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Neural Dynamics for Cooperative Motion Control of Omnidirectional Mobile Manipulators in the Presence of Noises: A Distributed Approach
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作者 Yufeng Lian Xingtian Xiao +3 位作者 Jiliang Zhang Long Jin Junzhi Yu Zhongbo Sun 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2024年第7期1605-1620,共16页
This paper presents a distributed scheme with limited communications, aiming to achieve cooperative motion control for multiple omnidirectional mobile manipulators(MOMMs).The proposed scheme extends the existing singl... This paper presents a distributed scheme with limited communications, aiming to achieve cooperative motion control for multiple omnidirectional mobile manipulators(MOMMs).The proposed scheme extends the existing single-agent motion control to cater to scenarios involving the cooperative operation of MOMMs. Specifically, squeeze-free cooperative load transportation is achieved for the end-effectors of MOMMs by incorporating cooperative repetitive motion planning(CRMP), while guiding each individual to desired poses. Then, the distributed scheme is formulated as a time-varying quadratic programming(QP) and solved online utilizing a noise-tolerant zeroing neural network(NTZNN). Theoretical analysis shows that the NTZNN model converges globally to the optimal solution of QP in the presence of noise. Finally, the effectiveness of the control design is demonstrated by numerical simulations and physical platform experiments. 展开更多
关键词 cooperative motion control noise-tolerant zeroing neural network(NTZNN) omnidirectional mobile manipulator(OMM) repetitive motion planning
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Cooperative Navigation for Autonomous Underwater Vehicles Based on Estimation of Motion Radius Vectors 被引量:1
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作者 李闻白 刘明雍 +1 位作者 刘富樯 徐飞 《Defence Technology(防务技术)》 SCIE EI CAS 2011年第1期9-14,共6页
A cooperative navigation algorithm for a group of autonomous underwater vehicles is proposed on the basis of motion radius vector estimation.Combined the dead reckoning data with the mutual range data through an acous... A cooperative navigation algorithm for a group of autonomous underwater vehicles is proposed on the basis of motion radius vector estimation.Combined the dead reckoning data with the mutual range data through an acoustic communication network among the group members, the relative positioning problem can be solved. A novel approach for solving the relative positioning is presented by using a recursive trigonometry technique and extended Kalman filter(EKF). Simulation results verify the correctness and effectiveness of this navigation method. 展开更多
关键词 automatic control technology cooperative navigation autonomous underwater vehicle motion radius vector extended Kalman filter
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MOTION PLANNING OF MULTIPLE MOBILE ROBOTS COOPERATIVELY TRANSPORTING A COMMON OBJECT
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作者 战强 丁希仑 +1 位作者 张启先 王树国 《Chinese Journal of Aeronautics》 SCIE EI CSCD 2000年第2期118-122,共5页
Many applications above the capability of a single robot need the cooperation of multiple mobile robots, but effective cooperation is hard to achieve. In this paper, a master slave method is proposed to control the m... Many applications above the capability of a single robot need the cooperation of multiple mobile robots, but effective cooperation is hard to achieve. In this paper, a master slave method is proposed to control the motions of multiple mobile robots that cooperatively transport a common object from a start point to a goal point. A noholonomic kinematic model to constrain the motions of multiple mobile robots is built in order to achieve cooperative motions of them, and a “Dynamic Coordinator” strategy is used to deal with the collision avoidance of the master robot and slave robot individually. Simulation results show the robustness and effectiveness of the method. 展开更多
关键词 multiple mobile robots motion planning cooperATION coordinated control SIMULATION
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Kinematic analysis of a humanoid robot CHP-1 and selection of motors in consideration of cooperative motion
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作者 KIM Do-un HWANG Sang-wook +1 位作者 KANG Hyo-jung HONG Dae Sun 《Journal of Central South University》 SCIE EI CAS 2012年第11期3094-3099,共6页
A lower-part humanoid robot CHP-1 with 12 degree-of-freedom of motion has been developed for cooperative motion,such as pushing or lifting an object.The capability of the robot is mainly dependent on the performance o... A lower-part humanoid robot CHP-1 with 12 degree-of-freedom of motion has been developed for cooperative motion,such as pushing or lifting an object.The capability of the robot is mainly dependent on the performance of the motors,thus the motors need to be properly selected.For the purpose,the kinematics of the robot was analyzed,and a number of simulations for two kinds of cooperative motions were carried out.The torques required at each motor of the robot under external forces were obtained.Here,the external forces were also estimated through simulation and literature survey.On the basis of the torques found,the selection of motors was finally suggested,and the motors are to be installed to the humanoid robot. 展开更多
关键词 人形机器人 运动学分析 电动机 协同 自由运动 电机 合作 模拟
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Three-dimensional cooperative guidance law for multiple missiles with impact angle constraint 被引量:3
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作者 YANG Biao JING Wuxing GAO Changsheng 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2020年第6期1286-1296,共11页
This paper proposes a cooperative guidance law for attacking a ground target with the impact angle constraint based on the motion camouflage strategy in the line-of-sight(LOS)frame.A dynamic model with the impact angl... This paper proposes a cooperative guidance law for attacking a ground target with the impact angle constraint based on the motion camouflage strategy in the line-of-sight(LOS)frame.A dynamic model with the impact angle constraint is established according to the relative motion between multiple missiles and the target.The process of cooperative guidance law design is divided into two stages.Firstly,based on the undirected graph theory,a new finite-time consensus protocol on the LOS direction is derived to guarantee relative distances reach consensus.And the value of acceleration command is positive,which is beneficial for engineering realization.Secondly,the acceleration command on the normal direction of the LOS is designed based on motion camouflage and finite-time convergence,which can ensure the missiles reach the target with the desired angle and satisfy the motion camouflage state.The finitetime stability analysis is proved by the Lyapunov theory.Numerical simulations for stationary and maneuver targets have demonstrated the effectiveness of the cooperative guidance law proposed. 展开更多
关键词 cooperative guidance law motion camouflage impact angle constraint FINITE-TIME
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A review of mobile robot motion planning methods:from classical motion planning workflows to reinforcement learning-based architectures 被引量:1
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作者 DONG Lu HE Zichen +1 位作者 SONG Chunwei SUN Changyin 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2023年第2期439-459,共21页
Motion planning is critical to realize the autonomous operation of mobile robots.As the complexity and randomness of robot application scenarios increase,the planning capability of the classical hierarchical motion pl... Motion planning is critical to realize the autonomous operation of mobile robots.As the complexity and randomness of robot application scenarios increase,the planning capability of the classical hierarchical motion planners is challenged.With the development of machine learning,the deep reinforcement learning(DRL)-based motion planner has gradually become a research hotspot due to its several advantageous feature.The DRL-based motion planner is model-free and does not rely on the prior structured map.Most importantly,the DRL-based motion planner achieves the unification of the global planner and the local planner.In this paper,we provide a systematic review of various motion planning methods.Firstly,we summarize the representative and state-of-the-art works for each submodule of the classical motion planning architecture and analyze their performance features.Then,we concentrate on summarizing reinforcement learning(RL)-based motion planning approaches,including motion planners combined with RL improvements,map-free RL-based motion planners,and multi-robot cooperative planning methods.Finally,we analyze the urgent challenges faced by these mainstream RLbased motion planners in detail,review some state-of-the-art works for these issues,and propose suggestions for future research. 展开更多
关键词 mobile robot reinforcement learning(RL) motion planning multi-robot cooperative planning
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Adaptive neural network control for coordinated motion of a dual-arm space robot system with uncertain parameters
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作者 郭益深 陈力 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 2008年第9期1131-1140,共10页
Control of coordinated motion between the base attitude and the arm joints of a free-floating dual-arm space robot with uncertain parameters is discussed. By combining the relation of system linear momentum conversati... Control of coordinated motion between the base attitude and the arm joints of a free-floating dual-arm space robot with uncertain parameters is discussed. By combining the relation of system linear momentum conversation with the Lagrangian approach, the dynamic equation of a robot is established. Based on the above results, the free-floating dual-arm space robot system is modeled with RBF neural networks, the GL matrix and its product operator. With all uncertain inertial system parameters, an adaptive RBF neural network control scheme is developed for coordinated motion between the base attitude and the arm joints. The proposed scheme does not need linear parameterization of the dynamic equation of the system and any accurate prior-knowledge of the actual inertial parameters. Also it does not need to train the neural network offline so that it would present real-time and online applications. A planar free-floating dual-arm space robot is simulated to show feasibility of the proposed scheme. 展开更多
关键词 flee-floating dual-arm space robot RBF neural network GL matrix andits product operator coordinated motion adaptive control
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The Safe Navigation of Partial Motion Planning Based on “Cooperation” with Roadside Fixed Sensors in VANET
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作者 Rong Ding Xiaoguang Li 《Wireless Sensor Network》 2010年第9期661-667,共7页
In recent years, many methods of safe vehicle navigation and partial motion planning (PMP) have been proposed in vehicular ad-hoc network (VANET) field. In order to improve the limitation of traditional PMP, this pape... In recent years, many methods of safe vehicle navigation and partial motion planning (PMP) have been proposed in vehicular ad-hoc network (VANET) field. In order to improve the limitation of traditional PMP, this paper presents a novel effective way to plan motion with cooperation of roadside fixed sensors (RFSs). With their cooperation, the vehicles can get the surrounding information quickly and effectively, and give highly accurate projections about the near future conditions on road. After proposing our algorithm, the worst case is analyzed and methods are found to solve the problem. Finally we conduct one elemental contrast experiment, driver situation awareness, with or without the “cooperation” of RFSs in highway scenarios. The result shows that the vehicles can make a better PMP based on the forward conditions received from RFSs, and extend the warning distance obviously when emergency happens. 展开更多
关键词 PARTIAL motion Planning Safe Vehicle Navigation ROADSIDE Fixed SENSORS cooperATION
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多矢量姿态测量算法研究综述
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作者 吴美平 刘一麟 +1 位作者 郭妍 于瑞航 《北京航空航天大学学报》 EI CAS CSCD 北大核心 2024年第5期1427-1437,共11页
将矢量测量转化为姿态测量,该问题在姿态估计中被称为Wahba问题。介绍了最小化Wahba问题的损失函数的不同算法,包括最优四元数估计器(ESOQ)、四元数估计器(QUEST)、快速最优姿态矩阵(FOAM)、矩阵的奇异值分解(SVD)等广泛使用的算法,以... 将矢量测量转化为姿态测量,该问题在姿态估计中被称为Wahba问题。介绍了最小化Wahba问题的损失函数的不同算法,包括最优四元数估计器(ESOQ)、四元数估计器(QUEST)、快速最优姿态矩阵(FOAM)、矩阵的奇异值分解(SVD)等广泛使用的算法,以及基于快速线性四元数姿态估计器(FLAE)、黎曼流形等近年来提出的算法。给出了简单的计算原理与推导过程,并通过计算机仿真对照,归纳各类算法在计算旋转矩阵时的计算精度、鲁棒性。针对姿态测量算法应对当前应用场景的性能需求,简要介绍其在惯性测量单元(IMU)动态对准、协同集群视觉定姿、图像拼接等方面的适用可能和工作原理,并在此基础上简述了姿态测量算法当前的缺陷与未来的发展趋势。 展开更多
关键词 Wahba问题 视觉定姿 图像拼接 人体动作测量 协同导航
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工业设计协同虚拟现实教学系统设计研究 被引量:1
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作者 韩旭 赵文斌 谭保华 《计算机仿真》 2024年第1期284-292,共9页
元宇宙理念将增强现实、虚拟现实等沉浸式技术应用于教学,将学生的感知从二维课本转向三维沉浸式虚拟空间,也对人才的培养提出了更高的需求。为了使学生更形象的了解发动机构造及工作原理,增强教师在虚拟教学中的作用,开发了基于元宇宙... 元宇宙理念将增强现实、虚拟现实等沉浸式技术应用于教学,将学生的感知从二维课本转向三维沉浸式虚拟空间,也对人才的培养提出了更高的需求。为了使学生更形象的了解发动机构造及工作原理,增强教师在虚拟教学中的作用,开发了基于元宇宙理念的工业设计协同虚拟现实教学系统。系统运用Rhino、3ds Max建模软件构建了工业设计发动机模型和教学场景模型,并实现了发动机总体构造、工作原理、拆装实训的可视化;使用Unity 3D虚拟现实开发引擎,以客户端/服务端模式实现教学活动,最终在HMD(头戴显示器)等虚拟现实设备上进行学习。系统经实验验证,在可用性和有效性上得到良好的反馈。上述系统设计实现为空间性和协作性较强的课程提供了一种新的教学思路与方法。 展开更多
关键词 元宇宙 虚拟教学 工业设计 运动仿真 协同控制
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Cooper对质心定向运动速度的研究 被引量:6
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作者 岳筱萍 邢怀民 赵合运 《低温与超导》 CAS CSCD 北大核心 2001年第3期66-68,共3页
研究了稳恒超导电流密度 j=ensνs中 ,νS在产生磁场方面的作用 ;指出超导抗磁性起源的物理本质是 ,νSC(T)很大 (约为 1 0 3 - 1 0 4 ms- 1) ,νSC(0 )的上限是 0 K时电子 Fermi速度 (数量级为1 0 5ms- 1) ;并说明了 London穿透深度的... 研究了稳恒超导电流密度 j=ensνs中 ,νS在产生磁场方面的作用 ;指出超导抗磁性起源的物理本质是 ,νSC(T)很大 (约为 1 0 3 - 1 0 4 ms- 1) ,νSC(0 )的上限是 0 K时电子 Fermi速度 (数量级为1 0 5ms- 1) ;并说明了 London穿透深度的物理意义。指出 L ondon穿透深度是产生拆对磁场 Hc(T)所要求的 Jc(T)分布的最小线度。 展开更多
关键词 界面层 cooper 质心定向运动速度 稳恒超导电流密度 超导体 抗磁性 Londen穿透深度
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非合作线谱声源分布式定位方法
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作者 邹男 于金正 +4 位作者 桑志远 李娜 苏薪元 杨嘉轩 惠云梦 《应用声学》 CSCD 北大核心 2024年第3期654-660,共7页
非合作目标定位是水声定位领域的研究热点。为充分挖掘并利用各类可观测参数,提高非合作目标定位能力,提出一种基于目标频率变化信息的非合作目标定位方法。该方法针对匀速直线运动目标的定位问题,首先根据多普勒频移原理,建立观测频率... 非合作目标定位是水声定位领域的研究热点。为充分挖掘并利用各类可观测参数,提高非合作目标定位能力,提出一种基于目标频率变化信息的非合作目标定位方法。该方法针对匀速直线运动目标的定位问题,首先根据多普勒频移原理,建立观测频率与目标辐射频率、目标运动速度、位置之间的函数映射关系,利用最小均方准则建立目标函数,通过优化算法估计分布式定位系统中各个测量单元与目标运动轨迹的致近点距离,最后综合各观测节点的测距结果,构建几何定位模型,求得目标运动轨迹的解析解。通过仿真分析,证明了该方法的有效性,并指出了该方法需要目标通过与各测量单元的致近点才能获得较好的距离估计能力。文中分析了不同频率估计精度对定位精度的影响,结果表明,提出的定位方法对测频精度具有一定的容限,是一种高精度的非合作线谱声源定位方法。 展开更多
关键词 非合作定位 被动定位 信赖域优化方法 被动测距 目标运动分析
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基于D-H法的农业采摘机器人运动协作控制系统设计 被引量:2
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作者 闵小翠 李鹏 《计算机测量与控制》 2024年第1期72-78,84,共8页
为提升农业采摘机器人运动协作控制性能,降低机器人碰撞概率,利用D-H法优化设计机器人运动协作控制系统;改装位置、力矩以及碰撞传感器设备,优化运动协作控制器与驱动器,调整系统通信模块结构,完成硬件系统的优化;利用D-H法构建农业采... 为提升农业采摘机器人运动协作控制性能,降低机器人碰撞概率,利用D-H法优化设计机器人运动协作控制系统;改装位置、力矩以及碰撞传感器设备,优化运动协作控制器与驱动器,调整系统通信模块结构,完成硬件系统的优化;利用D-H法构建农业采摘机器人数学模型,在该模型下,利用传感器设备实现机器人实时位姿的量化描述,通过机器人采摘流程的模拟,分配机器人运动协作任务,从位置和姿态等多个方面,确定运动协作控制目标,经过受力分析求解机器人实际作用力,最终通过控制量的计算,实现农业采摘机器人的运动协作控制功能;通过系统测试实验得出结论:所提方法控制下机器人位置、姿态角和作用力的控制误差分别为14 mm、0.2°和1.2 N,在优化设计系统控制下,机器人的碰撞次数得到明显降低。 展开更多
关键词 D-H法 农业采摘机器人 运动协作 运动控制系统
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航天器编队飞行相对运动轨迹优化方法综述
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作者 陈丹鹤 何敬源 +1 位作者 刘幸川 廖文和 《宇航学报》 EI CAS CSCD 北大核心 2024年第3期325-340,共16页
针对航天器编队飞行过程中存在的轨迹优化问题,首先系统综述其多种相对运动动力学模型,分类比较模型的特点,并考虑航天器运动环境和不同求解方法阐述编队轨迹优化问题。在建立数学优化模型的基础上描述该问题的一般形式,提出了航天器编... 针对航天器编队飞行过程中存在的轨迹优化问题,首先系统综述其多种相对运动动力学模型,分类比较模型的特点,并考虑航天器运动环境和不同求解方法阐述编队轨迹优化问题。在建立数学优化模型的基础上描述该问题的一般形式,提出了航天器编队飞行相对运动轨迹优化问题的难点。综述航天器编队飞行构建或重构任务中轨迹优化问题的求解方法,总结分析其优缺点,并介绍常用的数学求解工具。最后,提出值得深入研究的关键技术需求和航天器编队飞行未来发展的重要方向。 展开更多
关键词 航天器编队 编队控制 相对运动 协同控制 轨迹优化
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长周期地震动对SRC框架-RC核心筒混合结构协同工作的影响
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作者 杨柯 王博 +2 位作者 祝超 刘伯权 李红 《振动与冲击》 EI CSCD 北大核心 2024年第12期36-45,共10页
长周期地震动因含有丰富的低频成分易使(超)高层建筑等长周期结构发生严重震害。SRC(steel reinforced concrete)框架-RC(reinforced concrete)核心筒混合结构作为广泛应用于高烈度区的双重抗侧力结构体系,确保其强震下的协同工作是实... 长周期地震动因含有丰富的低频成分易使(超)高层建筑等长周期结构发生严重震害。SRC(steel reinforced concrete)框架-RC(reinforced concrete)核心筒混合结构作为广泛应用于高烈度区的双重抗侧力结构体系,确保其强震下的协同工作是实现多道抗震防线,形成合理破坏模式的关键。该文通过与普通地震动对比,阐明了远场长周期地震动对SRC框架-RC核心筒混合结构协同工作的影响规律,并基于谐振激励下的结构动力分析模型及经验模态分解初步揭示了其内在机理。算例分析结果表明:受低频特性影响,远场长周期地震动作用下结构框架剪力分担率与底层倾覆力矩占比明显大于普通地震动,最大框架剪力分担率所在楼层与普通地震动相比出现下移,且当峰值加速度增至400 gal时,SRC框架中下部楼层剪力分担率超过40%,底部倾覆力矩占比超过70%,按照现行规范设计的SRC框架将难以保证远场长周期地震动作用下结构的抗震安全;激励频率对于SRC框架-RC核心筒混合结构协同工作的影响与振型参与方式有关,低频激励(周期为0.5倍~2.0倍结构基本周期)下结构响应主要受低阶振型主导;远场长周期地震动的卓越分量是导致框架剪力分担率增大的原因。 展开更多
关键词 远场长周期地震动 SRC框架-RC核心筒混合结构 协同工作 剪力分配 希尔伯特-黄变换
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Compliance motion control of the hydraulic dual-arm manipulator with adaptive mass estimation of unknown object
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作者 Bolin SUN Min CHENG +1 位作者 Ruqi DING Bing XU 《Frontiers of Mechanical Engineering》 SCIE CSCD 2024年第1期35-52,共18页
Given the limited operating ability of a single robotic arm,dual-arm collaborative operations have become increasingly prominent.Compared with the electrically driven dual-arm manipulator,due to the unknown heavy load... Given the limited operating ability of a single robotic arm,dual-arm collaborative operations have become increasingly prominent.Compared with the electrically driven dual-arm manipulator,due to the unknown heavy load,difficulty in measuring contact forces,and control complexity during the closed-chain object transportation task,the hydraulic dual-arm manipulator(HDM)faces more difficulty in accurately tracking the desired motion trajectory,which may cause object deformation or even breakage.To overcome this problem,a compliance motion control method is proposed in this paper for the HDM.The mass parameter of the unknown object is obtained by using an adaptive method based on velocity error.Due to the difficulty in obtaining the actual internal force of the object,the pressure signal from the pressure sensor of the hydraulic system is used to estimate the contact force at the end-effector(EE)of two hydraulic manipulators(HMs).Further,the estimated contact force is used to calculate the actual internal force on the object.Then,a compliance motion controller is designed for HDM closed-chain collaboration.The position and internal force errors of the object are reduced by the feedback of the position,velocity,and internal force errors of the object to achieve the effect of the compliance motion of the HDM,i.e.,to reduce the motion error and internal force of the object.The required velocity and force at the EE of the two HMs,including the position and internal force errors of the object,are inputted into separate position controllers.In addition,the position controllers of the two individual HMs are designed to enable precise motion control by using the virtual decomposition control method.Finally,comparative experiments are carried out on a hydraulic dual-arm test bench.The proposed method is validated by the experimental results,which demonstrate improved object position accuracy and reduced internal force. 展开更多
关键词 hydraulic dual-arm manipulator compliance motion control unknown object adaptive mass estimation nonlinear control
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双目-多运动副全向构型搬运机器人导引控制优化
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作者 李春晖 吴志刚 +2 位作者 翁枫 韩卫民 梁远星 《微型电脑应用》 2024年第4期132-134,共3页
控制与导引的协同问题在搬运机器人工作过程中经常受到关注。为此设计了一种双目-多运动副全向构型搬运机器人导引控制方法,对从协同导引控制展开全方位分析。结果表明:在直线路径上经强化学习优化后到达稳态值的收敛速度更快,有效降低... 控制与导引的协同问题在搬运机器人工作过程中经常受到关注。为此设计了一种双目-多运动副全向构型搬运机器人导引控制方法,对从协同导引控制展开全方位分析。结果表明:在直线路径上经强化学习优化后到达稳态值的收敛速度更快,有效降低稳态偏差。机器人控制优化后均方差及均值得到降低。协同路径跟踪实验纵向距离偏差结果意味着机器人间纵向距离的控制力在经强化学习后更平稳。协同导引控制有效性及可行性均可通过协同路径跟踪实验结果得到验证。该研究有助于提高搬运机器人协同工作效率,对后续的整理控制优化起到一定的理论支撑作用。 展开更多
关键词 搬运机器人 多运动副 协同运动 导引控制
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The Fuzzy Neural Network Control Scheme With H∞ Tracking Characteristic of Space Robot System With Dual-arm After Capturing a Spin Spacecraft
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作者 Jing Cheng Li Chen 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2020年第5期1417-1424,共8页
In this paper,the dynamic evolution for a dualarm space robot capturing a spacecraft is studied,the impact effect and the coordinated stabilization control problem for postimpact closed chain system are discussed.At f... In this paper,the dynamic evolution for a dualarm space robot capturing a spacecraft is studied,the impact effect and the coordinated stabilization control problem for postimpact closed chain system are discussed.At first,the pre-impact dynamic equations of open chain dual-arm space robot are established by Lagrangian approach,and the dynamic equations of a spacecraft are obtained by Newton-Euler method.Based on the results,with the process of integral and simplify,the response of the dual-arm space robot impacted by the spacecraft is analyzed by momentum conservation law and force transfer law.The closed chain system is formed in the post-impact phase.Closed chain constraint equations are obtained by the constraints of closed-loop geometry and kinematics.With the closed chain constraint equations,the composite system dynamic equations are derived.Secondly,the recurrent fuzzy neural network control scheme is designed for calm motion of unstable closed chain system with uncertain system parameter.In order to overcome the effects of uncertain system inertial parameters,the recurrent fuzzy neural network is used to approximate the unknown part,the control method with H∞tracking characteristic.According to the Lyapunov theory,the global stability is demonstrated.Meanwhile,the weighted minimum-norm theory is introduced to distribute torques guarantee that cooperative operation between manipulators.At last,numerical examples simulate the response of the collision,and the efficiency of the control scheme is verified by the simulation results. 展开更多
关键词 Capturing operation calm motion control closed chain system dual-arm space robot recurrent fuzzy neural network H∞tracking characteristic
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类脑学习型自动驾驶决控系统的关键技术 被引量:3
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作者 李升波 占国建 +6 位作者 蒋宇轩 兰志前 张宇航 邹文俊 陈晨 成波 李克强 《汽车工程》 EI CSCD 北大核心 2023年第9期1499-1515,共17页
作为高级别自动驾驶的下一代技术方向,类脑学习以深度神经网络为策略载体,以强化学习为训练手段,通过与环境的交互探索实现策略的自我进化,最终获得从环境状态到执行动作的最优映射。目前,类脑学习方法主要用于自动驾驶的决策与控制功... 作为高级别自动驾驶的下一代技术方向,类脑学习以深度神经网络为策略载体,以强化学习为训练手段,通过与环境的交互探索实现策略的自我进化,最终获得从环境状态到执行动作的最优映射。目前,类脑学习方法主要用于自动驾驶的决策与控制功能设计,它的关键技术包括:界定策略设计的系统框架、支持交互训练的仿真平台、决定策略输入的状态表征、定义策略目标的评价指标以及驱动策略更新的训练算法。本文重点梳理了自动驾驶决策控制的发展脉络,包括两类模块化架构(分层式和集成式)和3种技术方案(专家规则型、监督学习型和类脑学习型);概述了当前主流的自动驾驶仿真平台;分析了类脑决控的3类环境状态表征方法(目标式、特征式和组合式);同时介绍了自动驾驶汽车的五维度性能评价指标(安全性、合规性、舒适性、通畅性与经济性);然后详述了用于车云协同训练的典型强化学习算法及其应用现状;最后总结了类脑自动驾驶技术的问题挑战与发展趋势。 展开更多
关键词 智能网联汽车 车路云协同 类脑学习 自主决策 运动控制
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无人集群系统协同运动规划技术综述 被引量:6
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作者 孔国杰 冯时 +2 位作者 于会龙 巨志扬 龚建伟 《兵工学报》 EI CAS CSCD 北大核心 2023年第1期11-26,共16页
地面无人集群由多个地面无人移动平台构成,能够通过各无人平台间相互协同完成统一的系统协同目标,在军事和交通系统等领域能够发挥重要的作用。协同运动规划作为无人集群系统协同的关键技术之一,近年来在理论和应用等方面的研究受到越... 地面无人集群由多个地面无人移动平台构成,能够通过各无人平台间相互协同完成统一的系统协同目标,在军事和交通系统等领域能够发挥重要的作用。协同运动规划作为无人集群系统协同的关键技术之一,近年来在理论和应用等方面的研究受到越来越多的关注。针对此研究问题,归纳总结了近年来相关领域的无人集群系统协同运动规划的研究成果,阐述了无人集群协同运动规划技术的研究背景和意义,结合国内外发展现状和研究进展,对多车协同系统的应用进行了表述,并根据主流研究方法使用的框架和算法,对现有的协同运动规划技术进行分类,并讨论了各类方法的主要特点,同时对相关代表性工作进行讨论,提出了无人集群协同规划技术面临的挑战和未来发展方向。 展开更多
关键词 无人车辆 多车协同 运动规划 多智能体系统协同
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