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基于自适应神经网络的AUVs路径跟踪控制 被引量:2
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作者 王影 《测控技术》 CSCD 2015年第4期89-92,96,共5页
为解决由于随时间变化水动力阻尼引起的参数变化和不确定性的问题,提出了基于径向基函数神经网络的未知评估算法,引入自适应算法以保证神经网络权值的最优评估。基于Lyapunov稳定性理论,设计一种自适应神经网络控制器以保证路径跟踪系... 为解决由于随时间变化水动力阻尼引起的参数变化和不确定性的问题,提出了基于径向基函数神经网络的未知评估算法,引入自适应算法以保证神经网络权值的最优评估。基于Lyapunov稳定性理论,设计一种自适应神经网络控制器以保证路径跟踪系统中所有误差状态都趋于稳定。为了验证该控制器的可行性,对系统施加如位置误差、方向误差等虚拟干扰,证明该控制器可将误差消减为零。另一方面,机器人在以恒定的速度行驶时,每个航点被指定一个适合半径的圆弧可以保证其有较高的精度。为了评估路径跟踪控制器的性能,提出直线型和直线加圆弧型路径方案。仿真结果表明,该控制器可以有效地消除机器人非线性和模型不确定性造成的干扰。 展开更多
关键词 自制水下机器人 路径跟踪 自适应神经网络 方向控制
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H_∞ Robust Fault-Tolerant Controller Design for an Autonomous Underwater Vehicle’s Navigation Control System 被引量:4
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作者 程相勤 曲镜圆 +1 位作者 严浙平 边信黔 《Journal of Marine Science and Application》 2010年第1期87-92,共6页
In order to improve the security and reliability for autonomous underwater vehicle (AUV) navigation, an H∞ robust fault-tolerant controller was designed after analyzing variations in state-feedback gain Operating c... In order to improve the security and reliability for autonomous underwater vehicle (AUV) navigation, an H∞ robust fault-tolerant controller was designed after analyzing variations in state-feedback gain Operating conditions and the design method were then analyzed so that the control problem could be expressed as a mathematical optimization problem. This permitted the use of linear matrix inequalities (LMI) to solve for the Hv controller for the system. When considering different actuator failures, these conditions were then also mathematically expressed, allowing the H∞ robust controller to solve for these events and thus be fault-tolerant. Finally, simulation results showed that the H∞ robust fault-tolerant controller could provide precise AUV navigation control with strong robustness. 展开更多
关键词 AUV navigation control robust H∞ fault-tolerant control gain variations LMI
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Adaptive PID control system for an autonomous underwater vehicle 被引量:5
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作者 王波 Su Yumin Wan Lei Sun Yushan 《High Technology Letters》 EI CAS 2011年第1期7-12,共6页
The control system of an autonomous underwater vehicle (AUV) is introduced. According to control requirements of the AUV, a simple but practical adaptive PID control method is designed The semi-physical simulation ... The control system of an autonomous underwater vehicle (AUV) is introduced. According to control requirements of the AUV, a simple but practical adaptive PID control method is designed The semi-physical simulation is done to test the feasibility of the control system. The neural network idea and the structure of PID controller are referred to design the adaptive PID controller. An intelligent integral is introduced to improve control precision. Compaed with traditional PID con- trollers, the adaptive PID controller has simple structure, good online adjusting ability, fast convergence and good robustness. The simulation experiments also show that the adaptive PID control system has high precision and fine antijamming ability. 展开更多
关键词 autonomous underwater vehicle AUV) control system adaptive PID control semi-physical simulation
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Improved S Surface Controller and Semi-physical Simulation for AUV 被引量:2
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作者 吕翀 庞永杰 +1 位作者 李晔 张磊 《Journal of Marine Science and Application》 2010年第3期301-306,共6页
S surface controllers have been proven to provide effective motion control for an autonomous underwater vehicle (AUV).However, it is difficult to adjust their control parameters manually.Choosing the optimum parameter... S surface controllers have been proven to provide effective motion control for an autonomous underwater vehicle (AUV).However, it is difficult to adjust their control parameters manually.Choosing the optimum parameters for the controller of a particular AUV is a significant challenge.To automate the process, a modified particle swarm optimization (MPSO) algorithm was proposed.It was based on immune theory, and used a nonlinear regression strategy for inertia weight to optimize AUV control parameters.A semi-physical simulation system for the AUV was developed as a platform to verify the proposed control method, and its structure was considered.The simulation results indicated that the semi-physical simulation platform was helpful, the optimization algorithm has good local and global searching abilities, and the method can be reliably used for an AUV. 展开更多
关键词 S surface controller AUV MPSO semi-physical simulation
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Dynamics Modeling and Simulation of Autonomous Underwater Vehicles with Appendages 被引量:3
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作者 Yumin Su Jinxin Zhao Jian Cao Guocheng Zhang 《Journal of Marine Science and Application》 2013年第1期45-51,共7页
To provide a simulation system platform for designing and debugging a small autonomous underwater vehicle's (AUV) motion controller, a six-degree of freedom (6-DOF) dynamic model for AUV controlled by thruster an... To provide a simulation system platform for designing and debugging a small autonomous underwater vehicle's (AUV) motion controller, a six-degree of freedom (6-DOF) dynamic model for AUV controlled by thruster and fins with appendages is examined. Based on the dynamic model, a simulation system for the AUV's motion is established. The different kinds of typical motions are simulated to analyze the motion performance and the maneuverability of the AUV. In order to evaluate the influences of appendages on the motion performance of the AUV, simulations of the AUV with and without appendages are performed and compared. The results demonstrate the AUV has good maneuverability with and without appendages. 展开更多
关键词 autonomous underwater vehicle (AUV) motion performance dynamics modeling appendages simulation system
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Design of motion control system of pipeline detection AUV 被引量:1
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作者 JIANG Chun-meng WAN Lei SUN Yu-shan 《Journal of Central South University》 SCIE EI CAS CSCD 2017年第3期637-646,共10页
A great number of pipelines in China are in unsatisfactory condition and faced with problems of corrosion and cracking,but there are very few approaches for underwater pipeline detection.Pipeline detection autonomous ... A great number of pipelines in China are in unsatisfactory condition and faced with problems of corrosion and cracking,but there are very few approaches for underwater pipeline detection.Pipeline detection autonomous underwater vehicle(PDAUV) is hereby designed to solve these problems when working with advanced optical,acoustical and electrical sensors for underwater pipeline detection.PDAUV is a test bed that not only examines the logical rationality of the program,effectiveness of the hardware architecture,accuracy of the software interface protocol as well as the reliability and stability of the control system but also verifies the effectiveness of the control system in tank experiments and sea trials.The motion control system of PDAUV,including both the hardware and software architectures,is introduced in this work.The software module and information flow of the motion control system of PDAUV and a novel neural network-based control(NNC) are also covered.Besides,a real-time identification method based on neural network is used to realize system identification.The tank experiments and sea trials are carried out to verify the feasibility and capability of PDAUV control system to complete underwater pipeline detection task. 展开更多
关键词 pipeline detection autonomous underwater vehicle (PDAUV) novel neural network-based control motion controlsystem embedded system architecture system identification
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A nonlinear bottom-following controller for underactuated autonomous underwater vehicles 被引量:6
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作者 贾鹤鸣 张利军 +3 位作者 边信黔 严浙平 程相勤 周佳加 《Journal of Central South University》 SCIE EI CAS 2012年第5期1240-1248,共9页
The bottom-following problem for underactuated autonomous underwater vehicles (AUV) was addressed by a new type of nonlinear decoupling control law. The vertical bottom-following error and pitch angle error are stab... The bottom-following problem for underactuated autonomous underwater vehicles (AUV) was addressed by a new type of nonlinear decoupling control law. The vertical bottom-following error and pitch angle error are stabilized by means of the stem plane, and the thruster is left to stabilize the longitudinal bottom-following error and forward speed. In order to better meet the need of engineering applications, working characteristics of the actuators were sufficiently considered to design the proposed controller. Different from the traditional method, the methodology used to solve the problem is generated by AUV model without a reference orientation, and it deals explicitly with vehicle dynamics and the geometric characteristics of the desired tracking bottom curve. The estimation of systemic uncertainties and disturbances and the pitch velocity PE (persistent excitation) conditions are not required. The stability analysis is given by Lyapunov theorem. Simulation results of a full nonlinear hydrodynamic AUV model are provided to validate the effectiveness and robustness of the proposed controller. 展开更多
关键词 underactuated autonomous underwater vehicle bottom-following nonlinear iterative sliding mode
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Design of an Adaptive Controller for Dive-plane Control of a Torpedo-shaped AUV
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作者 Jian Cao Yumin Su Jinxin Zhao 《Journal of Marine Science and Application》 2011年第3期333-339,共7页
Underwater vehicles operating in complex ocean conditions present difficulties in determining accurate dynamic models. To guarantee robustness against parameter uncertainty, an adaptive controller for dive-plane contr... Underwater vehicles operating in complex ocean conditions present difficulties in determining accurate dynamic models. To guarantee robustness against parameter uncertainty, an adaptive controller for dive-plane control, based on Lyapunov theory and back-stepping techniques, was proposed. In the closed-loop system, asymptotic tracking of the reference depth and pitch angle trajectories was accomplished. Simulation results were presented which show effective dive-plane control in spite of the uncertainties in the system parameters. 展开更多
关键词 adaptive control back-stepping trajectory tracking autonomous underwater vehicle dive-plane control
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