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基于控制器输出误差方法的自适应模糊控制及其在机器人轨迹跟踪控制中的应用
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作者 孙炜 王耀南 《机器人》 EI CSCD 北大核心 2001年第S1期616-618,622,共4页
本文提出一种自适应模糊控制器并将之用于机器人轨迹跟踪控制 ,该控制器采用控制器输出误差方法 (COEM) ,根据控制器的输出误差而不是对象的输出误差来在线地调整模糊控制器的参数 ,无须对对象进行辩识 .仿真结果表明该控制器用于机器... 本文提出一种自适应模糊控制器并将之用于机器人轨迹跟踪控制 ,该控制器采用控制器输出误差方法 (COEM) ,根据控制器的输出误差而不是对象的输出误差来在线地调整模糊控制器的参数 ,无须对对象进行辩识 .仿真结果表明该控制器用于机器人轨迹跟踪控制具有很好的性能 。 展开更多
关键词 自适应模糊控制 控制器输出误差方法 机器人轨迹跟踪控制
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基于反演设计的神经网络不确定机器人轨迹跟踪控制研究
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作者 范兴民 王宇 廖芹 《电子世界》 2019年第16期55-56,共2页
针对机器人控制中的非线性和不确定性提出一种基于反演设计和RBF神经网络的自适应控制方法。利用反演技术设计鲁棒自适应控制器,通过RBF神经网络对模型的不确定性进行估计。该方法有效避免可能出现的控制器奇异问题,在设计中不需要估计... 针对机器人控制中的非线性和不确定性提出一种基于反演设计和RBF神经网络的自适应控制方法。利用反演技术设计鲁棒自适应控制器,通过RBF神经网络对模型的不确定性进行估计。该方法有效避免可能出现的控制器奇异问题,在设计中不需要估计系统未知的控制系数矩阵。利用lyapunov理论证明了系统的全局稳定性。仿真实验验证了方法的有效性和优越性。 展开更多
关键词 机器人轨迹跟踪控制 RBF神经网络 反演设计 鲁棒自适应控制 LYAPUNOV理论 不确定性 机器人控制 全局稳定性
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机器人的自适应分散跟踪控制
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作者 王洪斌 吴健珍 +1 位作者 王洪瑞 宋维公 《燕山大学学报》 CAS 2001年第z1期49-52,共4页
提出了一种自适应分散控制策略,用于不确定性机器人的轨迹跟踪,该控制器结构简单,而且无需计算回归矩阵,通过对二自由度的机器人的仿真,证明该方法能使跟踪误差快速趋近于零.
关键词 不确定性机器人 轨迹跟踪 自适应控制.
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自适应模糊控制器及其在机器人控制中的应用
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作者 彭涛 李冰 《煤矿机械》 北大核心 2005年第5期136-137,共2页
提出一种自适应模糊控制器并将之用于机器人轨迹跟踪控制,该控制器采用控制器输出误差方法(COEM),根据控制器的输出误差而不是对象的输出误差,来在线地调整模糊控制器的参数,无须对对象进行辩识。仿真结果表明该控制器用于机器人轨迹跟... 提出一种自适应模糊控制器并将之用于机器人轨迹跟踪控制,该控制器采用控制器输出误差方法(COEM),根据控制器的输出误差而不是对象的输出误差,来在线地调整模糊控制器的参数,无须对对象进行辩识。仿真结果表明该控制器用于机器人轨迹跟踪控制具有很好的性能,是一种有效的控制器。 展开更多
关键词 自适应模糊控制 控制器输出误差方法 机器人轨迹跟踪控制
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Nonlinear trajectory tracking control of a new autonomous underwater vehicle in complex sea conditions 被引量:9
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作者 高富东 潘存云 +1 位作者 韩艳艳 张湘 《Journal of Central South University》 SCIE EI CAS 2012年第7期1859-1868,共10页
Autonomous underwater vehicles (AUVs) navigating in complex sea conditions usually require a strong control system to keep the fastness and stability. The nonlinear trajectory tracking control system of a new AUV in c... Autonomous underwater vehicles (AUVs) navigating in complex sea conditions usually require a strong control system to keep the fastness and stability. The nonlinear trajectory tracking control system of a new AUV in complex sea conditions was presented. According to the theory of submarines,the six-DOF kinematic and dynamic models were decomposed into two mutually non-coupled vertical and horizontal plane subsystems. Then,different sliding mode control algorithms were used to study the trajectory tracking control. Because the yaw angle and yaw angle rate rather than the displacement of the new AUV can be measured directly on the horizontal plane,the sliding mode control algorithm combining cross track error method and line of sight method was used to fulfill its high-precision trajectory tracking control in the complex sea conditions. As the vertical displacement of the new AUV can be measured,in order to achieve the tracking of time-varying depth signal,a stable sliding mode controller was designed based on the single-input multi-state system,which took into account the characteristic of the hydroplane and the amplitude and rate constraints of the hydroplane angle. Moreover,the application of dynamic boundary layer can improve the robustness and control accuracy of the system. The computational results show that the designed sliding mode control systems of the horizontal and vertical planes can ensure the trajectory tracking performance and accuracy of the new AUV in complex sea conditions. The impacts of currents and waves on the sliding mode controller of the new AUV were analyzed qualitatively and quantitatively by comparing the trajectory tracking performance of the new AUV in different sea conditions,which provides an effective theoretical guidance and technical support for the control system design of the new AUV in real complex environment. 展开更多
关键词 complex sea condition autonomous underwater vehicle (AUV) trajectory tracking sliding mode control
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Dynamic modelling and PFL-based trajectory tracking control for underactuated cable-driven truss-like manipulator 被引量:1
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作者 DING Shu-chen PENG Li +2 位作者 QIAO Shang-ling LIU Rong-qiang JOSEPHAT Bundi 《Journal of Central South University》 SCIE EI CAS CSCD 2021年第10期3127-3146,共20页
In recent years,an innovative underactuated robot was developed,named as underactuated cable-driven trusslike manipulator(UCTM),to be suitable in aerospace applications.However,there has been strong consensus that the... In recent years,an innovative underactuated robot was developed,named as underactuated cable-driven trusslike manipulator(UCTM),to be suitable in aerospace applications.However,there has been strong consensus that the stabilization of planar underactuated manipulators without gravity is a great challenge since the system includes a second order nonholonomic constraint and most classical control methods are not suitable for this kind of system.Furthermore,the complexity of the truss-like structure results in tremendous difficulty of computational complicacy and high nonlinearity during dynamic modelling in addition to controller design.It is paramount to solve these difficulties for UCTM's future applications.To solve the above difficulties,this paper presents a dynamic modelling method for UCTM and a trajectory tracking control method based on partial feedback linearization(PFL)that fulfills the control goal of moving UCTM from its original position to a desired position by tracking a given trajectory of the joint angles.To achieve this,a model equivalent method is proposed to make UCTM equivalent with a three-link manipulator in the sense of dynamic behavior.Then the Lagrangian equation combined with complex vector method is proposed in the dynamic modelling process of UCTM,which simplifies the derivation procedure.Based on the established dynamic model,a coordinate transformation method is proposed to transform the control force matrix into the conventional form of an underactuated system,so that the control force can be separated from the unactuated term.The PFL method in combination with the LQR control method is then proposed to realize the targets that the joint angles can track given desired trajectory.Simulation experiments are conducted to verify the correctness and effectiveness of the proposed methods. 展开更多
关键词 underactuated robot trajectory tracking control partial feedback linearization non-linear control
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Adaptive trajectory tracking control of two-wheeled self-balance robot 被引量:1
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作者 秦勇 《High Technology Letters》 EI CAS 2009年第1期38-43,共6页
Wheeled mobile robot is one of the well-known nonholonomic systems. A two-wheeled sell-balance robot is taken as the research objective. This paper carried out a detailed force analysis of the robot and established a ... Wheeled mobile robot is one of the well-known nonholonomic systems. A two-wheeled sell-balance robot is taken as the research objective. This paper carried out a detailed force analysis of the robot and established a non-linear dynamics model. An adaptive tracking controller for the kinematic model of a nonhotonomic mobile robot with unknown parameters is also proposed. Using control Lyapunov function (CLF), the controller's global asymptotic stability has been proven. The adaptive trajectory tracking controller decreases the disturbance in the course of tracking control and enhances the real-time control characteristics. The simulation result indicated that the wheeled mobile robot tracking can be effectively controlled. 展开更多
关键词 wheeled mobile robot adaptive control trajectory tracking asymptotic stability
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Dynamic Velocity Feed-Forward Compensation Control with RBF-NN System Identification for Industrial Robots 被引量:1
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作者 宋伟科 肖聚亮 +1 位作者 王刚 王国栋 《Transactions of Tianjin University》 EI CAS 2013年第2期118-126,共9页
A dynamic velocity feed-forward compensation (RBF-NN) dynamic model identification was presented for control (DVFCC) approach with RBF neural network the adaptive trajectory tracking of industrial robots. The prop... A dynamic velocity feed-forward compensation (RBF-NN) dynamic model identification was presented for control (DVFCC) approach with RBF neural network the adaptive trajectory tracking of industrial robots. The proposed control approach combined the advantages of traditional feedback closed-loop position control and computed torque control based on inverse dynamic model. The feed-forward compensator used a nominal robot dynamics as accurate dynamic model and on-line identification with RBF-NN as uncertain part to improve dynamic modeling accu- racy. The proposed compensation was applied as velocity feed-forward by an inverse velocity controller that can con- vert torque signal into velocity in the standard industrial controller. Then, the need for a torque control interface was avoided in the real-time dynamic control of industrial robot. The simulations and experiments were carried out on a gas cutting manipulator. The results show that the proposed control approach can reduce steady-state error, suppress overshoot and enhance tracking accuracy and efficiency in joint space and Cartesian space, especially under high- speed condition. 展开更多
关键词 dynamic velocity feed-forward compensation control RBF-NN inverse velocity controller gas cutting manipulator
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A generalized trajectory tracking controller for robot manipulators with bounded inputs 被引量:1
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作者 Hua-shan LIU Shi-qiang ZHU 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2009年第10期1500-1508,共9页
A generalized controller based on stability theory of singularly perturbed systems is proposed,to deal with the problem of bounded actuator inputs in robot trajectory tracking control.The saturation function with erro... A generalized controller based on stability theory of singularly perturbed systems is proposed,to deal with the problem of bounded actuator inputs in robot trajectory tracking control.The saturation function with error-gain matrix is applied in the torque control law,which ensures the upper bound of torque inputs in any given limited range.Through appropriately setting the entries of the error-gain matrix,the tracking performance can be improved.Moreover,a pseudo signal is generated from a linear filter to substitute for the actual velocity error,eliminating the need for velocity measurements.Finally,to verify the ef-fectiveness of the generalized controller,a new saturated controller with error-gain-contained arc tangent function is designed.Comparison experiments show that the proposed controller can strictly guarantee the bound of the torque inputs in situations with non-zero initial tracking errors,and gives a better tracking result than other controllers. 展开更多
关键词 ROBOT Tracking control Singular perturbation Bounded input
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