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Probabilistic movement primitive based motion learning for a lower limb exoskeleton with black-box optimization

Frontiers of Information technology & Electronic Engineering 2023年第1期24卷 104-116页

作者： Jiaqi WANG Yongzhuo GAO Dongmei WU Wei DONG State Key Laboratory of Robotics and Systems Harbin Institute of TechnologyHarbin 150001China

As a wearable robot,an exoskeleton provides a direct transfer of mechanical power to assist or augment the wearer’s movement with an anthropomorphic *** an exoskeleton is used to facilitate the wearer’s movement,a motion generation process often plays an important role in high-level *** of the main challenges in this area is to generate in real time a reference trajectory that is parallel with human intention and can adapt to different *** this paper,we first describe a novel motion modeling method based on probabilistic movement primitive(ProMP)for a lower limb exoskeleton,which is a new and powerful representative tool for generating motion *** adapt the trajectory to different situations when the exoskeleton is used by different wearers,we propose a novel motion learning scheme based on black-box optimization(BBO)PIBB combined with *** motion model is first learned by ProMP offline,which can generate reference trajectories for use by exoskeleton controllers *** is adopted to learn and update the model for online trajectory generation,which provides the capability of adaptation of the system and eliminates the effects of *** and experiments involving six subjects using the lower limb exoskeleton HEXO demonstrate the effectiveness of the proposed methods.

关键词： Lower limb exoskeleton Human-robot interaction Motion learning Trajectory generation Movement primitive Black-box optimization

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基于磁驱动正交悬臂探针的三维原子力显微镜技术开发

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Engineering 2023年第5期24卷 84-93,I0002页

作者： Hao Zhang Junyuan Geng Haibo Gao Weibin Rong Hui Xie The State Key Laboratory of Robotics and Systems Harbin Institute of TechnologyHarbin 150080China

本文介绍了一种基于磁驱动正交悬臂探针(magnetically driven-orthogonal cantilever probes,MDOCP)的三维原子力显微镜(three-dimensional atomic force microscopy,3D-AFM)表征方法,该方法采用两个独立的三自由度纳米扫描器,能够实现探针沿可控矢量角度跟踪扫描样品表面。该3D-AFM系统还配备了高精度旋转台,可实现360°全向成像。定制的MD-OCP包含水平悬臂、垂直悬臂和磁球三部分,其中磁球可在磁场中机械驱动OCP实现激振。垂直悬臂具有一个突出的尖端,可检测深槽和具有悬垂/凹边特征的结构。首先,对MD-OCP的设计、模拟、制造和性能分析进行了描述;其次,详细介绍了探针振幅补偿和360°旋转原点定位的方法。通过使用标准AFM阶梯光栅进行对比实验,验证了所提出方法对于陡峭侧壁和拐角处细节的表征能力,其中采用了三维地形重建方法将图像整合。通过对具有微梳结构的微机电系统(MEMS)器件进行3D表征,进一步证实了所提出基于MD-OCP的3D-AFM技术的有效性。最后,该技术被用于确定微阵列芯片的关键尺寸(critical dimensions,CD)。实验结果表明,所提出的方法可以高精度地获取三维结构的CD信息,相比于难以获得侧壁信息的二维技术,在三维微纳制造检测领域具有更好的潜力。

关键词：图像整合微阵列芯片机械驱动阶梯光栅旋转台磁驱动三维结构

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An optical carbon nanotube fibre probe for measurement of nano structures with large aspect ratio

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Nano Research 2025年第3期18卷 436-443页

作者： Weihao Tao Shuhao Zhao Hanjin Dong Ze Zhang Peirui Ji Shenghan Qin Wenbo Hu Jinlong Zhu Renjie Zhou Shuming Yang State Key Laboratory for Manufacturing Systems Engineering Xi’an Jiaotong UniversityXi’an 710049China State Key Laboratory of Intelligent Manufacturing Equipment and Technology Huazhong University of Science and TechnologyWuhan 430074China Department of Biomedical Engineering The Chinese University of Hong KongHong KongChina

With the development of imaging and measurement technologies,scanning near-field optical microscopy(SNOM)has achieved high signal-to-noise *** resolution of a fibre probe-based SNOM system is capable of reaching 10 ***,SNOM applications are presently constrained to the measurement of near-field optical information to relatively straightforward structures,including quantum dots,carbon nanotubes,graphene,and so *** geometry of conventional fibre probes,with tips at an angle of 30°-60°,presents a challenge for accurately imaging complex surface *** paper proposes a carbon nanotube composite fibre probe(CNT-FP)with a large aspect *** key point is that a carbon nanotube bundle is composited at the tip of conventional surface plasmon polaritons fibre probes(SPPs-FP),which are the fibre probes coated with gold film to excite the *** coupling,propagation,and focusing effects of SPPs on the carbon nanotube bundle are ***-FPs have been fabricated and applied to measure a grating with the depth of 400 nm and the width of 400 *** experimental results show that the measurement accuracy and imaging quality of CNT-FP are nearly one order of magnitude higher than that of conventional SPPs-FP,as evidenced by evaluation criteria such as line roughness and volatility ***,it achieves an optical resolution of 72.1 nm in the measurements of a nano structure with large aspect *** provides an effective solution of measuring structures with larger aspect ratios.

关键词： carbon nanotubes fibre optic probes surface plasmon polaritons nano-focusing large aspect ratio

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The Journey/DAO/TAO of Embodied Intelligence: From Large Models to Foundation Intelligence and Parallel Intelligence

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IEEE/CAA Journal of Automatica Sinica 2024年第6期11卷 1313-1316页

作者： Tianyu Shen Jinlin Sun Shihan Kong Yutong Wang Juanjuan Li Xuan Li Fei-Yue Wang College of Information Science and Technology Beijing University of Chemical TechnologyBeijing 100029China School of Electrical and Information Engineering Jiangsu UniversityZhenjiang 212013China State Key Laboratory for Turbulence and Complex Systems Department of Advanced Manufacturing and RoboticsCollege of EngineeringPeking UniversityBeijing 100871China State Key Laboratory of Multimodal Artificial Intelligence Systems Institute of AutomationChinese Academy of SciencesBeijing 100190China Peng Cheng Laboratory Shenzhen 518000China State Key Laboratory for Management and Control of Complex Systems Chinese Academy of SciencesBeijing 100190 Faculty of Innovation Engineering Macao University of Science and TechnologyMacao 999078China IEEE

THE tremendous impact of large models represented by ChatGPT[1]-[3]makes it necessary to con-sider the practical applications of such models[4].However,for an artificial intelligence(AI)to truly evolve,it needs to possess a physical“body”to transition from the virtual world to the real world and evolve through interaction with the real *** this context,“embodied intelligence”has sparked a new wave of research and technology,leading AI beyond the digital realm into a new paradigm that can actively act and perceive in a physical environment through tangible entities such as robots and automated devices[5].

关键词： Intelligence DAO TAO

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Design and In Situ Additive Manufacturing of Multifunctional Structures

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Engineering 2023年第9期28卷 58-68页

作者： Yan Zhang Guangyu Zhang Jing Qiao Longqiu Li State Key Laboratory of Robotics and System Harbin Institute of TechnologyHarbin 150001China School of Materials Science and Engineering Harbin Institute of TechnologyHarbin 150001China

Multifunctional structures(MFSs)integrate diverse functions to achieve superior ***,conventional design and manufacturing methods—which generally lack quality control and largely depend on complex equipment with multiple stations to achieve the integration of distinct materials and devices—are unable to satisfy the requirements of MFS applications in emerging industries such as aerospace *** by the concept of design for manufacturing,we adopt a layer regulation method with an established optimization model to design typical MFSs with load-bearing,electric,heat-conduction,and radiation-shielding functions.A high-temperature in situ additive manufacturing(AM)technology is developed to print various metallic wires or carbon fiber-reinforced high-meltingpoint polyetheretherketone(PEEK)*** is found that the MFS,despite its low mass,exceeds the stiffness of the PEEK substrate by 21.5%.The embedded electrics remain functional after the elastic deformation *** with those of the PEEK substrate,the equivalent thermal conductivity of the MFS beneath the central heat source area is enhanced by 568.0%,and the radiation shielding is improved by 27.9%.Moreover,a satellite prototype with diverse MFSs is rapidly constructed as an *** work provides a systematic approach for high-performance design and advanced manufacturing,which exhibits considerable prospects for both the function expansion and performance enhancement of industrial equipment.

关键词： Additive manufacturing Multifunctional structure Optimal design Satellite Polyetheretherketone

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Extremum seeking control for UAV close formation flight via improved pigeon-inspired optimization

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Science China(Technological Sciences) 2024年第2期67卷 435-448页

作者： YUAN GuangSong DUAN HaiBin State Key Laboratory of Virtual Reality Technology and Systems School of Automation Science and Electrical EngineeringBeihang University(BUAA)Beijing 100083China

This paper proposes a comprehensive design scheme for the extremum seeking control(ESC)of the unmanned aerial vehicle(UAV)close formation *** proposed design scheme combines a Newton-Raphson method with an extended Kalman filter(EKF)to dynamically estimate the optimal position of the following UAV relative to the leading *** reflect the wake vortex effects reliably,the drag coefficient induced by the wake vortex is considered as a performance ***,the performance function is parameterized by the first-order and second-order terms of its Taylor series *** the excellent performance of nonlinear estimation,the EKF is used to estimate the gradient and the Hessian matrix of the parameterized performance *** output feedback of the proposed scheme is determined by iterative calculation of the Newton-Raphson *** with the traditional ESC and the classic ESC,the proposed design scheme avoids the slow continuous time integration of the *** allows a faster convergence of relative position ***,the proposed method can provide a smoother command during the seeking process as the second-order term of the performance function is taken into *** convergence analysis of the proposed design scheme is accomplished by showing that the output feedback is a supermartingale *** improve estimation performance of the EKF,a improved pigeon-inspired optimization(IPIO)is proposed to automatically tune the noise covariance *** Carlo simulations for a three-UAV close formation show that the proposed design scheme is robust to the initial position of the following UAV.

关键词： unmanned aerial vehicle close formation extremum seeking control Newton-Raphson method improved pigeon-inspired optimization

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Task-oriented Hierarchical Control of Modular Soft Robots with External Vision Guidance

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Journal of Bionic Engineering 2022年第3期19卷 657-667页

作者： Xin Sui Tianjiao Zheng Jian Qi Zhiyuan Yang Ning Zhao Jie Zhao Hegao Cai Yanhe Zhu State Key Laboratory of Robotics and System Harbin Institute of Technology(HIT)Harbin150001China

General,high-precision theoretical modeling method is not well developed in the field of soft robotics,which holds back motion control and practical application of soft *** concept of modularization brings novel structure,novel locomotion patterns as well as novel control method for soft *** paper presents the concept of hierarchical control method for modular soft robot system and a H-configuration pneumatic modular soft robot is designed as the control *** H-configuration modular soft robot is composed of two basic motion units that take worm-like locomotion *** locomotion principle of the basic motion unit is analyzed and the actuation sequence is optimized by evolution strategy in VOXCAD simulation *** differential drive method is applied to the H-configuration modular soft robot with multi motion modes and vision sensor is used to control the motion mode of the *** H-configuration modular soft robot and the basic motion unit are assembled by a cubic soft module made of silicone ***,connection mechanism is designed to ensure that the soft modules can be assembled in any direction and *** are conducted to verify the effect of the hierarchical control method of the modular soft robots.

关键词： Soft robot Modular robot Locomotion pattern optimization VOXCAD simulation software Vision feedback control

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A Simple Control Scheme with Model Predictive Control-Based Footstep Planner and Virtual Model Control for Planar Biped Robot 16th

A Simple Control Scheme with Model Predictive Control-Based ...

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16th International Conference on Modelling, Identification and Control, ICMIC 2024

作者： Heng, Shuai Song, Chao Chen, Boyang Zhang, Yue Zang, Xizhe Zhao, Jie State Key Laboratory of Robotics and System Harbin Institute of Technology Harbin150080 China

ISBN: (纸本)9789819617760

In this paper, our objective is to achieve stable walking for biped robots using a simple yet powerful control scheme. This control scheme consists of a planning and control framework. For the motion planner, we utilize the Linear Inverted Pendulum Model as the equations of motion for the biped. Model Predictive Control is applied to plan the Zero Moment Point (ZMP) for future steps. Trajectories for the swing foot and base are generated based on the planned ZMP. Subsequently, a straightforward and intuitive control method called Virtual Model Control is employed to calculate control torques for tracking the generated trajectories. Finally, simulations conducted on flat-foot bipedal robots in MuJoCo validate the effectiveness of the proposed control scheme in achieving stable walking and attaining the desired locomotion velocity. © The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. 2025.

关键词： Predictive control systems

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Analysis and Optimization of Unbalanced Magnetic Pull for Eccentric Doubly-Fed Induction Motor

Analysis and Optimization of Unbalanced Magnetic Pull for Ec...

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2024 International Conference on Electrical Machines, ICEM 2024

作者： Kang, Haoyu Wang, Jin Liu, Liyang Sun, Lu Li, Zequan Zhou, Libing Huazhong University of Science and Technology State Key Laboratory of Advanced Electromagnetic Technology Wuhan China Robotics and Autonomous Systems Thrust Guangzhou China

ISBN: (纸本)9798350370607

Due to the frequent switching of working conditions, the large doubly-fed induction motors (DFIMs) utilized in variable speed pumping units are subjected to intense hydraulic shock, thereby significantly increasing the risk of rotor eccentricity fault and posing a substantial threat to the safe operation of the motor. This paper proposes a method for suppressing the unbalanced magnetic force in DFIMs caused by eccentricity, through the injection of excitation compensation current in groups. Firstly, the air gap magnetic field of DFIMs with eccentricity is modeled using the subdomain method. Then, the optimal compensation current is efficiently calculated using the eccentric subdomain model in conjunction with the particle swarm optimization algorithm. Finally, the proposed method is implemented on a 10MW DFIM. By injecting the optimal compensation current, the unbalanced magnetic pulling force caused by eccentricity is effectively suppressed. The comparison with the finite element simulation results showed that the unbalanced magnetic pulling force is reduced by 81.6%. © 2024 IEEE.

关键词： Particle swarm optimization (PSO)

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Bifunctional nanoprobe for simultaneous detection of intracellular reactive oxygen species and temperature in single cells

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Microsystems & Nanoengineering 2024年第6期10卷 161-172页

作者： Yanmei Ma Weikang Hu Jian Hu Muyang Ruan Jie Hu Ming Yang Yi Zhang Hanhan Xie Chengzhi Hu Shenzhen Key Laboratory of Biomimetic Robotics and Intelligent Systems Department of Mechanical and Energy EngineeringSouthern University of Science and TechnologyShenzhen 518000China Department of Electrical and Electronic Engineering Southern University of Science and TechnologyShenzhen 518000China

Living cells can rapidly adjust their metabolic activities in response to external stimuli,leading to fluctuations in intracellular temperature and reactive oxygen species(ROS)*** these parameters is essential for understanding cellular metabolism,particularly during dynamic biological *** this study,we present a bifunctional nanoprobe capable of simultaneous measurement of ROS levels and temperature within single *** nanoprobe features two individually addressable nanoelectrodes,with platinum(Pt)and nickel(Ni)coatings on both *** the tip,these two metal layers form a nano-thermocouple,enabling precise intracellular temperature measurements,while the Pt layer facilitates selective ROS *** dual functionality allows for real-time monitoring of cellular responses during synergistic chemo-photothermal therapy of cancer cells and zebrafish embryos subjected to mitochondrial toxic *** results demonstrate that the nanoprobe effectively measures increases in temperature and ROS levels in HeLa cells undergoing chemo-photothermal therapy,as well as in chemically stimulated zebrafish *** providing detailed analysis of submicrometer-scale temperature and ROS variations within living cells,this nanoprobe offers valuable insights into cellular processes and holds promise for early disease detection and drug development.

关键词： metabolism simultaneous holds

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