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A trajectory-level robot skill learning method based on fuzzy systems

Science China(Information Sciences) 2025年第5期68卷 38-52页

作者： Chao ZENG Zhen DENG Boyang TI Yongsheng GAO Department of Computer Science University of Liverpool School of Mechanical Engineering and Automation Fuzhou University State Key Laboratory of Robotics Shenyang Institute of Automation Chinese Academy of Sciences Institutes for Robotics and Intelligent Manufacturing Chinese Academy of Sciences State Key Laboratory of Robotics and System Harbin Institute of Technology

Learning from demonstration(LfD) allows for the effective transfer of human manipulation skills to a robot by building a model that represents these skills based on a limited number of demonstrated ***,a skilllearning model that can comprehensively satisfy multiple requirements,such as computational complexity,modeling accuracy,trajectory smoothness,and robustness,is still ***,this work aims to provide such a model by employing fuzzy ***,we introduce an LfD model named Takagi-Sugeno-Kang fuzzy system-based movement primitives(TSKFMPs),which exploits the advantages of the fuzzy theory for effective robotic imitation learning of human *** work formulates the TSK fuzzy system and gradient descent(GD) as imitation learning models,leveraging recent advancements in GD-based optimization for fuzzy *** study takes a two-step strategy.(ⅰ) The input-output relationships of the model are established using TSK fuzzy systems based on demonstration *** this way,the skill is encoded by the model parameter in the latent space.(ⅱ) GD is used to optimize the model parameter to increase the modeling accuracy and trajectory *** further explain how learned trajectories are adapted to new task scenarios through local *** conduct multiple tests using an open dataset to validate our method,and the results demonstrate performance comparable with those of other ***,we implement it in a real-world case study.

关键词： robot skill learning movement primitives TSK fuzzy systems gradient descent robotics

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Mechanical design,modeling,and identification for a novel antagonistic variable stiffness dexterous finger

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Frontiers of Mechanical Engineering 2022年第3期17卷 59-74页

作者： Handong HU Yiwei LIU Zongwu XIE Jianfeng YAO Hong LIU State Key Laboratory of Robotics and System Harbin Institute of TechnologyHarbin 150001China

This study traces the development of dexterous hand research and proposes a novel antagonistic variable stiffness dexterous finger mechanism to improve the safety of dexterous hand in unpredictable environments,such as unstructured or man-made operational errors through comprehensive consideration of cost,accuracy,manufacturing,and *** on the concept of mechanical passive compliance,which is widely implemented in robots for interactions,a finger is dedicated to improving mechanical *** finger mechanism not only achieves passive compliance against physical impacts,but also implements the variable stiffness actuator principle in a compact finger without adding supererogatory *** achieves finger stiffness adjustability according to the biologically inspired stiffness variation principle of discarding some mobilities to adjust *** mechanical design of the finger and its stiffness adjusting methods are *** stiffness characteristics of the finger joint and the actuation unit are *** results of the finger joint stiffness identification and finger impact tests under different finger stiffness presets are provided to verify the validity of the *** have been experimentally proven to be robust against physical ***,the experimental part verifies that fingers have good power,grasping,and manipulation performance.

关键词： multifingered hand mechanism design robot safety variable stiffness actuator

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Ultrasound-guided prostate percutaneous intervention robot system and calibration by informative particle swarm optimization

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Frontiers of Mechanical Engineering 2022年第1期17卷 18-33页

作者： Jiawen YAN Bo PAN Yili FU State Key Laboratory of Robotics and System Harbin Institute of TechnologyHarbin 150001China

Applying a robot system in ultrasound-guided percutaneous intervention is an effective approach for prostate cancer diagnosis and *** limited space for robot manipulation restricts structure volume and *** this paper,an 8-degree-of-freedom robot system is proposed for ultrasound probe manipulation,needle positioning,and needle insertion.A novel parallel structure is employed in the robot system for space saving,structural rigidity,and collision *** particle swarm optimization method based on informative value is proposed for kinematic parameter identification to calibrate the parallel structure *** method identifies parameters in the modified kinematic model stepwise according to parameter *** experiments prove that the robot system can realize motions needed in *** applying the calibration method,a reasonable,reliable forward kinematic model is built,and the average errors can be limited to 0.963 and 1.846 mm for insertion point and target point,respectively.

关键词： ultrasound image guidance prostate percutaneous intervention parallel robot kinematics identification particle swarm optimization informative value

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Spatial confinement of free-standing graphene sponge enables excellent stability of conversion-type Fe_(2)O_(3)anode for sodium storage

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Chinese Chemical Letters 2025年第3期36卷 544-549页

作者： Jun Dong Senyuan Tan Sunbin Yang Yalong Jiang Ruxing Wang Jian Ao Zilun Chen Chaohai Zhang Qinyou An Xiaoxing Zhang Hubei Key Laboratory for High-efficiency Utilization of Solar Energy and Operation Control of Energy Storage System Hubei University of TechnologyWuhan 430068China State Key Laboratory of New Textile Materials and Advanced Processing Technologies Wuhan Textile UniversityWuhan 430200China State Key Laboratory of Advanced Technology for Materials Synthesis and Processing Wuhan University of TechnologyWuhan 430070China Nanjing University of Aeronautics and Astronautics Nanjing 210016China

Conversion-type anode materials are highly desirable for Na-ion batteries(NIBs)due to their high theoretical ***,the active materials undergo severe expansion and pulverization during the sodiation,resulting in inferior cycling ***,a self-supporting three-dimensional(3D)graphene sponge decorated with Fe_(2)O_(3)nanocubes(rGO@Fe_(2)O_(3))is ***,the 3D graphene sponge with resilience and high porosity benefits to accommodate the volume expansion of the Fe_(2)O_(3)nanocubes and facilitates the rapid electrons/ions transport,enabling spatial confinement to achieve outstanding ***,the free-standing rGO@Fe_(2)O_(3)can be directly used as an electrode without additional binders and conductive additives,which helps to obtain a higher energy *** on the total mass of the rGO@Fe_(2)O_(3)material,the rGO@Fe_(2)O_(3)anode presents a specific capacity of 859 mAh/g at 0.1 A/*** also delivers an impressive cycling performance(327 mAh/g after 2000 cycles at 1 A/g)and a superior rate capacity(162mAh/g at 20 A/g).The coin-type Na_(3)V_(2)(PO_(4))_(3)@C//rGO@Fe_(2)O_(3)NIB exhibits an energy density of 265.3Wh/*** unique 3D ionic/electronic conductive network may provide new strategies to design advanced conversion-type anode materials for high-performance NIBs.

关键词： Conversion-type anode Spatial confinement Fe_(2)O_(3) Graphene network Self-supporting Sodium-ion batteries

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Channel Attention Network for Feature Fusion of Ultrasonic and IMU Signals in Cross-Subject Gait Recognition

Channel Attention Network for Feature Fusion of Ultrasonic a...

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2024 IEEE International Conference on systems, Man, and Cybernetics, SMC 2024

作者： Huang, Xujia Zhou, Zixiang Xu, Xinglong Wang, Zhiyong Harbin Institute of Technology State Key Laboratory of Robotics and System Shenzhen Shenzhen China

ISBN: (纸本)9781665410205

In traditional human-machine interface research, a single sensing mode is often adopted, focusing on individual human motion classification experiments. However, the performance often declines when applied across individuals. Ultrasonic and inertial sensing, as mainstream technologies in human-machine interfaces, can respectively detect the muscle states and limb information of the human body, offering potential complementary benefits. The fusion of ultrasonic(US) and Inertial Measurement Unit(IMU) is expected to significantly enhance the generalization ability of physiological signals in motion intention recognition. This paper presents a method that employs fusion of ultrasound and IMU signals, and designs a Convolutional Neural Network with Channel Attention Module (IU-CAM-CNN) for gait classification experiments. The experimental results demonstrate that by introducing channel attention modules, the model's ability to extract features from fused signals can be effectively enhanced, resulting in a classification accuracy of 90% for cross-individual movements. In contrast, traditional LDA and CNN networks achieve only 22% and 47% classification accuracy, respectively. This method provides an effective solution for cross-individual movement intention recognition. © 2024 IEEE.

关键词： Convolutional neural networks

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Physics-Based Predictions of the Month-by-Month Summer Western North Pacific Anomalous Anticyclone

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Journal of Climate 2025年第10期38卷 2187-2203页

作者： Zhu, Zhiwei Yang, Ying Liu, Boqi State Key Laboratory of Climate System Prediction and Risk Management Key Laboratory of Meteorological Disaster Ministry of Education Collaborative Innovation Center on Forecast and Evaluation of Meteorological Disasters Nanjing University of Information Science and Technology Nanjing China State Key Laboratory of Severe Weather Chinese Academy of Meteorological Sciences Beijing China

This study identified the distinct predictors of the western North Pacific anomalous anticyclone (WNPAC) in June, July, and August and revealed their independent influencing mechanisms on the formation of the summer WNPAC in each corresponding month. For the June WNPAC (AC_Jun), the North Atlantic warming (NAW) in April–May induces subsequently enhanced convection over the Indian Ocean and suppressed the convection over the tropical central Pacific, leading to AC_Jun via the Gill-type response. Meanwhile, the warming tendency over the western North Pacific from February to April, which reflects the slow decay of El Niño, results in AC_Jun through Indian Ocean warming. For the July WNPAC (AC_Jul), the cooling tendency from April to June over the central and eastern tropical Pacific is the sole predictor, which results in AC_Jul through the wind–evaporation–SST feedback. For the August WNPAC (AC_Aug), the tropical Atlantic warming (TAW) in June and July and the Bering Strait sea ice slow melting (BSSM) from April to May are the two predictors. While TAW has a similar influence on AC_Aug to that of NAW on AC_Jun, BSSM makes for AC_Aug by strengthening the westerly jet and subsequently atmosphere–ocean coupling over the North Pacific. Using these predictors, three physics-based empirical models (PEMs) for the seasonal predictions of AC_Jun, AC_Jul, and AC_Aug are conducted, which all outperform the National Centers for Environmental Prediction Climate Forecast system (CFS), shedding light on improving the seasonal prediction of the East Asian summer climate. © 2025 American Meteorological Society.

关键词： Heat flux

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JHT-EXO: A Soft Ankle Exosuit for Assisting Walking in Patients with Post-Stroke Foot Inversion

JHT-EXO: A Soft Ankle Exosuit for Assisting Walking in Patie...

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2024 IEEE International Conference on robotics and Biomimetics, ROBIO 2024

作者： Ju, Haotian Guan, Zihang Guo, Songhao Liu, Zedong Zhang, Qinghua Zheng, Tianjiao Zhao, Jie Zhu, Yanhe Harbin Institute of Technology State Key Laboratory of Robotics and System Harbin150001 China

ISBN: (纸本)9781665481090

Stroke often leads to foot inversion, seriously affecting the patients' walking ability. In this paper, a lightweight, soft exosuit, JHT-EXO, is proposed for correcting foot inversion to help patients' gait rehabilitation. JHT-EXO mainly consists of two cable driving modules, two foot feedback modules, and a control module, with a total weight of no more than 2.5 kg. The cable driving module can pre-tighten the cable with a designed constant torque spring to prevent the cable from falling off. When the motor is not energized, it can still assist the person in stabilizing the walking gait and reducing power consumption. Customized foot pressure sensors recognize human gait, and IMUs on the feet measure the ankle angle used by the controller to change the output force of the exosuit. The constant torque spring was calibrated and tested, and the experimental results showed that the average output force of the constant torque spring was 20.0 N, with a maximum error of 5.6% compared to the theoretically calculated results. The ground walking test of the exosuit was performed by three subjects in three conditions: wearing the exosuit powered up, wearing the exosuit unpowered, and not wearing the exosuit. The test results showed that JHT-EXO could effectively reduce the ankle inversion angle by 22.11° compared to not wearing the exosuit. JHT-EXO is feasible in preventing foot drop and stabilizing flip, and its high mobility and portability show potential for gait rehabilitation of foot inversion patients. © 2024 IEEE.

关键词： Patient rehabilitation

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Dual Transducers Co-Focusing Method for Ultrasound Stimulation in Calf Peripheral Nervous system: A Feasibility Study

Dual Transducers Co-Focusing Method for Ultrasound Stimulati...

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2024 IEEE International Conference on systems, Man, and Cybernetics, SMC 2024

作者： Zheng, Haoran Wang, Xiaoxin Zhang, Hongwei Liu, Honghai Harbin Institute of Technology Shenzhen State Key Laboratory of Robotics and System Shenzhen China

ISBN: (纸本)9781665410205

As a neuromodulation technology, ultrasound stimulation exhibits great potential due to its non-invasive and targeted nature. Low-Intensity Focused Ultrasound (LIFU) allows for precise targeting of the peripheral nervous system, enabling the elicitation of diverse sensations in the human body, including tactile, cold, heat, and pain. Current research efforts predominantly focus on ultrasound stimulation of the upper limbs, specifically the fingers. However, there is a paucity of investigation pertaining to the stimulation of the peripheral nervous system in the lower limb of the human body. Furthermore, the utilization of a singularly focused transducer for stimulation introduces anisotropy, thereby rendering it challenging to enhance the axial resolution. This study aims to explore an innovative approach using dual transducers that synergistically focus ultrasound to achieve highly precise stimulation and reduce the disparity between axial and lateral resolution. The primary objective is to investigate the feasibility of utilizing this approach for deep muscle stimulation in the human calf muscles, thus delving into the realm of lower limb neuromodulation. © 2024 IEEE.

关键词： Ultrasonics

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An Approach to Measure Slips in Friction Contacts Using a Self-Powered Sensor 2

An Approach to Measure Slips in Friction Contacts Using a Se...

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2023 2nd International Conference on Materials Science and Engineering, CoMSE 2023

作者： Ba, Mingsen Qin, Wenjie Zhao, Zhenlong Sun, Yu Beijing Institute of Technology China State Key Laboratory of Engine and Powertrain System China

The accumulation of small tangential slip will occur on the contact surfaces of components in mechanical structures when subjected to cyclic loadings, which will lead to system failure. However, the small tangential slip is difficult to measure directly. In this paper, a method for measuring the contact slip by using a self-powered displacement sensor based on triboelectric nanogenerator (TENG) is proposed, and the accuracy is verified by the finite element analysis (FEA). The contact slips for a flat-on-flat contact configuration are measured by this method. When the test piece is subjected to a cyclic tangential load with a frequency of 10Hz, the average obtained slip displacement of the test piece under single load cycle is less than 10μm. Then the finite element simulation of the contact configuration is carried out using software Abaqus 6.14. The analysis results are close to the test results, which verifies the effectiveness of the measurement method. Moreover, the slips of the flat-on-flat contact configuration under different frequency and amplitude of cyclic tangential load are investigated. © 2024 Institute of Physics Publishing. All rights reserved.

关键词： Finite element method

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Rigid-Flexible Coupling Dynamics Analysis of Multi-output Transient Deployment Mechanism Based on ANCF

Rigid-Flexible Coupling Dynamics Analysis of Multi-output Tr...

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International Conference on Mechanical Design, ICMD 2023

作者： Zhai, Guangqing Xiao, Hong Yang, Guang Guo, Hongwei Tao, Jianguo Liu, Rongqiang State Key Laboratory of Robotics and System Harbin Institute of Technology Harbin150001 China

ISBN: (纸本)9789819709212

Firstly, based on Absolute Nodal Coordinate Formulation (ANCF), the generalized coordinates, generalized stiffness, and generalized mass matrices of the rigid and flexible components in the multi-output deployment mechanism are established. Considering the inconsistency in the dimensions of the system’s generalized coordinate matrix and the generalized coordinate matrix of each single-output deployment mechanism, a coordinate coordination matrix is introduced. Composing the rigid-flexible coupling dynamics model of the multi-output transient deployment mechanism in the global coordinate system using each single-output deployment mechanism. The dynamic model is solved using the Newmark and BFD quasi-Newton methods, incorporating the system constraint equation matrix based on the Lagrange multiplier method. The calculated results are compared with the ABAQUS-ADAMS unified simulation. The two dynamic response change trends are basically consistent, with slight differences in oscillation amplitude, but similar overall, which verifies the accuracy of the constructed dynamic model. Compared to the rotational speed and acceleration of various outputs of the ideal rigid body simulation, the rigid-flexible coupling mechanism produces continuous oscillations above and below the output curve of the ideal rigid body. © The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. 2024.

关键词： Dynamic models

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