and output model is performed to obtain the acceleration object. Charged model
步骤(3):实现稳定控制平台的三闭环:根据拟合得到的加速度被控对象设计加速度控制器Ca(s);通过对加速度闭环的频响测试获得速度对象的被控模型设计速度控制器Cv(s);再通过对加速度闭环和速度闭环的频响测试获得位置对象的被控模型设计位置控制器Cp(s),这样就形成了加速度、速度、位置的三闭环系统。Step (3): realize the three closed loops of the stable control platform: according to the acceleration controlled object obtained by the fitting Design the acceleration controller C a (s); obtain the controlled model of the velocity object through the frequency response test of the closed-loop acceleration Design the velocity controller C v (s); then obtain the controlled model of the position object through the frequency response test of the acceleration closed-loop and velocity closed-loop The position controller C p (s) is designed so that a three closed-loop system of acceleration, velocity and position is formed.
步骤(4):添加加速度扰动观测器和扰动补偿器:在加速度环内加入被控对象的数学模型是通过频响测试得到的,是对系统实际加速度模型Ga(s)的逼近;Ga(s)的输入是速度控制器的控制量ua,这个输出包含了外界的加速度扰动,而的输出不包含外界扰动,通过将和Ga(s)的输出量相减,可以观测到外界的等效加速度扰动da(s);将观测到的加速度扰动da(s)输入到加速度扰动补偿器Cfa(s)中,输出量前馈到加速度控制器Ca(s)的输入量中。Step (4): Add acceleration disturbance observer and disturbance compensator: Add the mathematical model of the controlled object in the acceleration loop It is obtained through the frequency response test and is an approximation to the actual acceleration model of the system Ga (s); the input of Ga (s) is the control variable u a of the speed controller, this output contains the external acceleration disturbance, and The output of , does not contain external disturbances, by adding By subtracting it from the output of G a (s), the external equivalent acceleration disturbance d a (s) can be observed; input the observed acceleration disturbance d a (s) into the acceleration disturbance compensator C fa (s) , the output is fed forward to the input of the acceleration controller C a (s).
其中,加速环被控对象的数学模型有纯微分环节存在如下:Among them, the mathematical model of the controlled object of the acceleration ring There are pure differential elements as follows:
其中,Ka为加速度被控对象的增益,ωn为加速度被控对象分母二阶环节的转折频率,ζ为加速度被控对象分母二阶环节内的参数,Ta为加速度被控对象分母一阶滞后环节内的参数,以上四个参数均可由对加速度被控对象的对象辨识得到。Among them, Ka is the gain of the controlled object of acceleration, ω n is the turning frequency of the second-order link of the denominator of the controlled object of acceleration, ζ is the parameter in the second-order link of the denominator of the controlled object of acceleration, and T a is the denominator of the controlled object of acceleration. The parameters in the order lag link, the above four parameters can be obtained from the object identification of the acceleration controlled object.
其中,加速度扰动补偿器的设计形式如下:Among them, the design form of the acceleration disturbance compensator is as follows:
其中Ta为加速度被控对象分母一阶滞后环节内的参数,Kfa,ξfa,ωfa均由设计者决定,与受到的扰动集中的中频段频率有关。Among them, T a is the parameter in the first-order lag link of the denominator of the acceleration controlled object, and K fa , ξ fa , and ω fa are all determined by the designer and are related to the mid-range frequency in the concentrated disturbance.
步骤(5):添加位置扰动观测器:同添加加速度扰动观测器相同,在位置环加入被控对象的数学模型是通过频响测试得到的,是对系统实际加速度模型Gp(s)的逼近。Gp(s)的输入是位置控制器的控制量ua,这个输出包含了外界的位置扰动,而的输出不包含外界扰动,通过将和Gp(s)的输出量相减,可以观测到外界的等效加速度扰动dp(s);Step (5): Add a position disturbance observer: the same as adding an acceleration disturbance observer, add the mathematical model of the controlled object to the position loop It is obtained through the frequency response test and is an approximation to the actual acceleration model G p (s) of the system. The input of G p (s) is the control variable u a of the position controller, and the output contains the external position disturbance, while The output of , does not contain external disturbances, by adding By subtracting the output from G p (s), the external equivalent acceleration disturbance d p (s) can be observed;
其中,位置被控对象模型近似于一个积分环节,其形式如下:Among them, the position controlled object model It is approximated by an integral link, and its form is as follows:
步骤(6):进行位置扰动补偿器的设计:进行Cfp(s)对系统稳定性的分析,用得到的约束条件进行Cfp(s)的参数设计,将设计得到的位置补偿器加入到位置环的扰动观测回路中。观测到的扰动dp(s)输入到位置扰动补偿器Cfp(s)中,输出量前馈到位置控制器Gp(s)的输入量中。Step (6): Carry out the design of the position disturbance compensator: carry out the analysis of the stability of the system by C fp (s), use the obtained constraints to design the parameters of C fp (s), and add the designed position compensator to the system. in the disturbance observation loop of the position loop. The observed disturbance d p (s) is input to the position disturbance compensator C fp (s), and the output is fed forward to the input of the position controller G p (s).
其中,位置扰动观测器的约束条件如下:Among them, the constraints of the position disturbance observer are as follows:
其中,为对象辨识得到的加速度被控对象模型,为对象辨识得到的位置被控对象模型,Cp,Cv,Ca分别为位置控制器,速度控制器和加速度控制器。in, The acceleration controlled object model obtained for object identification, C p , C v , and C a are the position controller, the velocity controller and the acceleration controller, respectively.
其中,位置扰动观测器的设计形式如下:Among them, the design form of the position disturbance observer is as follows:
其中,为位置被控对象模型,Kfp,T1,T2均由设计者决定,与受到的扰动集中的低频段频率有关。in, For the position plant model, K fp , T 1 , and T 2 are all determined by the designer, and are related to the low-frequency frequencies in the concentrated disturbance.
下面以一稳定控制平台实验系统为例对本发明的设计过程和效果进行详细说明:The design process and effect of the present invention are described in detail below by taking a stable control platform experimental system as an example:
(1)通过频率响应测试仪测出系统的加速度传递函数模型为,在设计过程中可认为Ga(s)和近似相等:(1) The acceleration transfer function model of the system measured by the frequency response tester is, in the design process, it can be considered that G a (s) and approximately equal:
(2)通过加速度对象模型可以此设计出加速度、速度、位置控制器如下,实现传统多闭环:(2) Through the acceleration object model, the acceleration, velocity and position controllers can be designed as follows to realize the traditional multi-closed loop:
(3)通过频响测试仪对系统进行扫频测试,经过辨识得到位置模型的传递函数为:(3) Sweep the system through the frequency response tester. After identification, the transfer function of the position model is obtained as:
(4)实现传统多环闭环控制后,设计加速度回路扰动观测器的前馈补偿控制器Cfa(s)为:(4) After the traditional multi-loop closed-loop control is realized, the feedforward compensation controller C fa (s) of the designed acceleration loop disturbance observer is:
(5)加入了加速度回路的扰动观测器后,设计位置回路扰动观测器的前馈补偿控制器Cfp(s)为:(5) After adding the disturbance observer of the acceleration loop, the feedforward compensation controller C fp (s) of the designed position loop disturbance observer is:
(6)如图2是本发明引入到传统三闭环后的稳定精度的频域对比图。对比单纯的三闭环方法,可以发现在引入了加速度扰动观测器和位置扰动观测器后,系统中频及低频的抗干扰能力明显增强了。(6) FIG. 2 is a frequency domain comparison diagram of the stability accuracy after the present invention is introduced into the traditional three-closed loop. Compared with the simple three-closed-loop method, it can be found that the anti-interference ability of the system at medium frequency and low frequency is obviously enhanced after the introduction of the acceleration disturbance observer and the position disturbance observer.
(7)如图3是本发明引入到传统三闭环后的扰动抑制能力频域对比图。与传统三闭环方法相比,可以发现引入加速度扰动观测器和位置扰动观测器后,系统的稳定精度明显提升了。(7) Figure 3 is a frequency domain comparison diagram of the disturbance suppression capability after the present invention is introduced into the traditional three-closed loop. Compared with the traditional three closed-loop method, it can be found that the stability accuracy of the system is significantly improved after the introduction of the acceleration disturbance observer and the position disturbance observer.
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