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PID Controller Optimization by GA and Its Performances on the Electro-hydraulic Servo Control System 被引量:22
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作者 Karam M. Elbayomy 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2008年第4期378-384,共7页
A proportional integral derivative (PID) controller is designed and attached to electro-hydraulic servo actuator system (EHSAS) to control the angular position of the rotary actuator which control the movable surf... A proportional integral derivative (PID) controller is designed and attached to electro-hydraulic servo actuator system (EHSAS) to control the angular position of the rotary actuator which control the movable surface of space vehicles. The PID gain parameters are optimized by the genetic algorithm (GA). The controller is verified on the new state-space model of servo-valves attached to the physical rotary actuator by SIMULINK program. The controller and the state-space model are verified experimentally. Simulation and experimental results verify the effectiveness of the PID controller adaptive by GA to control the angular position of the rotary actuator as compared with the classical PID controller and the compensator controller. 展开更多
关键词 PID controller electro-hydraulic servo control system genetic controller GA
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New Method to Improve Dynamic Stiffness of Electro-hydraulic Servo Systems 被引量:9
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作者 BAI Yanhong QUAN Long 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2013年第5期997-1005,共9页
Most current researches working on improving stiffness focus on the application of control theories.But controller in closed-loop hydraulic control system takes effect only after the controlled position is deviated,so... Most current researches working on improving stiffness focus on the application of control theories.But controller in closed-loop hydraulic control system takes effect only after the controlled position is deviated,so the control action is lagged.Thus dynamic performance against force disturbance and dynamic load stiffness can’t be improved evidently by advanced control algorithms.In this paper,the elementary principle of maintaining piston position unchanged under sudden external force load change by charging additional oil is analyzed.On this basis,the conception of raising dynamic stiffness of electro hydraulic position servo system by flow feedforward compensation is put forward.And a scheme using double servo valves to realize flow feedforward compensation is presented,in which another fast response servo valve is added to the regular electro hydraulic servo system and specially utilized to compensate the compressed oil volume caused by load impact in time.The two valves are arranged in parallel to control the cylinder jointly.Furthermore,the model of flow compensation is derived,by which the product of the amplitude and width of the valve’s pulse command signal can be calculated.And determination rules of the amplitude and width of pulse signal are concluded by analysis and simulations.Using the proposed scheme,simulations and experiments at different positions with different force changes are conducted.The simulation and experimental results show that the system dynamic performance against load force impact is largely improved with decreased maximal dynamic position deviation and shortened settling time.That is,system dynamic load stiffness is evidently raised.This paper proposes a new method which can effectively improve the dynamic stiffness of electro-hydraulic servo systems. 展开更多
关键词 electro-hydraulic servo system flow feedforward compensation dynamic load stiffness double-valve actuation
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Characteristics Prediction Method of Electro-hydraulic Servo Valve Based on Rough Set and Adaptive Neuro-fuzzy Inference System 被引量:11
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作者 JIA Zhenyuan MA Jianwei WANG Fuji LIU Wei 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2010年第2期200-208,共9页
Synthesis characteristics of the electro-hydraulic servo valve are key factors to determine eligibility of the hydraulic production. Testing all synthesis characteristics of the electro-hydraulic servo valve after ass... Synthesis characteristics of the electro-hydraulic servo valve are key factors to determine eligibility of the hydraulic production. Testing all synthesis characteristics of the electro-hydraulic servo valve after assembling leads to high repair rate and reject rate, so accurate prediction for the synthesis characteristics in the industrial production is particular important in decreasing the repair rate and the reject rate of the product. However, the research in forecasting synthesis characteristics of the electro-hydraulic servo valve is rare. In this work, a hybrid prediction method was proposed based on rough set(RS) and adaptive neuro-fuzzy inference system(ANFIS) in order to predict synthesis characteristics of electro-hydraulic servo valve. Since the geometric factors affecting the synthesis characteristics of the electro-hydraulic servo valve are from workers' experience, the inputs of the prediction method are uncertain. RS-based attributes reduction was used as the preprocessor, and then the exact geometric factors affecting the synthesis characteristics of the electro-hydraulic servo valve were obtained. On the basis of the exact geometric factors, ANFIS was used to build the final prediction model. A typical electro-hydraulic servo valve production was used to demonstrate the proposed prediction method. The prediction results showed that the proposed prediction method was more applicable than the artificial neural networks(ANN) in predicting the synthesis characteristics of electro-hydraulic servo valve, and the proposed prediction method was a powerful tool to predict synthesis characteristics of the electro-hydraulic servo valve. Moreover, with the use of the advantages of RS and ANFIS, the highly effective forecasting framework in this study can also be applied to other problems involving synthesis characteristics forecasting. 展开更多
关键词 characteristics prediction rough set adaptive neuro-fuzzy inference system electro-hydraulic servo valve artificial neural networks
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ELECTRO-HYDRAULIC SERVO SYSTEM IN THE CENTRIFUGE FIELD 被引量:1
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作者 DongLonglei YanGuirong LiRonglin 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2004年第2期237-242,共6页
The mechanical characteristics of the electro-hydraulic servo system in thecentrifuge field are analyzed. The hydraulic pressure law in the centrifuge field indicates theexistence of the centrifuge hydraulic pressure.... The mechanical characteristics of the electro-hydraulic servo system in thecentrifuge field are analyzed. The hydraulic pressure law in the centrifuge field indicates theexistence of the centrifuge hydraulic pressure. The mechanical characteristics of the slide-valveand the dual nozzle flapper valve are studied, and it is found that the centrifuge field can notonly increase the driving force or moment of the function units, but also decrease the stability ofthe components. Finally by applying Gauss minimum constraint principle, the dynamic model of theelectro-hydraulic vibrator in the centrifuge field is established, and the mechanical restriction ofthe system is also presented. The study will be helpful for the realization of the combinedvibration and centrifuge test system. 展开更多
关键词 electro-hydraulic servo system Centrifuge field Mechanical characteristics
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Continuous rotary motor electro-hydraulic servo system based on the improved repetitive controller 被引量:1
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作者 王晓晶 姜继海 李尚义 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2010年第5期731-734,共4页
In order to suppress the periodic interference of the continuous rotary electro-hydraulic servo motor,this paper makes the motor tracking the periodic signals with high accuracy,and improves the influence of friction ... In order to suppress the periodic interference of the continuous rotary electro-hydraulic servo motor,this paper makes the motor tracking the periodic signals with high accuracy,and improves the influence of friction interference to the performance of continuous rotary electro-hydraulic servo motor.The mathematic model of the electro-hydraulic position servo system of the continuous rotary motor was established,and the compound control method was adopted based on the repetitive control,feed forward and PID to suppress the friction interference.Through the simulation,the result confirms that the compound control method decreases the tracking error of the system,increases the robust performance of the system and improves the performance of the continuous rotary electro-hydraulic servo motor. 展开更多
关键词 continuous rotary electro-hydraulic servo motor repetitive control interference suppression
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Angular Position Controller and Its Design Model Verification for the Electro-Hydraulic Servo Control System 被引量:1
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作者 KARAM M. Elbayomy 《Computer Aided Drafting,Design and Manufacturing》 2007年第1期60-65,共6页
The angular position controller is system (EHSAS) to control the output of the rotary applied to electro-hydraulic servo actuator actuator. It works as a compensator based on the frequency response of the EHSAS. Its... The angular position controller is system (EHSAS) to control the output of the rotary applied to electro-hydraulic servo actuator actuator. It works as a compensator based on the frequency response of the EHSAS. Its design model is verified on the state-space model of EHSAS by using simulation program SIMULINK. Real data used to test the system. Simulation results give a good agreement for the controller and also for the state-space model. 展开更多
关键词 angular position controller electro-hydraulic servo control system design model state-space model SIMULINK
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FORCE FEEDBACK MODEL OF ELECTRO-HYDRAULIC SERVO TELE-OPERATION ROBOT BASED ON VELOCITY CONTROL
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作者 GONG Mingde ZHAO Dingxuan ZHANG Hongyan JIA Cuiling 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2008年第6期1-5,共5页
The tele-operation robotic system which consists of an excavator as the construction robot, and two joysticks for operating the robot from a safe place are useful for performing restoration in damaged areas. In order ... The tele-operation robotic system which consists of an excavator as the construction robot, and two joysticks for operating the robot from a safe place are useful for performing restoration in damaged areas. In order to accomplish a precise task, the operator needs to feel a realistic sense of task force brought about from a feedback force between the fork glove of slave robot and unfamiliar environment. A novel force feedback model is proposed based on velocity control of cylinder to determine environment force acting on fork glove. Namely, the feedback force is formed by the error of displacement of joystick with velocity and driving force of piston, and the gain is calculated by the driving force and threshold of driving force of hydraulic cylinder. Moreover, the variable gain improved algorithm is developed to overcome the defect for grasping soft object. Experimental results for fork glove freedom of robotic system are provided to demonstrate the developed algorithm is available for grasping soft object. 展开更多
关键词 Construction robot Tele-operation Bilateral electro-hydraulic servo control Velocity control Force feedback model
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Coordinating optimization-based sliding mode variable structure control for electro-hydraulic servo system
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作者 Yong YANG An LUO Hua HAN 《控制理论与应用(英文版)》 EI 2006年第2期168-174,共7页
A sliding mode variable structure control (SMVSC) based on a coordinating optimization algorithm has been developed. Steady state error and control switching frequency are used to constitute the system performance i... A sliding mode variable structure control (SMVSC) based on a coordinating optimization algorithm has been developed. Steady state error and control switching frequency are used to constitute the system performance indexes in the coordinating optimization, while the tuning rate of boundary layer width (BLW) is employed as the optimization parameter. Based on the mathematical relationship between the BLW and steady-state error, an optimized BLW tuning rate is added to the nonlinear control term of SMVSC. Simulation experiment results applied to the positioning control of an electro-hydraulic servo system show the comprehensive superiority in dynamical and static state performance by using the proposed controller is better than that by using SMVSC without optimized BLW tuning rate. This succeeds in coordinately considering both chattering reduction and high-precision control realization in SMVSC. 展开更多
关键词 Sliding mode variable structure control(SMVSC) Varying boundary layer Chattering reduction Steady-state performance Coordinating optimization(CO) electro-hydraulic servo system (EHSS)
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Analysis on Static Pressure Bearing Seal Characteristics of Guide Sleeve of Electro-hydraulic Servo Cylinder
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作者 SHAO Junpeng XU Longfei SUN Guitao 《International Journal of Plant Engineering and Management》 2019年第3期140-156,共17页
As a typical bionic walking robot, hydraulic quadruped robot has attracted much attention because of its high mobility, strong load capacity and steady motion. The electro-hydraulic servo cylinder, as its power actuat... As a typical bionic walking robot, hydraulic quadruped robot has attracted much attention because of its high mobility, strong load capacity and steady motion. The electro-hydraulic servo cylinder, as its power actuator, requires low friction, good lateral load resistance and high speed motion. The electro-hydraulic servo cylinder hydrostatic bearing seal guide sleeve is taken as the research object in this paper. By using Fluent software to analyze and contrast the film characteristics of rectangular and I-shaped oil chamber of hydrostatic bearing seal guide sleeve, the relationship between piston rod moving speed, eccentricity, oil film carrying capacity, friction force and leakage volume, as well as the relationship between oil feed flow and oil film bearing capacity, friction force, inlet pressure and leakage volume were analyzed. This study provides a theoretical basis for optimizing the static pressure bearing seal parameters. 展开更多
关键词 hydraulic QUADRUPED robot electro-hydraulic servo cylinder static pressure bearing seal guide SLEEVE CHARACTERISTICS of oil film Fluent simulation ANALYSIS
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Study on Oil Cavity Number of Hydrostatic Guide Sleeve of Electro-hydraulic Servo Cylinder
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作者 SHAO Junpeng XU Longfei SUN Guitao 《International Journal of Plant Engineering and Management》 2019年第4期219-230,共12页
The electro-hydraulic servo drive hydraulic cylinder has many unique advantages, such as fast response, high load stiffness, high control power, strong anti-eccentric load ability and so on, so it has been widely used... The electro-hydraulic servo drive hydraulic cylinder has many unique advantages, such as fast response, high load stiffness, high control power, strong anti-eccentric load ability and so on, so it has been widely used in industrial control. Based on the guide sleeve of hydrostatic seal of hydraulic cylinder, the reasonable number of oil chamber of guide sleeve is studied in this paper. ICEM CFD software and FLUENT simulation software are used to calculate and analyze the number of different oil chambers of guide sleeve of hydrostatic seal. The temperature field of piston rod with different moving speed, different initial pressure of oil chamber and oil film under different number of oil chambers is analyzed. The relationship between the pressure field and temperature field provides a better basis for optimizing the design of hydrostatic guide sleeve and helps to improve the servo drive cylinder. 展开更多
关键词 electro-hydraulic servo hydraulic cylinder hydrostatic seal guide sleeve number of oil chambers pressure field temperature field
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Global Dynamic Modeling of Electro-Hydraulic 3-UPS/S Parallel Stabilized Platform by Bond Graph 被引量:11
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作者 ZHANG Lijie GUO Fei +1 位作者 LI Yongquan LU Wenjuan 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2016年第6期1176-1185,共10页
Dynamic modeling of a parallel manipulator(PM) is an important issue. A complete PM system is actually composed of multiple physical domains. As PMs are widely used in various fields, the importance of modeling the ... Dynamic modeling of a parallel manipulator(PM) is an important issue. A complete PM system is actually composed of multiple physical domains. As PMs are widely used in various fields, the importance of modeling the global dynamic model of the PM system becomes increasingly prominent. Currently there lacks further research in global dynamic modeling. A unified modeling approach for the multi-energy domains PM system is proposed based on bond graph and a global dynamic model of the 3-UPS/S parallel stabilized platform involving mechanical and electrical-hydraulic elements is built. Firstly, the screw bond graph theory is improved based on the screw theory, the modular joint model is modeled and the normalized dynamic model of the mechanism is established. Secondly, combined with the electro-hydraulic servo system model built by traditional bond graph, the global dynamic model of the system is obtained, and then the motion, force and power of any element can be obtained directly. Lastly, the experiments and simulations of the driving forces, pressure and flow are performed, and the results show that, the theoretical calculation results of the driving forces are in accord with the experimental ones, and the pressure and flow of the first limb and the third limb are symmetry with each other. The results are reasonable and verify the correctness and effectiveness of the model and the method. The proposed dynamic modeling method provides a reference for modeling of other multi-energy domains system which contains complex PM. 展开更多
关键词 screw bond graph multi-energy domains 3-UPS/S parallel mechanism electro-hydraulic servo system
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Pseudo Derivative Feedback Control of Electro Hydraulic Speed Servos 被引量:3
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作者 陈留 许明恒 科坚 《Journal of Modern Transportation》 2000年第2期107-113,共7页
The Pseudo-Derivative Feedback (PDF) algorithm is introduced into design of electro-hydraulic speed servos. With limited extra complexity in implementation of controller's electronic circuits, the PDF control enab... The Pseudo-Derivative Feedback (PDF) algorithm is introduced into design of electro-hydraulic speed servos. With limited extra complexity in implementation of controller's electronic circuits, the PDF control enables the electro-hydraulic speed servo to respond to a step command without steady-state error, and also to follow successfully a sinusoidal command at the frequency higher than that the system resulted from traditional design can reach. The numerical example-based comparison in dynamic and static behavior shows also the PDF system is superior to the traditional system in terms of both the capability of handling loads applied to the system and the robustness to ignore variation and uncertainty of the parameters of the hydraulic valve-actuator unit in operation. 展开更多
关键词 PDF control electro-hydraulic speed servo performanT
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Parameter-dependent vibration-attenuation controller design for electro-hydraulic actuated linear structural systems 被引量:1
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作者 Weng Falu Mao Weijie 《Earthquake Engineering and Engineering Vibration》 SCIE EI CSCD 2012年第1期73-82,共10页
The problem of robust active vibration control for a class of electro-hydraulic actuated structural systems with time-delay in the control input channel and parameter uncertainties appearing in all the mass, damping a... The problem of robust active vibration control for a class of electro-hydraulic actuated structural systems with time-delay in the control input channel and parameter uncertainties appearing in all the mass, damping and stiffness matrices is investigated in this paper. First, by introducing a linear varying parameter, the nonlinear system is described as a linear parameter varying (LPV) model. Second, based on this LPV model, an LMI-based condition for the system to be asymptotically stabilized is deduced. By solving these LMIs, a parameter-dependent controller is established for the closed- loop system to be stable with a prescribed level of disturbance attenuation. The condition is also extended to the uncertain case. Finally, some numerical simulations demonstrate the satisfying performance of the proposed controller. 展开更多
关键词 structural system electro-hydraulic servo system robust stabilization vibration attenuation parameter-dependent controller
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Nonlinear control for a class of hydraulic servo system 被引量:13
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作者 余宏 冯正进 王旭永 《Journal of Zhejiang University Science》 EI CSCD 2004年第11期1413-1417,共5页
The dynamics of hydraulic systems are highly nonlinear and the system may be subjected to non-smooth and discontinuous nonlinearities due to directional change of valve opening, friction, etc. Aside from the nonlinear... The dynamics of hydraulic systems are highly nonlinear and the system may be subjected to non-smooth and discontinuous nonlinearities due to directional change of valve opening, friction, etc. Aside from the nonlinear nature of hydraulic dynamics, hydraulic servo systems also have large extent of model uncertainties. To address these challenging issues, a robust state-feedback controller is designed by employing backstepping design technique such that the system output tracks a given signal arbitrarily well, and all signals in the closed-loop system remain bounded. Moreover, a relevant disturbance attenuation inequality is satisfied by the closed-loop signals. Compared with previously proposed robust controllers, this paper's robust controller based on backstepping recursive design method is easier to design, and is more suitable for implementation. 展开更多
关键词 Nonlinear system electro hydraulic servo system Robust control BACKSTEPPING Lyapunov function
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基于SimHydraulics的电液伺服系统实物仿真 被引量:19
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作者 孟亚东 李长春 +1 位作者 刘晓东 张金英 《系统仿真学报》 CAS CSCD 北大核心 2009年第6期1596-1598,1601,共4页
针对一个采用阀控对称缸的电液伺服系统进行了SimHydraulics实物仿真,根据仿真结果辨识出系统的数学模型,通过与机理建模和Simulink模型仿真的结果相对比进行了验证。总结了综合应用SimHydraulics与Simulink的新仿真方法,该方法使得电... 针对一个采用阀控对称缸的电液伺服系统进行了SimHydraulics实物仿真,根据仿真结果辨识出系统的数学模型,通过与机理建模和Simulink模型仿真的结果相对比进行了验证。总结了综合应用SimHydraulics与Simulink的新仿真方法,该方法使得电液伺服系统的设计和控制方案的选择可以同步进行,提高了系统设计的效率和准确性。 展开更多
关键词 电液伺服系统 Simhydraulics仿真 SIMULINK仿真 阀控对称缸
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挖掘机铲斗电液伺服改进PSO-PID参数整定位置控制 被引量:4
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作者 张晓婷 李徳镇 +1 位作者 梁仁旺 贺婷婷 《机械设计与制造》 北大核心 2023年第9期181-184,共4页
挖掘机电液伺服系统的运行性能来达到调控挖掘机铲斗位置的功能,由于采用传统PID整定方法并不能获得优异控制效果,采用遗传算法与交叉算子、标准PSO算法进行PID整定,最后对其进行了实验验证。设计了一种经过改进处理的粒子群优化算法来... 挖掘机电液伺服系统的运行性能来达到调控挖掘机铲斗位置的功能,由于采用传统PID整定方法并不能获得优异控制效果,采用遗传算法与交叉算子、标准PSO算法进行PID整定,最后对其进行了实验验证。设计了一种经过改进处理的粒子群优化算法来实现对阀挖掘机铲斗电液伺服系统进行PID整定的过程,能够准确控制挖掘机铲斗位置,由此获得更高轨迹跟踪精度。为增强粒子群算法搜索性能,综合运用遗传算法与交叉算子来实现对标准粒子群的优化,显著改善PID控制器性能,根据推导得到的铲斗系统模型进一步开展仿真分析。分别以三种优化算法计算优化结果,再将其输入自动化挖掘机程序中,完成各参数修改后,再对平地控制过程进行模拟测试。根据实验测试可知改进PSO算法具备明显优越性。 展开更多
关键词 位置控制 电液伺服系统 改进粒子群算法 遗传算法
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基于SimHydraulics的水轮机调速器电液随动系统故障仿真与分析 被引量:4
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作者 夏琳玲 王印松 +1 位作者 刘萌 苏杰 《中国测试》 CAS 北大核心 2022年第2期105-112,共8页
为提高水轮机调速器电液随动系统运行可靠性,解决系统运行过程中常见故障在初发阶段难以判断的问题,提出一种基于SimHydraulics软件的水轮机调速器电液随动系统故障仿真与分析方法。首先基于SimHydraulics软件建立电液随动系统仿真模型... 为提高水轮机调速器电液随动系统运行可靠性,解决系统运行过程中常见故障在初发阶段难以判断的问题,提出一种基于SimHydraulics软件的水轮机调速器电液随动系统故障仿真与分析方法。首先基于SimHydraulics软件建立电液随动系统仿真模型;其次通过设置各液压元件的参数,模拟液压系统中常见故障;最后结合仿真数据的方差定量运算,分析系统在不同状态下活塞杆运动和响应特性曲线。仿真结果表明:该模型能够有效模拟电液随动系统的动态特性,通过对故障特征仿真进行结果分析,可直观判断出不同故障发生的位置、原因以及对系统运行的影响程度,可为后续检修及预防工作提供有效理论依据。 展开更多
关键词 Simhydraulics 仿真模型 电液随动系统 故障
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Research on characteristics of integrated type hydraulic transformer's control angle
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作者 刘成强 Liu Yinshui +1 位作者 Jiang Jihai Yang Guanzhong 《High Technology Letters》 EI CAS 2017年第4期404-409,共6页
In order to realize remote control of hydraulic transformers and improve the control precision of the pressure ratio,an integrated type electric hydraulic servo hydraulic transformer is proposed in this paper,a mathem... In order to realize remote control of hydraulic transformers and improve the control precision of the pressure ratio,an integrated type electric hydraulic servo hydraulic transformer is proposed in this paper,a mathematical model is built and simulation of electro-hydraulic servo integrated hydraulic transformer's control angle is carried out,the principle prototype of the transformer is designed and manufactured,and experimental study is carried out on the experimental bench. The experimental results verify the correctness of the mathematical model. The results show that electro hydraulic servo control can improve the accuracy and dynamic response speed of control angle,which provides a reference for the further research of the hydraulic transformers. 展开更多
关键词 electro-hydraulic servo hydraulic transformer control angle SIMULATION EXPERIMENTAL
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基于AMESim-Simulink的电液位置伺服系统的滑模变结构控制
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作者 余长顺 袁锐波 刘森 《农业装备与车辆工程》 2023年第3期130-132,共3页
以电液位置伺服系统为研究对象,采用联合仿真方式对其进行了滑模变结构控制的研究。首先搭建电液位置伺服系统的AMESim模型,通过系统辨识得到系统的数学模型,并将此数学模型转变为状态空间方程,在Simulink中对其进行了滑模控制律的设计... 以电液位置伺服系统为研究对象,采用联合仿真方式对其进行了滑模变结构控制的研究。首先搭建电液位置伺服系统的AMESim模型,通过系统辨识得到系统的数学模型,并将此数学模型转变为状态空间方程,在Simulink中对其进行了滑模控制律的设计及仿真分析。结果表明:滑模控制对输入信号具有响应速度快、跟踪精度高等良好的控制特性。 展开更多
关键词 AMESIM SIMULINK 电液位置伺服系统 滑模变结构控制
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基于深度神经网络的电液伺服泵控系统健康评估研究
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作者 刘克毅 李渊 +3 位作者 王飞 陈革新 王梦 张亚欧 《机床与液压》 北大核心 2024年第9期173-179,共7页
电液伺服泵控系统具备功重比高、响应快等优点,在多领域得到广泛应用,但如何针对该系统开展更有效健康评估,进一步保障系统的安全性和可靠性成为必须面对的问题。按照明确原理、建立数学模型、建立仿真模型、仿真分析的思路针对健康评... 电液伺服泵控系统具备功重比高、响应快等优点,在多领域得到广泛应用,但如何针对该系统开展更有效健康评估,进一步保障系统的安全性和可靠性成为必须面对的问题。按照明确原理、建立数学模型、建立仿真模型、仿真分析的思路针对健康评估方法开展研究,提出油液体积含气量、气隙磁密、泄漏系数3个健康评估指标并确定阈值,构建了LGA(LSTM-GRNN-ANN)深度神经网络健康评估方法并进行仿真分析,结果显示该方法准确率约为97.48%,比LSTM、GRNN健康评估方法具有更高的准确率,为继续深入开展电液伺服泵控系统健康评估的研究提供了理论支持。 展开更多
关键词 电液伺服泵控系统 健康评估 LGA深度神经网络 仿真分析
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