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A high maneuvering motion strategy and stable control method for tandem twin-rotor aerial-aquatic vehicles near the water surface
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作者 Sifan Wu Maosen Shao +4 位作者 Sihuan Wu Zhilin He Hui Wang Jinxiu Zhang Yuan Liu 《Defence Technology(防务技术)》 2025年第2期206-220,共15页
The maneuverability and stealth of aerial-aquatic vehicles(AAVs)is of significant importance for future integrated air-sea combat missions.To improve the maneuverability and stealth of AAVs near the water surface,this... The maneuverability and stealth of aerial-aquatic vehicles(AAVs)is of significant importance for future integrated air-sea combat missions.To improve the maneuverability and stealth of AAVs near the water surface,this paper proposed a high-maneuverability skipping motion strategy for the tandem twin-rotor AAV,inspired by the motion behavior of the flying fish to avoid aquatic and aerial predators near the water surface.The novel tandem twin-rotor AAV was employed as the research subject and a strategybased ADRC control method for validation,comparing it with a strategy-based PID control method.The results indicate that both control methods enable the designed AAV to achieve high stealth and maneuverability near the water surface with robust control stability.The strategy-based ADRC control method exhibits a certain advantage in controlling height,pitch angle,and reducing impact force.This motion strategy will offer an inspiring approach for the practical application of AAVs to some extent. 展开更多
关键词 Tandem twin-rotor Aerial-aquatic vehicle High maneuvering motion strategy Active disturbance rejection controller Skipping on water surface
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Marine Predator Algorithm-based Sliding Mode Control of a Novel Motion Simulator for High Column Sloshing Experiments
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作者 DU Zun-feng CHEN Xiang-yu +2 位作者 BAI Hao ZHU Hai-ming HAN Mu-xuan 《船舶力学》 EI CSCD 北大核心 2024年第12期1835-1848,共14页
Sloshing experiment is crucial to determine the reaction performance of regeneration columns on an offshore floating platform.A novel type of column motion simulating device and a Marine Predator Algorithm-based Slidi... Sloshing experiment is crucial to determine the reaction performance of regeneration columns on an offshore floating platform.A novel type of column motion simulating device and a Marine Predator Algorithm-based Sliding Mode Controller(MPA-SMC)are proposed for such sloshing experiments.The simulator consists of a Stewart platform and a steel framework.The Stewart platform is located at the column's center of gravity(CoG)and supported by the steel framework.The platform's hydraulic servo system is controlled by a sliding mode controller with parameters optimized by MPA to improve robustness and precision.A numerical sloshing experiment is conducted using the proposed device and controller.The results show that the novel motion simulator has lower torque during the column sloshes,and the proposed controller performs better than a well-tuned PID controller in terms of target tracking precision and anti-interference capability. 展开更多
关键词 regeneration column sloshing experiment motion simulator Stewart platform sliding mode control marine predator algorithm
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基于Motion Control的开放式数控系统的研究 被引量:12
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作者 张维奇 王孙安 《机床与液压》 北大核心 2004年第7期70-71,87,共3页
传统数控系统专业性强、可扩展性差和联网通讯能力弱 ,不能适应现代柔性制造和网络化加工的要求。本文采用MotionControl运动控制卡加工业PC机的硬件结构 ,并以COM (componentobjectmodel)技术的模块化编程方法构建了一个开放式的数控... 传统数控系统专业性强、可扩展性差和联网通讯能力弱 ,不能适应现代柔性制造和网络化加工的要求。本文采用MotionControl运动控制卡加工业PC机的硬件结构 ,并以COM (componentobjectmodel)技术的模块化编程方法构建了一个开放式的数控系统。最后给出了一个应用实例。 展开更多
关键词 开放式数控系统 motion control COM
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Motion control of thrust system for shield tunneling machine 被引量:8
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作者 杨华勇 施虎 龚国芳 《Journal of Central South University》 SCIE EI CAS 2010年第3期537-543,共7页
The thrust hydraulic system of the prototype shield machine with pressure and flow compound control scheme was introduced. The experimental system integrated with proportional valves for study was designed. Dynamics m... The thrust hydraulic system of the prototype shield machine with pressure and flow compound control scheme was introduced. The experimental system integrated with proportional valves for study was designed. Dynamics modeling of multi-cylinder thrust system and synchronous control design were accomplished. The simulation of the synchronization motion control system was completed in AMESim and Matlab/Simulink software environments. The experiment was conducted by means of master/slave PID with dead band compensating flow and conventional PID regulating pressure. The experimental results show that the proposed thrust hydraulic system and its control strategy can meet the requirements of tunneling in motion and posture control for the shield machine, keeping the non-synchronous error within ±3 mm. 展开更多
关键词 shield machine thrust system synchronous motion CO-SIMULATION PID control
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Fuzzy logic for large mining bucket wheel reclaimer motion control—from an engineer's perspective 被引量:4
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作者 LU Tienfu 《智能系统学报》 2011年第1期85-94,共10页
The bucket wheel reclaimer(BWR) is a key piece of equipment which has been widely used for stacking and reclaiming bulk materials(i.e.iron ore and coal) in places such as ports,iron-steel plants,coal storage areas,and... The bucket wheel reclaimer(BWR) is a key piece of equipment which has been widely used for stacking and reclaiming bulk materials(i.e.iron ore and coal) in places such as ports,iron-steel plants,coal storage areas,and power stations from stockpiles.BWRs are very large in size,heavy in weight,expensive in price,and slow in motion.There are many challenges in attempting to automatically control their motion to accurately follow the required trajectories involving uncertain parameters from factors such as friction,turbulent wind,its own dynamics,and encoder limitations.As BWRs are always heavily engaged in production and cannot be spared very long for motion control studies and associated developments,a BWR model and simulation environment closely resembling real life conditions would be beneficial.The following research focused mainly on the implementation of fuzzy logic to a BWR motion control from an engineer's perspective.First,the modeling of a BWR including partially known parameters such as friction force and turbulence to the system was presented.This was then followed by the design of a fuzzy logic-based control built on a model-based control loop.The investigation provides engineers with an example of applying fuzzy logic in a model based approach to properly control the motion of a large BWR following defined trajectories,as well as to show possible ways of further improving the controller performance.The result indicates that fuzzy logic can be applied easily by engineers to overcome most motion control issues involving a large BWR. 展开更多
关键词 bucket wheel reclaimer modeling simulation motion control fuzzy logic
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Tracking controller for robot manipulators viac omposite nonlinear feedback law 被引量:1
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作者 Peng Wendong Su Jianbo 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2009年第1期129-135,共7页
A composite nonlinear feedback tracking controller for motion control of robot manipulators is described. The structure of the controller is composed of a composite nonlinear feedback law plus full robot nonlinear dyn... A composite nonlinear feedback tracking controller for motion control of robot manipulators is described. The structure of the controller is composed of a composite nonlinear feedback law plus full robot nonlinear dynamics compensation. The stability is carried out in the presence of friction. The controller takes advantage of varying damping ratios induced by the composite nonlinear feedback control, so the transient performance of the closed-loop is remarkably improved. Simulation results demonstrate the feasibility of the proposed method. 展开更多
关键词 robot control motion tracking composite nonlinear feedback STABILITY friction.
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A learning-based flexible autonomous motion control method for UAV in dynamic unknown environments 被引量:3
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作者 WAN Kaifang LI Bo +2 位作者 GAO Xiaoguang HU Zijian YANG Zhipeng 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2021年第6期1490-1508,共19页
This paper presents a deep reinforcement learning(DRL)-based motion control method to provide unmanned aerial vehicles(UAVs)with additional flexibility while flying across dynamic unknown environments autonomously.Thi... This paper presents a deep reinforcement learning(DRL)-based motion control method to provide unmanned aerial vehicles(UAVs)with additional flexibility while flying across dynamic unknown environments autonomously.This method is applicable in both military and civilian fields such as penetration and rescue.The autonomous motion control problem is addressed through motion planning,action interpretation,trajectory tracking,and vehicle movement within the DRL framework.Novel DRL algorithms are presented by combining two difference-amplifying approaches with traditional DRL methods and are used for solving the motion planning problem.An improved Lyapunov guidance vector field(LGVF)method is used to handle the trajectory-tracking problem and provide guidance control commands for the UAV.In contrast to conventional motion-control approaches,the proposed methods directly map the sensorbased detections and measurements into control signals for the inner loop of the UAV,i.e.,an end-to-end control.The training experiment results show that the novel DRL algorithms provide more than a 20%performance improvement over the state-ofthe-art DRL algorithms.The testing experiment results demonstrate that the controller based on the novel DRL and LGVF,which is only trained once in a static environment,enables the UAV to fly autonomously in various dynamic unknown environments.Thus,the proposed technique provides strong flexibility for the controller. 展开更多
关键词 autonomous motion control(AMC) deep reinforcement learning(DRL) difference amplify reward shaping
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Compliant landing of a trotting quadruped robot based on hybrid motion/force robust control 被引量:2
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作者 郎琳 王剑 +1 位作者 韦庆 马宏绪 《Journal of Central South University》 SCIE EI CAS CSCD 2016年第8期1970-1980,共11页
A compliant landing strategy for a trotting quadruped robot on unknown rough terrains based on contact force control is presented. Firstly, in order to lower the disturbance caused by the landing impact force, a landi... A compliant landing strategy for a trotting quadruped robot on unknown rough terrains based on contact force control is presented. Firstly, in order to lower the disturbance caused by the landing impact force, a landing phase is added between the swing phase and the stance phase, where the desired contact force is set as a small positive constant. Secondly, the joint torque optimization of the stance legs is formulated as a quadratic programming(QP) problem subject to equality and inequality/bound constraints. And a primal-dual dynamical system solver based on linear variational inequalities(LVI) is applied to solve this QP problem. Furthermore, based on the optimization results, a hybrid motion/force robust controller is designed to realize the tracking of the contact force, while the constraints of the stance feet landing angles are fulfilled simultaneously. Finally, the experiments are performed to validate the proposed methods. 展开更多
关键词 trotting quadruped robots compliant landing joint torque optimization quadratic programming(QP) hybrid motion/force robust control
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Design of motion control system of pipeline detection AUV 被引量:2
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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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Motion Control Algorithms for a Free-swimming Biomimetic Robot Fish 被引量:2
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作者 YUJun-Zhi CHENEr-Kui +1 位作者 WANGShuo TANMin 《自动化学报》 EI CSCD 北大核心 2005年第4期537-542,共6页
A practical motion control strategy for a radio-controlled, 4-link and free-swimmingbiomimetic robot fish is presented. Based on control performance of the fish the fish s motion controltask is decomposed into on-line... A practical motion control strategy for a radio-controlled, 4-link and free-swimmingbiomimetic robot fish is presented. Based on control performance of the fish the fish s motion controltask is decomposed into on-line speed control and orientation control. The speed control algorithm isimplemented by using piecewise control, and orientation control is realized by fuzzy logic. Combiningwith step control and fuzzy control, a point-to-point (PTP) control algorithm is proposed and appliedto the closed-loop experimental system that uses a vision-based position sensing subsystem to providefeedback. Experiments confirm the reliability and e?ectiveness of the presented algorithms. 展开更多
关键词 运动控制算法 仿生学 运动控制 点到点控制 机器人
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Modeling and motion control simulation of tendon based parallel manipulator translation mechanism for sensor based high value waste processing
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作者 黄赳 T. Pretz 卞正富 《Journal of Central South University》 SCIE EI CAS 2011年第6期1953-1961,共9页
A novel sorting system based on one degree of freedom (DOF) tendon based parallel manipulator (TBPM) for high value waste processing was presented and designed. In order to control the motion of loads, nonlinear state... A novel sorting system based on one degree of freedom (DOF) tendon based parallel manipulator (TBPM) for high value waste processing was presented and designed. In order to control the motion of loads, nonlinear state feed forward control algorithm in the tendon length coordinate was used. Considering the system redundancy and actuation behavior, algorithms of optimal tension distribution and forward kinematics were designed. Then, the simulation experiments of motion control were implemented. The results demonstrate that the proposed TBPM translation system performs robust capacities. It can transfer the loads 1 m away within 1.5 s. With further optimization, the translation duration can be further reduced to be about 1 s and the optimized translation is followed with 43.59 m/s2 maximum acceleration. The translation errors at the aim position remain below 0.4 mm. 展开更多
关键词 municipal solid waste incineration tendon based parallel manipulator sensor based sorting motion control
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Contouring error modeling and simulation of a four-axis motion control system
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作者 张代林 张旭 +3 位作者 谢经明 袁楚明 陈幼平 汤漾平 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第1期141-149,共9页
A layered modeling method is proposed to resolve the problems resulting from the complexity of the error model of a multi-axis motion control system. In this model, a low level layer can be used as a virtual axis by t... A layered modeling method is proposed to resolve the problems resulting from the complexity of the error model of a multi-axis motion control system. In this model, a low level layer can be used as a virtual axis by the high level layer. The first advantage of this model is that the complex error model of a four-axis motion control system can be divided into several simple layers and each layer has different coupling strength to match the real control system. The second advantage lies in the fact that the controller in each layer can be designed specifically for a certain purpose. In this research, a three-layered cross coupling scheme in a four-axis motion control system is proposed to compensate the contouring error of the motion control system. Simulation results show that the maximum contouring error is reduced from 0.208 mm to 0.022 mm and the integration of absolute error is reduced from 0.108 mm to 0.015 mm, which are respectively better than 0.027 mm and 0.037 mm by the traditional method. And in the bottom layer the proposed method also has remarkable ability to achieve high contouring accuracy. 展开更多
关键词 layered modeling ship model machining motion control cross coupling control
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极大空间结构在轨组装的动力学与控制 被引量:1
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作者 胡海岩 田强 +2 位作者 文浩 罗凯 马小飞 《力学进展》 北大核心 2025年第1期1-29,共29页
在轨组装极大空间结构是实现大容量天基通信、高精度天基观测和天基太阳能电站等未来航天任务的技术基础,具有重要的科学和工程价值.针对百米级抛物面天线等在轨组装需求,本文综述极大空间结构在轨组装相关的动力学与控制研究进展与挑战... 在轨组装极大空间结构是实现大容量天基通信、高精度天基观测和天基太阳能电站等未来航天任务的技术基础,具有重要的科学和工程价值.针对百米级抛物面天线等在轨组装需求,本文综述极大空间结构在轨组装相关的动力学与控制研究进展与挑战,讨论五个关键环节,即模块化组装方案及其动力学问题、多柔体系统动力学建模与计算、机器人运动规划与控制、组装结果的动态校验与调控、地面模拟实验.本文指出,在轨组装技术需解决柔性部件大范围运动的时空耦合动力学、机器人运动的高效规划与精准控制、力热耦合的误差校验与调控策略等难题,同时需要建立理论分析、数值仿真和地面实验验证相融合的研究框架,进而逐步推进从百米级到千米级空间结构技术的发展.最后,本文展望了未来十年的研究重点,包括高效动力学建模、复杂环境下的运动规划与控制、多模块闭合组装的动态预测与调控、天地一致的实验验证体系,进而为推动空间结构在轨组装技术提供系统性建议. 展开更多
关键词 组装总体设计 多柔体系统动力学 运动规划与控制 动态校验与调控 地面 模拟实验
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农用机器人底盘控制系统的设计 被引量:1
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作者 张艳兵 徐鹏跃 +1 位作者 李卓 张洪强 《农机化研究》 北大核心 2025年第6期208-213,共6页
农用机器人可以执行农业种植、收割、施肥、喷洒农药、除草和土壤分析等生产活动,能够显著提高农业生产的效率。农用机器人的底盘可以保证在不平坦的地形和复杂的障碍物中自由移动,其稳定性、灵活性和可靠性直接影响机器人的导航能力和... 农用机器人可以执行农业种植、收割、施肥、喷洒农药、除草和土壤分析等生产活动,能够显著提高农业生产的效率。农用机器人的底盘可以保证在不平坦的地形和复杂的障碍物中自由移动,其稳定性、灵活性和可靠性直接影响机器人的导航能力和任务执行效率。为了进一步促进农用机器人的智能化和高效化,基于CANopen通讯协议与伺服电机驱动通信,设计了一套完整、高效的运动控制算法,保证农业机器人底盘可以在田间灵活、高效地移动,实现了多种运动方式,并保证底盘能在复杂的施工环境中灵活移动。田间测试表明:在不同的农田环境中,底盘能够灵活地适应地形和避开障碍物,实现了多种运动方式的转换,并高效地完成农业生产任务。 展开更多
关键词 农用机器人 底盘控制系统 CANopen通讯协议 伺服电机驱动通信 运动控制算法
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基于MPC的仿生尺蠖机器人运动控制
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作者 杜巧玲 薛成泽 郑伟 《沈阳工业大学学报》 北大核心 2025年第1期124-129,共6页
【目的】随着科技的日新月异,人们的生活环境也在发生着巨大的变化。工业化的聚集以及人口密度的增加促使建筑不断向上增高或向下延伸,出现了很多人们不方便到达或是无法到达的地方,但这些地方机器人却可以到达。目前机器人最热门的研... 【目的】随着科技的日新月异,人们的生活环境也在发生着巨大的变化。工业化的聚集以及人口密度的增加促使建筑不断向上增高或向下延伸,出现了很多人们不方便到达或是无法到达的地方,但这些地方机器人却可以到达。目前机器人最热门的研究方向之一是非常规结构机器人,通过精简自身的冗余结构以及体积,增加对应的功能结构,使机器人可以在不适宜人们工作的地方代替人们进行相应的工作。【方法】研制了一款适合攀爬的仿尺蠖机器人。针对优化尺蠖机器人在运动过程中的步态问题,提出了基于模型预测控制(MPC)的仿生吸盘式尺蠖机器人运动控制方法。根据章鱼的吸盘结构设计了仿章鱼负压式吸盘以及吸盘控制模型,利用气压传感器反馈的数据实现闭环控制;基于MPC仿生吸盘控制器提出了基于模型预测仿生吸盘控制的仿尺蠖机器人运动步态。【结果】机器人仿真实验和测试结果表明,基于MPC仿生吸盘控制器(MPC-BSC)在吸盘气压优化上相较PID控制有明显优势,MPC-BSC仿尺蠖机器人可以在水平和竖直的瓷砖平面完成“Ω”型运动步态。本文的主要研究结果如下:设计了仿章鱼负压式吸盘,并提出了吸盘控制模型。在负压控制下,可以调整吸盘的吸附压力以满足躯干结构运动对吸附力的需求。提出了基于MPC的仿生吸盘控制算法,该算法通过调节真空泵流速进而实现对吸盘吸附力的调节。设计了仿生吸盘式尺蠖机器人,其躯干结构安装了4个纵向伺服电机和2个横向伺服电机,可以实现“Ω”型运动步态和转向步态。提出了MPC-BSC的运动步态规划,实现“Ω”型运动步态和转向步态。实验测试了仿生吸盘的性能,验证边缘结构对仿生吸盘吸附力的作用。【结论】通过仿真实验测试了基于MPC的仿生吸盘控制算法的可行性,实验验证了仿尺蠖机器人可以在不同倾角、不同材质的平面上实现“Ω”型步态和转向步态。本文研制的仿生吸盘结构为机器人的吸附功能拓展了应用场景,降低了吸附功能的复杂性;提出的“Ω”型运动步态对异形机器人的运动具有很好的参考价值,使其能够在复杂地形下进行简单高效的运动。 展开更多
关键词 仿生吸盘 仿生尺蠖 机器人 运动规划 机械设计 电机控制 嵌入式系统 姿态控制
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考虑关节角加速度约束的移动机器人模糊控制方法研究
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作者 商巍 孟祥祥 张道德 《现代电子技术》 北大核心 2025年第8期145-148,共4页
在移动机器人的控制过程中,关节角加速度是一个重要的物理参数,其可以确保机器人在执行各种任务时始终保持在安全、合理的范围内,从而避免机器人因运动过快或不稳定而出现损坏或执行任务失败的情况。基于此,提出一种考虑关节角加速度约... 在移动机器人的控制过程中,关节角加速度是一个重要的物理参数,其可以确保机器人在执行各种任务时始终保持在安全、合理的范围内,从而避免机器人因运动过快或不稳定而出现损坏或执行任务失败的情况。基于此,提出一种考虑关节角加速度约束的移动机器人模糊控制方法。依据移动机器人运动学方程计算移动机器人关节角加速度,同时以关节角加速度计算结果和期望关节角加速度之间的误差为约束,结合模糊算法设计模糊自适应增益调整的模糊控制器,结合自适应控制律实现移动机器人模糊控制。实验结果证明,所提方法可精准计算移动机器人关节角加速度,并确保移动机器人运行轨迹能精准跟踪目标运行轨迹,令运行速度快速稳定至设定值附近,控制效果较好。 展开更多
关键词 移动机器人 关节角加速度 模糊控制 运动轨迹 自适应控制律 模糊增益调整
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基于低-高增益反馈控制和扩张状态观测器的双体船垂向稳定研究
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作者 张军 申琦清 +1 位作者 任俊杰 刘志林 《中国舰船研究》 北大核心 2025年第1期300-308,共9页
[目的]在恶劣海况下,双体船的垂荡和纵摇运动幅度过大,变化剧烈,严重影响适航性。为此提出低-高增益反馈控制和高阶扩张状态观测器(HOESO)补偿相结合的垂向稳定控制策略。[方法]首先,对耦合的双体船垂向运动模型进行近似解耦,将垂荡和... [目的]在恶劣海况下,双体船的垂荡和纵摇运动幅度过大,变化剧烈,严重影响适航性。为此提出低-高增益反馈控制和高阶扩张状态观测器(HOESO)补偿相结合的垂向稳定控制策略。[方法]首先,对耦合的双体船垂向运动模型进行近似解耦,将垂荡和纵摇运动的耦合、波浪扰动等视为集总扰动,将其扩张为3个虚拟状态量,设计HOESO提高扰动估计精度,并将估计值用于前馈补偿。其次,提出低-高增益反馈控制实现垂向运动的闭环稳定,减少低增益反馈控制的保守性,并保证T形翼和压浪板附体输入满足约束。最后,利用Matlab搭建的双体船垂向稳定控制系统进行仿真。[结果]仿真结果表明,所提控制策略能够有效抑制垂荡和纵摇运动幅度,提高垂向运动的稳定性。垂荡位移减小了49.47%,纵摇角减小了53.83%。[结论]该研究成果可为多体船的稳定控制提供参考,且具有一定的实际工程应用意义。 展开更多
关键词 船舶 运动控制 反馈控制 双体船 垂向稳定控制 扩张状态观测器
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基于改进强化学习的复杂海况下船舶升沉补偿控制研究
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作者 张琴 周静宜 +1 位作者 王星月 胡雄 《工程科学与技术》 北大核心 2025年第4期123-137,共15页
受多变海况下风浪涌影响,剧烈的船舶随机运动威胁着海上风机吊载安装的安全性,并对海上作业和人员换乘等造成不好的影响。为提高海上作业的可靠性、安全性和稳定性,针对船舶升沉运动补偿中面临的环境多变和建模不准确的问题,提出基于改... 受多变海况下风浪涌影响,剧烈的船舶随机运动威胁着海上风机吊载安装的安全性,并对海上作业和人员换乘等造成不好的影响。为提高海上作业的可靠性、安全性和稳定性,针对船舶升沉运动补偿中面临的环境多变和建模不准确的问题,提出基于改进强化学习的复杂海况下船舶升沉补偿控制方法。首先,对由伺服驱动器、伺服电机及编码器和电动缸构成的补偿系统进行机理法建模,作为强化学习训练的环境。其次,通过马尔可夫决策过程描述智能体的策略和奖励,同时采用双延迟深度确定策略梯度算法(TD3)强化学习算法作为控制策略,将Actor网络中的输出层TanH层的幅值扩大两倍,使TD3算法能更好地应对复杂海况,并通过主网络和目标网络的Actor和Critic 6个网络的迭代更新,得到自学习的最优控制动作输出。最后,添加OU动作噪声到目标策略中,能够更好地探索状态空间,并通过组合奖励函数改善智能体的学习和决策能力,使智能体可以适应复杂海况下的强化学习任务,在不同海况等级下利用已知的信息找到最优解,从而避免陷入局部最优,以提高船舶升沉运动的补偿精度。仿真结果表明,在恶劣的复杂海况下改进TD3算法有较好的补偿控制效果;将训练好的模型用于3~6级以及历时更长的变海况环境下的船舶升沉运动补偿,其补偿效率最高可达到99.95%,优于PSO优化的反步法控制和传统TD3强化学习方法,体现了良好的泛化性。 展开更多
关键词 复杂海况环境 船舶升沉运动 补偿控制系统 TD3强化学习
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丘陵果园收获机器人底盘控制系统的设计与试验
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作者 付昌星 《农机化研究》 北大核心 2025年第5期238-243,共6页
丘陵果园收获机器人是一种能够在丘陵地形中自主收获水果的智能机器人。由于丘陵地形的复杂性和不规则性,传统的收获机械无法胜任此类工作,而丘陵果园收获机器人能够通过搭载多种传感器和自主导航系统,实现在丘陵地形中的准确定位和自... 丘陵果园收获机器人是一种能够在丘陵地形中自主收获水果的智能机器人。由于丘陵地形的复杂性和不规则性,传统的收获机械无法胜任此类工作,而丘陵果园收获机器人能够通过搭载多种传感器和自主导航系统,实现在丘陵地形中的准确定位和自主移动,并利用机械臂等工具对果树进行精确的果实采摘。为此,设计了一种丘陵果园收获机器人底盘控制系统,系统采用基于单片机的控制方案,可实现机器人的自主导航和运动控制。试验中,采用了PID控制算法对机器人进行了姿态控制和速度控制,并对机器人的运动轨迹进行了实时监测和调整。试验结果表明:控制系统具有较好的控制精度和可靠性,可以满足果园收获机器人在丘陵地形中的运动控制需求。 展开更多
关键词 丘陵果园 收获机器人 自主导航 运动控制 控制精度
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输水隧洞检测机器人发展现状及关键技术研究
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作者 孙玉山 张力文 +2 位作者 张国成 曹建 庞硕 《哈尔滨工程大学学报》 北大核心 2025年第7期1253-1267,共15页
自治式水下机器人因其灵活性高、可自主航行等特点,逐渐成为输水隧洞检测的新兴手段。然而,输水隧洞空间狭窄、流场复杂、光线黑暗,对自治式水下机器人的导航、定位、运动控制与缺陷检测提出了更高要求。本文梳理了国内外使用水下机器... 自治式水下机器人因其灵活性高、可自主航行等特点,逐渐成为输水隧洞检测的新兴手段。然而,输水隧洞空间狭窄、流场复杂、光线黑暗,对自治式水下机器人的导航、定位、运动控制与缺陷检测提出了更高要求。本文梳理了国内外使用水下机器人进行输水隧洞检测的成功应用,对输水隧洞检测自治式水下机器人的关键技术进行综述,主要包括流场水动力分析、运动控制、导航定位及智能检测4个方面,指出了上述关键技术的难点并结合相关理论及实际工程应用给出了相应的研究方案。 展开更多
关键词 自治式水下机器人 输水隧洞检测 水动力 运动控制 导航定位 路径规划 安全评价 缺陷识别
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