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并联机器人动态滑模轨迹跟踪控制研究 被引量:5
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作者 宁珍珍 高国琴 董超君 《机械设计与制造》 北大核心 2008年第11期173-175,共3页
并联机器人是机器人研究与应用的重要部分,它具有刚度大、承载能力强、位置误差不积累等一系列优点,但它本身高度的非线性和强耦合性,使对其精确控制极为困难。针对以交流伺服电机驱动的六自由度并联机器人机构,分析了其运动学逆解,进... 并联机器人是机器人研究与应用的重要部分,它具有刚度大、承载能力强、位置误差不积累等一系列优点,但它本身高度的非线性和强耦合性,使对其精确控制极为困难。针对以交流伺服电机驱动的六自由度并联机器人机构,分析了其运动学逆解,进行了轨迹规划,设计了动态滑模变结构控制算法,建立了机器人支路的仿真模型,完成了对支路的期望运动轨迹的跟踪。仿真结果表明该算法系统抗干扰能力强,具有快速有效跟踪期望轨迹的优良性能。 展开更多
关键词 滑模变结构 运动学反解 六自由度并联机器人 轨迹跟踪
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基于终态滑模的机械臂自适应迭代学习控制
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作者 胡云安 韦建明 杨秀霞 《海军航空工程学院学报》 2011年第6期606-610,616,共6页
针对带未知参数且执行重复任务的机械臂,提出一种自适应迭代学习控制算法。为了克服因重置精度低带来的重置误差,引入了终态滑模和初始状态修正吸引子,实现了跟踪误差在有限时间收敛于0,并通过迭代轴上的自适应算法来调节控制器参... 针对带未知参数且执行重复任务的机械臂,提出一种自适应迭代学习控制算法。为了克服因重置精度低带来的重置误差,引入了终态滑模和初始状态修正吸引子,实现了跟踪误差在有限时间收敛于0,并通过迭代轴上的自适应算法来调节控制器参数。理论证明了跟踪误差的收敛性和系统中所有信号的有界性,仿真结果验证了算法的有效性。 展开更多
关键词 自适应迭代学习控制 机械臂 重置误差 滑模
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防空导弹姿态控制系统终态滑模变结构设计 被引量:2
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作者 赵宏战 周军 《计算机仿真》 CSCD 北大核心 2009年第2期73-76,共4页
针对防空导弹垂直发射姿态调转时的快速性要求,研究了快速姿态调转的控制问题。首先基于一类多输入多输出高阶非线性系统的Terminal(终态)滑模变结构控制方法,对垂直发射防空导弹的滚动和俯仰/偏航通道所呈现的非线性、强耦合性进行了分... 针对防空导弹垂直发射姿态调转时的快速性要求,研究了快速姿态调转的控制问题。首先基于一类多输入多输出高阶非线性系统的Terminal(终态)滑模变结构控制方法,对垂直发射防空导弹的滚动和俯仰/偏航通道所呈现的非线性、强耦合性进行了分析,并设计了一种新型滑模控制器。控制器设计方案消除了滑模控制的到达阶段,系统的初始状态始终保持在滑模面上,确保了系统的全局鲁棒性和稳定性,且能在有限且可控时间内使跟踪误差趋近于零。最后通过数字仿真验证了系统在不确定因素情况下具有强鲁棒性和适应性,可用于防空导弹短时间姿态调转控制。 展开更多
关键词 滑模控制 防空导弹 垂直发射 姿控制
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基于终态滑模观测器的步进电机位置和速度估计 被引量:1
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作者 江丹旭 余世明 《工业控制计算机》 2014年第6期57-59,共3页
步进电机一般都以开环控制的方式应用于各种运动控制场合,若要提高系统的控制性能,往往需要借助于位置或速度传感器来实现闭环控制。本文使用终态滑模观测器设计了一种估计步进电机位置和速度的方法,并试着解决位置和速度估计中一些较... 步进电机一般都以开环控制的方式应用于各种运动控制场合,若要提高系统的控制性能,往往需要借助于位置或速度传感器来实现闭环控制。本文使用终态滑模观测器设计了一种估计步进电机位置和速度的方法,并试着解决位置和速度估计中一些较为重要的问题,所需用到的的仅仅是电信号检测装置,而避免了安装位置或速度传感器可能会带来的问题。仿真结果表明了所设计的方法的有效性。 展开更多
关键词 滑模观测器 步进电机 位置和速度估计
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一种直流力矩电机的变结构控制器
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作者 冯素梅 杨治平 《仪器仪表学报》 EI CAS CSCD 北大核心 2005年第z1期847-848,共2页
给出了一种针对随动速度过程的变结构控制器。根据模型参考控制原理,将系统输出与参考模型相比较得到偏差,变结构控制算法根据变结构控制原理,将这一偏差进行控制而加以抑制,使误差消失在滑模态上,从而保证电机的输出速度的动态跟踪特... 给出了一种针对随动速度过程的变结构控制器。根据模型参考控制原理,将系统输出与参考模型相比较得到偏差,变结构控制算法根据变结构控制原理,将这一偏差进行控制而加以抑制,使误差消失在滑模态上,从而保证电机的输出速度的动态跟踪特性。仿真分析表明了设计的控制器,适合于一类随动过程的动态跟踪控制。 展开更多
关键词 直流力矩电机 随机动过程 参考模型 变结构控制 滑模态
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大配平角起始条件下的非线性末制导律研究
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作者 曹光前 《飞行力学》 CSCD 2001年第3期45-48,共4页
针对大配平角误差起始条件下导弹捕获高机动性目标问题 ,分析了一般非线性末制导运动 ,得到了稳定性充要条件。基于滑模态控制技术 ,综合了一种新型的梆 -梆末制导律。它是一般非线性末制导运动方程的通解 ,相对于线性二次型理论解具有... 针对大配平角误差起始条件下导弹捕获高机动性目标问题 ,分析了一般非线性末制导运动 ,得到了稳定性充要条件。基于滑模态控制技术 ,综合了一种新型的梆 -梆末制导律。它是一般非线性末制导运动方程的通解 ,相对于线性二次型理论解具有明显的优点 :不需目标加速度和剩余时间信息 ;能够在各种起始大配平角误差条件下收敛。最后给出的仿真算例证明了理论分析的正确性和该制导律的实用价值。 展开更多
关键词 末制导 滑模态控制 非线性控制 敏捷性导弹 大配平角起始条件
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Trajectory tracking control for underactuated unmanned surface vehicles with dynamic uncertainties 被引量:10
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作者 廖煜雷 张铭钧 +1 位作者 万磊 李晔 《Journal of Central South University》 SCIE EI CAS CSCD 2016年第2期370-378,共9页
The trajectory tracking control problem for underactuated unmanned surface vehicles(USV) was addressed, and the control system took account of the uncertain influences induced by model perturbation, external disturban... The trajectory tracking control problem for underactuated unmanned surface vehicles(USV) was addressed, and the control system took account of the uncertain influences induced by model perturbation, external disturbance, etc. By introducing the reference, trajectory was generated by a virtual USV, and the error equation of trajectory tracking for USV was obtained, which transformed the tracking problem of underactuated USV into the stabilization problem of the trajectory tracking error equation. A backstepping adaptive sliding mode controller was proposed based on backstepping technology and method of dynamic slide model control. By means of theoretical analysis, it is proved that the proposed controller ensures that the solutions of closed loop system have the ultimate boundedness property. Simulation results are presented to illustrate the effectiveness of the proposed controller. 展开更多
关键词 trajectory tracking UNDERACTUATED unmanned surface vehicle (USV) BACKSTEPPING dynamic sliding mode control
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Nonlinear dynamic fractional sliding mode control to the motor of mining locomotive 被引量:1
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作者 ZHANG Hai-ming MIAO Zhong-cui ZHANG Xin 《Journal of Measurement Science and Instrumentation》 CAS CSCD 2020年第4期373-381,共9页
The harsh operating environment and complex operating conditions of the mine electric locomotive affect the control performance of the locomotive traction motor.In order to improve the speed control performance of ele... The harsh operating environment and complex operating conditions of the mine electric locomotive affect the control performance of the locomotive traction motor.In order to improve the speed control performance of electric locomotive traction motors,a dynamic fractional-order sliding mode control(DFOSMC)algorithm considering uncertain factors was proposed.A load torque sliding mode observer was designed for the complex load disturbance of the traction motor,and its observations were integrated into the DFOSMC controller to overcome the influence of load disturbance.Finally,the stability of the designed controller was proved by Lyapunov's theorem.Besides,the control performance of DFOSMC controller was compared with integer-order sliding mode controller and fractional-order sliding mode controller through simulation experiments.Compared with integer-order sliding mode and fractional-order sliding mode controllers,the dynamic and static performance of the DFOSMC controller with load observation is better,and it has stronger anti-interference ability.The DFOSMC controller effectively improves the control performance of the traction motor of the mining locomotive. 展开更多
关键词 mine electric locomotive fractional-order sliding mode load observer dynamic fractional-order sliding mode control(DFOSMC)
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Dynamic analysis, simulation, and control of a 6-DOF IRB-120 robot manipulator using sliding mode control and boundary layer method 被引量:3
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作者 Mojtaba HADI BARHAGHTALAB Vahid MEIGOLI +2 位作者 Mohammad Reza GOLBAHAR HAGHIGHI Seyyed Ahmad NAYERI Arash EBRAHIMI 《Journal of Central South University》 SCIE EI CAS CSCD 2018年第9期2219-2244,共26页
Because of its ease of implementation,a linear PID controller is generally used to control robotic manipulators.Linear controllers cannot effectively cope with uncertainties and variations in the parameters;therefore,... Because of its ease of implementation,a linear PID controller is generally used to control robotic manipulators.Linear controllers cannot effectively cope with uncertainties and variations in the parameters;therefore,nonlinear controllers with robust performance which can cope with these are recommended.The sliding mode control(SMC)is a robust state feedback control method for nonlinear systems that,in addition having a simple design,efficiently overcomes uncertainties and disturbances in the system.It also has a very fast transient response that is desirable when controlling robotic manipulators.The most critical drawback to SMC is chattering in the control input signal.To solve this problem,in this study,SMC is used with a boundary layer(SMCBL)to eliminate the chattering and improve the performance of the system.The proposed SMCBL was compared with inverse dynamic control(IDC),a conventional nonlinear control method.The kinematic and dynamic equations of the IRB-120 robot manipulator were initially extracted completely and accurately,and then the control of the robot manipulator using SMC was evaluated.For validation,the proposed control method was implemented on a 6-DOF IRB-120 robot manipulator in the presence of uncertainties.The results were simulated,tested,and compared in the MATLAB/Simulink environment.To further validate our work,the results were tested and confirmed experimentally on an actual IRB-120 robot manipulator. 展开更多
关键词 robot manipulator control IRB-120 robot sliding mode control sliding mode control with boundary layer inverse dynamic control
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Active fault-tolerant control scheme of aerial manipulators with actuator faults 被引量:1
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作者 DING Ya-dong WANG Yao-yao +1 位作者 JIANG Su-rong CHEN Bai 《Journal of Central South University》 SCIE EI CAS CSCD 2021年第3期771-783,共13页
In this paper,an active fault-tolerant control(FTC)strategy of aerial manipulators based on non-singular terminal sliding mode(NTSM)and extended state observer(ESO)is proposed.Firstly,back-stepping technology is adopt... In this paper,an active fault-tolerant control(FTC)strategy of aerial manipulators based on non-singular terminal sliding mode(NTSM)and extended state observer(ESO)is proposed.Firstly,back-stepping technology is adopted as the control framework to ensure the global asymptotic stability of the closed-loop system.Next,the NTSM with estimated parameters of actuator faults is used as main robustness controller to deal with actuator faults.Then,the ESO is utilized to estimate and compensate the complex coupling effects and external disturbances.The Lyapunov stability theory can guarantee the asymptotic stability of aerial manipulators system with actuator faults and external disturbances.The proposed FTC scheme considers both actuator fault and modelling errors,combined with the adaptive law of actuator fault,which has better performance than traditional FTC scheme,such as NTSM.Finally,several comparative simulations are conducted to illustrate the effectiveness of the proposed FTC scheme. 展开更多
关键词 aerial manipulators back-stepping technology fault-tolerant control non-singular terminal sliding mode control extended state observer
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Control of Underwater Robot Attitude in Wave Based on Fuzzy Sliding Mode Method 被引量:1
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作者 刘和平 李敏 刘寻 《Journal of Donghua University(English Edition)》 EI CAS 2010年第2期143-147,共5页
When an underwater robot works with its manipulator, it is very critical to keep the position and attitude stable in wave. The modeling, numerical calculus of the rolling motion of a small openframe underwater robot i... When an underwater robot works with its manipulator, it is very critical to keep the position and attitude stable in wave. The modeling, numerical calculus of the rolling motion of a small openframe underwater robot in wave was discussed. A sliding mode control(SMC) strategy with adaptive fuzzy reasoning is presenated to change the rolling response process of the underwater robot by using the two lateral thrusters to reduce the rolling amplitude when the manipulators are working. The results comparing between the simulation and the numerical calculus has shown the effectiveness. There is few analogous research on underwater robot attitudes in wave. Some attempts are made here. 展开更多
关键词 underwater robot ATTITUDE WAVE FUZZY sliding mode control (SMC)
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Flow field simulation and establishment for mathematical models of flow area of spool valve with sloping U-shape notch machined by different methods 被引量:10
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作者 王兆强 顾临怡 +2 位作者 冀宏 陈家旺 李林 《Journal of Central South University》 SCIE EI CAS 2014年第1期140-150,共11页
Precise function expression of the flow area for the sloping U-shape notch orifice versus the spool stroke was derived. The computational fluid dynamics was used to analyze the flow features of the sloping U-shape not... Precise function expression of the flow area for the sloping U-shape notch orifice versus the spool stroke was derived. The computational fluid dynamics was used to analyze the flow features of the sloping U-shape notch on the spool, such as mass flow rates, flow coefficients, effiux angles and steady state flow forces under different operating conditions. At last, the reliability of the mathematical model of the flow area for the sloping U-shape notch orifice on the spool was demonstrated by the comparison between the orifice area curve derived and the corresponding experimental data provided by the test. It is presented that the bottom arc of sloping U-shape notch (ABU) should not be omitted when it is required to accurately calculate the orifice area of ABU. Although the theoretical flow area of plain bottom sloping U-shape notch (PBU) is larger than that of ABU at the same opening, the simulated mass flow and experimental flow area of ABU are both larger than these of PBU at the same opening, while the simulated flow force of PBU is larger than that of ABU at the same opening. Therefore, it should be prior to adapt the ABU when designing the spool with proportional character. 展开更多
关键词 spool valve flow field simulation flow area steady state flow force mathematical model sloping U-shape notch
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Design of variable structure controller for uncertain time-delay singular system 被引量:1
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作者 郭继峰 高存臣 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2009年第3期331-337,共7页
To study the approximation theory of real sliding mode and the design of variable structure controller for time-invariant linear uncertain time-delay singular system,the approximation theory of real sliding mode was d... To study the approximation theory of real sliding mode and the design of variable structure controller for time-invariant linear uncertain time-delay singular system,the approximation theory of real sliding mode was developed to provide foundation for obtaining sliding mode by equivalent control,and switching functions with integral dynamic compensators and variable structure controllers were designed respectively under two circumstances that the system without uncertain part was stabilized by delay-dependent and delay-independent linear state feedback. The design guarantees the asymptotical stablity of switching manifolds,and the variable structure controllers can force solution trajectory of the system to arrive at the switching manifolds in limited time. A numerical example is given to demonstrate the feasibility and simplicity of the design method. 展开更多
关键词 singular system TIME-DELAY uncertain system variable structure control
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Adaptive Tracking Control for Diffractive Film Based on Nonlinear Sliding Mode
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作者 MA Songjing SONG Xiangshuai +2 位作者 LI Jun SUN Yuqi WANG Yuyao 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI CSCD 2022年第6期696-706,共11页
A nonlinear sliding mode adaptive controller for a thin-film diffractive imaging system is designed to achieve accurate pointing direction over the attitude of subarrays in large-diameter mirror arrays.The kinematics ... A nonlinear sliding mode adaptive controller for a thin-film diffractive imaging system is designed to achieve accurate pointing direction over the attitude of subarrays in large-diameter mirror arrays.The kinematics and dynamics equations based on error quaternion and angular velocity are derived,and a diffractive thin-film sub-mirror array controller is designed to point precisely.Moreover,the global stability of the controller is proved by the Lyapunov method.Since the controller can adaptively identify the inertia matrix of each sub-mirror system,it is robust to bounded disturbances and changes in inertia parameters.At the same time,the continuous arctangent function is introduced,which is effectively anti-chattering.The simulation results show that the designed controller can ensure the accurate tracking of the diffractive film in each sub-mirror in the presence of rotational inertia matrix uncertainty and various disturbances. 展开更多
关键词 attitude tracking sliding mode control diffraction imaging optical imaging system Lyapunov function
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Effective grouting area of jointed slope and stress deformation responses by numerical analysis with FLAC^(3D) 被引量:3
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作者 ZHU Zi-qiang LIU Qun-yi +1 位作者 ZENG Fan-he QING Du-gan 《Journal of Coal Science & Engineering(China)》 2009年第4期404-408,共5页
To study the grouting reinforcement mechanism in jointed rock slope, first, the theoretical deduction was done to calculate the critical length of slipping if the slope angle is larger than that of joint inclination; ... To study the grouting reinforcement mechanism in jointed rock slope, first, the theoretical deduction was done to calculate the critical length of slipping if the slope angle is larger than that of joint inclination; Second, the numerical calculation model was founded by FLAG^3D, so as to find the stress and deformation responses of rock mass in the state before and after grouting, the analysis results show that the range between the boundary of critical slipping block and the joint plane that passes the slope toe is the effective grouting area (EGA). After excavation, large deformation occurs along the joint plane. After grouting, the displacements of rock particles become uniform and continuous, and large deformations along the joint plane are controlled; the dynamic displacement can re- flect the deformation response of slope during excavation in the state before and after grouting, as well as the shear location of potential slip plane. After grouting, the dynamic displacement of each monitoring point reaches the peak value with very few time steps, which indicate that the parameters of the joint plane, such as strength and stiffness, are improved; the stress field becomes uniform. Tensile area reduces gradually; whole stability of the slope and its ability to resist tensile and shear stress are improved greatly. 展开更多
关键词 SLOPE STRESS DEFORMATION cranny FLAC^3D
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Sliding mode control of solid state transformer using a three-level hysteresis function
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作者 刘宝龙 査亚兵 张涛 《Journal of Central South University》 SCIE EI CAS CSCD 2016年第8期2063-2074,共12页
The solid state transformer(SST) can be viewed as an energy router in energy internet. This work presents sliding mode control(SMC) to improve dynamic state and steady state performance of a three-stage(rectifier stag... The solid state transformer(SST) can be viewed as an energy router in energy internet. This work presents sliding mode control(SMC) to improve dynamic state and steady state performance of a three-stage(rectifier stage, isolated stage and inverter stage) SST for energy internet. SMC with three-level hysteresis sliding functions is presented to control the input current of rectifier stage and output voltage of inverter stage to improve the robustness under external disturbance and parametric uncertainties and reduce the switching frequency. A modified feedback linearization technique using isolated stage simplified model is presented to achieve satisfactory regulation of output voltage of the isolated stage. The system is tested for steady state operation, reactive power control, dynamic load change and voltage sag simulations, respectively. The switching model of SST is implemented in Matlab/ Simulink to verify the SST control algorithms. 展开更多
关键词 solid state transformer(SST) energy internet sliding mode control(SMC) feedback linearization three-level hysteresis
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Sliding mode identifier for parameter uncertain nonlinear dynamic systems with nonlinear input 被引量:2
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作者 张克勤 庄开宇 +2 位作者 苏宏业 褚健 高红 《Journal of Zhejiang University Science》 CSCD 2002年第4期426-430,共5页
This paper presents a sliding mode (SM) based identifier to deal with the parameter identification problem for a class of parameter uncertain nonlinear dynamic systems with input nonlinearity. A sliding mode controlle... This paper presents a sliding mode (SM) based identifier to deal with the parameter identification problem for a class of parameter uncertain nonlinear dynamic systems with input nonlinearity. A sliding mode controller (SMC) is used to ensure the global reaching condition of the sliding mode for the nonlinear system; an identifier is designed to identify the uncertain parameter of the nonlinear system. A numerical example is studied to show the feasibility of the SM controller and the asymptotical convergence of the identifier. 展开更多
关键词 Nonlinear system Sliding mode IDENTIFIER Input nonlinearity
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A novel MPTC sensorless control strategy for ANFTSMC with ESO to control PMSM
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作者 ZHANG Bin WU Xiaoliang +2 位作者 YANG Jianfeng YANG Ping SUN Xuewei 《Journal of Measurement Science and Instrumentation》 CAS CSCD 2021年第4期449-462,共14页
Aiming at the problem that the traditional control strategy of permanent magnet synchronous motor(PMSM)for electric vehicles has low control performance,a novel adaptive non-singular fast terminal sliding mode control... Aiming at the problem that the traditional control strategy of permanent magnet synchronous motor(PMSM)for electric vehicles has low control performance,a novel adaptive non-singular fast terminal sliding mode control(ANFTSMC)model predictive torque control(MPTC)strategy is proposed.A new adaptive exponential approach rate is designed,and the traditional switching function sgn()is replaced by the hyperbolic tangent function tanh().A new ANFTSMC with extended state observer(ESO)is constructed as the speed regulator of the system,and ESO can observe disturbances.This improved method weakens chattering and improves the robustness of the system.To realize sensorless control of the speed control system,an ESO speed observer based on tanh(Fal)is constructed.Compared with the traditional ESO based on Fal function,the observation error is smaller,and the observation accuracy is higher.Finally,aiming at the model predictive torque control strategy used,a new objective function construction method is proposed,which avoids the design of weight coefficient,and the traditional voltage vector selection method is improved and optimized,which reduces the calculation amount of the algorithm. 展开更多
关键词 permanent magnet synchronous motors(PMSM) adaptive fast non-singular terminal sliding mode control(ANFTSMC) extended state observer(ESO) model predictive torque control(MPTC)
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Fuzzy robust sliding mode control of a class of uncertain systems 被引量:6
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作者 REN Li-tong 《Journal of Central South University》 SCIE EI CAS CSCD 2016年第9期2296-2304,共9页
Aiming at a class of systems under parameter perturbations and unknown external disturbances, a method of fuzzy robust sliding mode control was proposed. Firstly, an integral sliding mode surface containing state feed... Aiming at a class of systems under parameter perturbations and unknown external disturbances, a method of fuzzy robust sliding mode control was proposed. Firstly, an integral sliding mode surface containing state feedback item was designed based on robust H∞ control theory. The robust state feedback control was utilized to substitute for the equivalent control of the traditional sliding mode control. Thus the robustness of systems sliding mode motion was improved even the initial states were unknown. Furthermore, when the upper bound of disturbance was unknown, the switching control logic was difficult to design, and the drawbacks of chattering in sliding mode control should also be considered simultaneously. To solve the above-mentioned problems, the fuzzy nonlinear method was applied to approximate the switching control term. Based on the Lyapunov stability theory, the parameter adaptive law which could guarantee the system stability was devised. The proposed control strategy could reduce the system chattering effectively. And the control input would not switch sharply, which improved the practicality of the sliding mode controller. Finally, simulation was conducted on system with parameter perturbations and unknown external disturbances. The result shows that the proposed method could enhance the approaching motion performance effectively. The chattering phenomenon is weakened, and the system possesses stronger robustness against parameter perturbations and external disturbances. 展开更多
关键词 uncertain systems robust control fuzzy sliding mode control CHATTERING
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Dynamic process simulation with a Savage-Hutter type model for the intrusion of landslide into river 被引量:2
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作者 LIU Wei He Si-ming Ou Yang Chao-jun 《Journal of Mountain Science》 SCIE CSCD 2016年第7期1265-1274,共10页
Natural damming of rivers by mass movements is a very common and potentially dangerous phenomena which has been documented all over the world. In this paper, a two-layer model of Savage-Hutter type is presented to sim... Natural damming of rivers by mass movements is a very common and potentially dangerous phenomena which has been documented all over the world. In this paper, a two-layer model of Savage-Hutter type is presented to simulate the dynamic procedure for the intrusion of landslide into rivers. The two-layer shallow water system is derived by depth averaging the incompressible Navier-Stokes equations with the hydrostatic assumption. A high order accuracy scheme based on the finite volume method is proposed to solve the presented model equations. Several numerical tests are performed to verify the realiability and feasibility of the proposed model. The numerical results indicate that the proposed method can be competent for simulating the dynamic process of landslide intrusion into the river. The interaction effect between both layers has a significant impact on the landslide movement, water fluctuation and wave propagation. 展开更多
关键词 Landslide Two-layer model Savage Hutter type Numerical simulation
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