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遗传算法和神经网络融合的滑模控制系统及其在印刷机中的应用(英文) 被引量:19
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作者 张昌凡 王耀南 +1 位作者 何静 龙永红 《控制理论与应用》 EI CAS CSCD 北大核心 2003年第2期217-222,共6页
针对一类非线性系统 ,提出了一种综合集成滑模控制器设计方法 .首先 ,采用遗传算法进行参数调节 ,从而构造出一个最佳切换函数 ,使得系统既具有良好的动态性能 ,又扩大了鲁棒区域 .然后 ,采用神经网络在线调整控制器参数 ,从而克服了由... 针对一类非线性系统 ,提出了一种综合集成滑模控制器设计方法 .首先 ,采用遗传算法进行参数调节 ,从而构造出一个最佳切换函数 ,使得系统既具有良好的动态性能 ,又扩大了鲁棒区域 .然后 ,采用神经网络在线调整控制器参数 ,从而克服了由不确定性引起的系统轨迹偏离切换函数 ,并且通过变学习率学习算法来加快神经网络的收敛性 .最后 ,研究了所提出方法在凹版印刷机张力调节中的应用 .仿真结果表明该控制器具有较好的动态性能及鲁棒性 ,并有效减少了抖动 . 展开更多
关键词 滑模控制系统 遗传算法 神经网络 印刷机 应用 凹版印刷机 学习算法
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跟驰驾驶行为的滑模控制系统建模 被引量:3
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作者 吴洋 罗霞 刘昱岗 《控制理论与应用》 EI CAS CSCD 北大核心 2008年第4期671-676,共6页
为量化描述跟驰驾驶行为的特质,即个人意志(即稳速驾驶)与环境干扰(即车辆间距、速度差、加速度差)间的动态调和,剖析了跟驰驾驶行为的"运动跟踪(即跟驰车辆对前导车辆速度、加速度轨迹的跟踪)"特性与"刺激-反应"机... 为量化描述跟驰驾驶行为的特质,即个人意志(即稳速驾驶)与环境干扰(即车辆间距、速度差、加速度差)间的动态调和,剖析了跟驰驾驶行为的"运动跟踪(即跟驰车辆对前导车辆速度、加速度轨迹的跟踪)"特性与"刺激-反应"机理,建立了"刺激-反应"行为模式下跟驰驾驶行为的2阶滑模控制系统模型;通过数学分析验证了本模型控制的跟驰车辆运动的Lyapunov渐近稳定性,并通过数值仿真说明了本模型控制的跟驰车队的运动可能具备Lyapunov渐近稳定性. 展开更多
关键词 交通工程 跟驰驾驶行为 滑模控制系统 稳定性
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基于滑模观测器与模糊PID的PMSM无位置传感器控制系统 被引量:12
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作者 张宇慧 丁德锐 董晓光 《电子测量技术》 2018年第5期6-12,共7页
永磁同步电机(PMSM)是一个非线性、强耦合系统,如何获得准确的转子位置和电机转速信息一直备受关注。提出了基于模糊PID技术与滑模观测器的新型混合估计策略,从而进一步提高了PMSM系统转子位置和电机转速的观测精度。具体地,在三相PMS... 永磁同步电机(PMSM)是一个非线性、强耦合系统,如何获得准确的转子位置和电机转速信息一直备受关注。提出了基于模糊PID技术与滑模观测器的新型混合估计策略,从而进一步提高了PMSM系统转子位置和电机转速的观测精度。具体地,在三相PMSM控制系统中,首先利用给定电流与反馈电流间的误差设计滑模观测器,并由该误差重构电机的反电动势;然后根据获得的反电动势采用锁相环(PLL)获得转子的位置和速度信息。该混合测量的新颖性主要体现在如下两个方面。1)设计的基于Sigmoid函数的滑模观测器不仅改善滑模趋近速度还抑制了滑模变结构的抖振问题;2)设计的基于模糊PID的PLL系统提高了获得转子位置和电机转速的精度。借助于MATLAB/Simulink环境进行仿真实验,验证了提出的方案确实改善了转子位置和电机转速估计的效果。 展开更多
关键词 串级PID 永磁同步电机 滑模控制系统 模糊PID
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直流伺服系统单值预估离散滑模控制 被引量:1
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作者 李红江 徐国顺 《电机与控制学报》 EI CSCD 北大核心 2005年第3期257-260,共4页
为了保证闭环系统的鲁棒稳定性,根据不确定系统的名义模型设计理想滑模面,并以名义模型作为预测模型,利用当前及过去时刻的滑模信息预测将来时刻的滑模动态,将预测控制理论中滚动优化、反馈校正的思想引入离散滑模控制系统的设计,提出... 为了保证闭环系统的鲁棒稳定性,根据不确定系统的名义模型设计理想滑模面,并以名义模型作为预测模型,利用当前及过去时刻的滑模信息预测将来时刻的滑模动态,将预测控制理论中滚动优化、反馈校正的思想引入离散滑模控制系统的设计,提出了基于单值预估控制算法的离散滑模控制系统设计方法。仿真结果表明,该方法不仅完全消除了抖振现象,且能保证闭环系统的鲁棒稳定性。另外,由于采用了单值预估,使得控制算法非常简单。 展开更多
关键词 离散滑模控制 直流伺服系统 预估 单值 鲁棒稳定性 预测控制理论 滑模控制系统 系统设计方法 闭环系统 控制算法 不确定系统 模型设计 预测模型 信息预测 滚动优化 反馈校正 仿真结果 滑模
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单片机控制的全数字化滑模系统
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作者 张昌凡 王耀南 《包装工程》 CAS CSCD 北大核心 1999年第4期49-59,共11页
将滑模理论应用于带有PWM逆变器的交流伺服系统,设计了一种无静差滑模控制器,并且用单片机实现了该控制。
关键词 交流伺服系统 单片机 交流电机 滑模控制系统
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全滑模变结构控制系统 被引量:20
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作者 肖雁鸿 葛召炎 +1 位作者 周靖林 彭永进 《电机与控制学报》 EI CSCD 北大核心 2002年第3期233-236,共4页
提出了一类具有全程滑动模态的变结构控制系统,使系统在响应的全过程都具有鲁棒性,克服了传统的变结构控制中到达模态不具有鲁棒性的缺点,提供了非线性系统切换函数设计的一种有效方法。文中给出了详细设计步骤,并对倒立摆模型设计了全... 提出了一类具有全程滑动模态的变结构控制系统,使系统在响应的全过程都具有鲁棒性,克服了传统的变结构控制中到达模态不具有鲁棒性的缺点,提供了非线性系统切换函数设计的一种有效方法。文中给出了详细设计步骤,并对倒立摆模型设计了全滑模控制器,仿真结果验证了其有效性。 展开更多
关键词 滑模变结构控制系统 滑动模态 切换函数 鲁棒控制
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航天器姿态滑模变结构控制系统的设计 被引量:4
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作者 唐超颖 沈春林 李丽荣 《南京航空航天大学学报》 EI CAS CSCD 北大核心 2003年第4期361-365,共5页
给出了航天器三轴动力学和四元数姿态运动学方程。在分析滑模变结构控制的基本原理和设计方法的基础上 ,通过二次型最优法解出航天器姿态角速度与姿态角之间的函数关系 ,进而得到滑动平面。在此基础上 ,应用滑模变结构控制方法对航天器... 给出了航天器三轴动力学和四元数姿态运动学方程。在分析滑模变结构控制的基本原理和设计方法的基础上 ,通过二次型最优法解出航天器姿态角速度与姿态角之间的函数关系 ,进而得到滑动平面。在此基础上 ,应用滑模变结构控制方法对航天器姿态控制系统进行了设计和仿真 ,并与 PID控制系统进行了分析比较。仿真结果表明 ,滑模控制系统具有良好的动态品质和稳态性能 ,体现了变结构控制的突出优点 。 展开更多
关键词 航天器 姿态控制 滑模变结构控制系统 设计 四元数 姿态动力学
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新型功率放大器时变滑模控制方案研究 被引量:25
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作者 马皓 韩思亮 《中国电机工程学报》 EI CSCD 北大核心 2005年第11期55-59,共5页
该文针对一种新型双向Buck逆变器提出了基于时变滑模面的滑模控制策略。该逆变器采用了两组独立对称的双向Buck电路,结合滑模控制策略,实现高性能的交直流信号功率放大。该文给出了电路的工作原理,对时变滑模面方程进行数学建模分析,研... 该文针对一种新型双向Buck逆变器提出了基于时变滑模面的滑模控制策略。该逆变器采用了两组独立对称的双向Buck电路,结合滑模控制策略,实现高性能的交直流信号功率放大。该文给出了电路的工作原理,对时变滑模面方程进行数学建模分析,研究了线性时不变和时变滑模面的动态特性、滑模区域存在条件和稳定条件,并对产生正弦波信号的时变滑模控制系统进行了深入分析。滑模控制方案能有效克服系统参变量变化和外部扰动,充分发挥了快速响应和鲁棒性强的优点。功率放大器可以实现交流信号的准确跟踪和放大,输出频率范围可达1000赫兹。通过1千瓦的实验得出结果,证明了分析设计的正确性。 展开更多
关键词 功率放大器 方案研究 时变滑模 BUCK电路 滑模控制系统 控制策略 线性时不变 正弦波信号 直流信号 工作原理 建模分析 动态特性 稳定条件 存在条件 外部扰动 控制方案 快速响应 交流信号 频率范围 分析设计 逆变器 鲁棒性
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一种模糊滑动模态控制系统稳定性分析研究 被引量:3
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作者 李泽慧 朱凌 +1 位作者 刘泳 刘凯 《电光与控制》 2003年第2期42-44,共3页
分析了模糊滑模控制系统的稳定性 ,对在具体的应用中所需要注意的问题进行了分析 。
关键词 模糊滑模控制系统 稳定性 自动控制 变结构控制 滑动面设计
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基于模糊理论的链式弹仓自适应滑模控制 被引量:1
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作者 韩乃玉 李志刚 岳才成 《火炮发射与控制学报》 北大核心 2020年第3期63-67,共5页
针对链式弹仓系统的精准位置控制问题,提出了一种模糊自适应滑模位置控制方法。该方法通过设计合理的模糊规则,构造模糊系统以逼近弹仓系统模型中存在的未知非线性函数;设计的切换增益自适应律不仅保证了系统的鲁棒性,而且削弱了抖振,... 针对链式弹仓系统的精准位置控制问题,提出了一种模糊自适应滑模位置控制方法。该方法通过设计合理的模糊规则,构造模糊系统以逼近弹仓系统模型中存在的未知非线性函数;设计的切换增益自适应律不仅保证了系统的鲁棒性,而且削弱了抖振,改善了弹仓系统的运动性能。在存在随机扰动的情况下,采用所设计的控制器对弹仓系统进行仿真控制,仿真结果表明该算法不仅具有较强的抗干扰能力而且具有较高的位置跟踪精度。 展开更多
关键词 模糊滑模控制系统 自适应律 链式弹仓系统 鲁棒性 抖振
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Modeling and sliding mode control based on inverse compensation of piezo-positioning system
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作者 LI Zhi-bin XIN Yuan-ze +1 位作者 ZHANG Jian-qiang SUN Chong-shang 《中国光学(中英文)》 北大核心 2025年第1期170-185,共16页
In order to enhance the control performance of piezo-positioning system,the influence of hysteresis characteristics and its compensation method are studied.Hammerstein model is used to represent the dynamic hysteresis... In order to enhance the control performance of piezo-positioning system,the influence of hysteresis characteristics and its compensation method are studied.Hammerstein model is used to represent the dynamic hysteresis nonlinear characteristics of piezo-positioning actuator.The static nonlinear part and dynamic linear part of the Hammerstein model are represented by models obtained through the Prandtl-Ishlinskii(PI)model and Hankel matrix system identification method,respectively.This model demonstrates good generalization capability for typical input frequencies below 200 Hz.A sliding mode inverse compensation tracking control strategy based on P-I inverse model and integral augmentation is proposed.Experimental results show that compared with PID inverse compensation control and sliding mode control without inverse compensation,the sliding mode inverse compensation control has a more ideal step response and no overshoot,moreover,the settling time is only 6.2 ms.In the frequency domain,the system closed-loop tracking bandwidth reaches 119.9 Hz,and the disturbance rejection bandwidth reaches 86.2 Hz.The proposed control strategy can effectively compensate the hysteresis nonlinearity,and improve the tracking accuracy and antidisturbance capability of piezo-positioning system. 展开更多
关键词 piezo-positioning system hysteresis nonlinearity Hammerstein model Prandtl-Ishlinskii(P-I)model system identification sliding mode control
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A new PMSM speed modulation system with sliding mode based on active-disturbance-rejection control 被引量:12
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作者 荣智林 黄庆 《Journal of Central South University》 SCIE EI CAS CSCD 2016年第6期1406-1415,共10页
A sliding mode and active disturbance rejection control(SM-ADRC)was employed to regulate the speed of a permanent magnet synchronous motor(PMSM).The major advantages of the proposed control scheme are that it can main... A sliding mode and active disturbance rejection control(SM-ADRC)was employed to regulate the speed of a permanent magnet synchronous motor(PMSM).The major advantages of the proposed control scheme are that it can maintain the original features of ADRC and make the parameters of ADRC transition smoothly.The proposed control scheme also ensures speed control accuracy and improves the robustness and anti-load disturbance ability of the system.Moreover,through the analysis of a d-axis current output equation,a novel current-loop SM-ADRC is presented to improve the system’s dynamic performance and inner ability of anti-load disturbance.Results of a simulation and experiments show that the improved sliding-mode ADRC system has the advantages of fast response,small overshoot,small steady-state error,wide speed range and high control accuracy.It shows that the system has strong anti-interference ability to reduce the influence of variations in rotational inertia,load and internal parameters. 展开更多
关键词 disturbance rejection auto tuning permanent magnet synchronous motor speed modulation system
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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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Robust sliding mode control for uncertain networked control system with two-channel packet dropouts 被引量:4
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作者 ZHANG Yu REN Li-tong +2 位作者 XIE Shou-sheng ZHANG Le-di ZHOU Bin 《Journal of Central South University》 SCIE EI CAS CSCD 2019年第4期881-892,共12页
A robust sliding mode control algorithm is developed for a class of networked control system with packet dropouts in both sensor-controller channel and controller-actuator channel,and at the same time mismatched param... A robust sliding mode control algorithm is developed for a class of networked control system with packet dropouts in both sensor-controller channel and controller-actuator channel,and at the same time mismatched parametric uncertainty and external disturbance are also taken into consideration.A two-level Bernoulli process has been used to describe the packet dropouts existing in both channels.A novel integral sliding surface is proposed,based on which the H∞performance of system sliding mode motion is analyzed.Then the sufficient condition for system stability and robustness is derived in the form of linear matrix inequality(LMI).A sliding mode controller is designed which can guarantee a relatively ideal system dynamic performance and has certain robustness against unknown parameter perturbations and external disturbances.The results from numerical simulations are presented to corroborate the validity of the proposed controller. 展开更多
关键词 networked control system sliding mode control packet dropout UNCERTAINTY
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Serret-Frenet frame based on path following control for underactuated unmanned surface vehicles with dynamic uncertainties 被引量:13
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作者 廖煜雷 张铭钧 万磊 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第1期214-223,共10页
The path following problem for an underactuated unmanned surface vehicle(USV) in the Serret-Frenet frame is addressed. The control system takes account of the uncertain influence induced by model perturbation, externa... The path following problem for an underactuated unmanned surface vehicle(USV) in the Serret-Frenet frame is addressed. The control system takes account of the uncertain influence induced by model perturbation, external disturbance, etc. By introducing the Serret-Frenet frame and global coordinate transformation, the control problem of underactuated system(a nonlinear system with single-input and ternate-output) is transformed into the control problem of actuated system(a single-input and single-output nonlinear system), which simplifies the controller design. A backstepping adaptive sliding mode controller(BADSMC)is proposed based on backstepping design technique, adaptive method and theory of dynamic slide model control(DSMC). Then, it is proven that the state of closed loop system is globally stabilized to the desired configuration with the proposed controller. Simulation results are presented to illustrate the effectiveness of the proposed controller. 展开更多
关键词 path following underactuated unmanned surface vehicle backstepping dynamic sliding mode control
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Fuzzy robust sliding mode control of a class of uncertain systems 被引量:7
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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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Intelligent anti-swing control for bridge crane 被引量:2
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作者 陈志梅 孟文俊 张井岗 《Journal of Central South University》 SCIE EI CAS 2012年第10期2774-2781,共8页
A new intelligent anti-swing control scheme,which combined fuzzy neural network(FNN) and sliding mode control(SMC) with particle swarm optimization(PSO),was presented for bridge crane.The outputs of three fuzzy neural... A new intelligent anti-swing control scheme,which combined fuzzy neural network(FNN) and sliding mode control(SMC) with particle swarm optimization(PSO),was presented for bridge crane.The outputs of three fuzzy neural networks were used to approach the uncertainties of the positioning subsystem,lifting-rope subsystem and anti-swing subsystem.Then,the parameters of the controller were optimized with PSO to enable the system to have good dynamic performances.During the process of high-speed load hoisting and dropping,this method can not only realize the accurate position of the trolley and eliminate the sway of the load in spite of existing uncertainties,and the maximum swing angle is only ±0.1 rad,but also completely eliminate the chattering of conventional sliding mode control and improve the robustness of system.The simulation results show the correctness and validity of this method. 展开更多
关键词 bridge crane anti-swing control fuzzy neural network sliding mode control particle swarm optimization
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Sliding-mode control of path following for underactuated ships based on high gain observer 被引量:1
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作者 秦梓荷 林壮 +1 位作者 孙寒冰 杨东梅 《Journal of Central South University》 SCIE EI CAS CSCD 2016年第12期3356-3364,共9页
A nonlinear robust control strategy is proposed to force an underactuated surface ship to follow a predefined path with uncertain environmental disturbance and parameters.In the controller design,a high-gain observer ... A nonlinear robust control strategy is proposed to force an underactuated surface ship to follow a predefined path with uncertain environmental disturbance and parameters.In the controller design,a high-gain observer is used to estimate velocities,thus only position and yaw angle measurements are required.The control problem of underactuated system is transformed into a control of fully actuated system through adopting an improved line-of-sight(LOS) guidance law.A sliding-mode controller is designed to eliminate the yaw angle error,and provide the control system robustness.The control law is proved semi-globally exponentially stable(SGES) by applying Lyapunov stability theory,and numerical simulation using real data of a monohull ship illustrates the effectiveness and robustness of the proposed methodology. 展开更多
关键词 underactuated ship path following sliding-mode control line-of-sight guidance high gain observer
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Adaptive fuzzy integral sliding mode pressure control for cutter feeding system of trench cutter
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作者 田启岩 魏建华 +1 位作者 方锦辉 国凯 《Journal of Central South University》 SCIE EI CAS CSCD 2016年第12期3302-3311,共10页
A nonlinear pressure controller was presented to track desired feeding pressure for the cutter feeding system(CFS) of trench cutter(TC) in the presence of unknown external disturbances.The feeding pressure control of ... A nonlinear pressure controller was presented to track desired feeding pressure for the cutter feeding system(CFS) of trench cutter(TC) in the presence of unknown external disturbances.The feeding pressure control of CFS is subjected to unknown load characteristics of rock or soil; in addition,the geological condition is time-varying.Due to the complex load characteristics of rock or soil,the feeding velocity of TC is related to geological conditions.What is worse,its dynamic model is subjected to uncertainties and its function is unknown.To deal with the particular characteristics of CFS,a novel adaptive fuzzy integral sliding mode control(AFISMC) was designed for feeding pressure control of CFS,which combines the robust characteristics of an integral sliding mode controller and the adaptive adjusting characteristics of an adaptive fuzzy controller.The AFISMC feeding pressure controller is synthesized using the backstepping technique.The stability of the overall closed-loop system consisting of the adaptive fuzzy inference system,integral sliding mode controller and the cutter feeding system is proved using Lyapunov theory.Experiments are conducted on a TC test bench with the AFISMC under different operating conditions.The experimental results demonstrate that the proposed AFISMC feeding pressure controller for CFS gives a superior and robust pressure tracking performance with maximum pressure tracking error within ?0.3 MPa. 展开更多
关键词 electro-hydraulic system cutter feeding system feeding pressure control adaptive fuzzy integral sliding mode control
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Fault-tolerant control for diesel engine air path system via sliding mode surface
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作者 WU Wen-jie ZHANG Yi-xin +4 位作者 WANG Xing-jian WANG Shao-ping ZHANG Jian ZHENG Wei TAO Mo 《控制理论与应用》 2025年第8期1570-1577,共8页
The operating environment of the diesel engine air path system is complex and may be affected by external random disturbances.Potentially leading to faults.This paper addresses the fault-tolerant control problem of th... The operating environment of the diesel engine air path system is complex and may be affected by external random disturbances.Potentially leading to faults.This paper addresses the fault-tolerant control problem of the diesel engine air path system,assuming that the system may simultaneously be affected by actuator faults and external random disturbances,a disturbance observer-based sliding mode controller is designed.Through the linear matrix inequality technique for solving observer and controller gains,optimal gain matrices can be obtained,eliminating the manual adjustment process of controller parameters and reducing the chattering phenomenon of the sliding mode surface.Finally,the effectiveness of the proposed method is verified through simulation analysis. 展开更多
关键词 disel engine air path fault-tolerant control sliding mode control disturbance observer
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