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arXiv 2025年

作者： Zhao, Xiongwei Wang, Yang Sun, Qihao Bai, Haojie Xie, Xingxiang Shenzhen518071 China State Key Laboratory of Robotics and System Harbin Institute of Technology Harbin150006 China School of Information Communication Technology Shenzhen Institute of Information Technology Shenzhen518071 China

LiDAR place recognition (LPR) plays a vital role in autonomous navigation. However, existing LPR methods struggle to maintain robustness under adverse weather conditions such as rain, snow, and fog, where weather-induced noise and point cloud degradation impair LiDAR reliability and perception accuracy. To tackle these challenges, we propose an Iterative Task-Driven Framework (ITDNet), which integrates a LiDAR Data Restoration (LDR) module and a LiDAR Place Recognition (LPR) module through an iterative learning strategy. These modules are jointly trained end-to-end, with alternating optimization to enhance performance. The core rationale of ITDNet is to leverage the LDR module to recover the corrupted point clouds while preserving structural consistency with clean data, thereby improving LPR accuracy in adverse weather. Simultaneously, the LPR task provides feature pseudo-labels to guide the LDR module’s training, aligning it more effectively with the LPR task. To achieve this, we first design a task-driven LPR loss and a reconstruction loss to jointly supervise the optimization of the LDR module. Furthermore, for the LDR module, we propose a Dual-Domain Mixer (DDM) block for frequency-spatial feature fusion and a Semantic-Aware Generator (SAG) block for semantic-guided restoration. In addition, for the LPR module, we introduce a Multi-Frequency Transformer (MFT) block and a Wavelet Pyramid NetVLAD (WPN) block to aggregate multi-scale, robust global descriptors. Finally, extensive experiments on the Weather-KITTI, Boreas, and our proposed Weather-Apollo datasets demonstrate that, demonstrate that ITDNet outperforms existing LPR methods, achieving state-of-the-art performance in adverse weather. The datasets and code will be made publicly available at https://***/Grandzxw/ITDNet. © 2025, CC BY.

关键词： Image coding

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Feedforward Control Based on Fourier Series Trajectory Fitting Method for Industrial Robot 29

Feedforward Control Based on Fourier Series Trajectory Fitti...

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第29届中国控制与决策会议

作者： Lianzheng Ge Jian Chen Ruifeng Li State Key Laboratory of Robotics and System(HIT)

ISBN: (纸本)9781509046584

Feedforward control is widely used in industrial robot as a valid control *** speed motion will bring the vibration for robot with flexible joints,which will affect the dynamic performance of *** residual vibration character is analyzed for palletizing robot using feedforward control method in this *** the vibration suppression constraints polynomials fitting method is used to compute the discrete data of ***,the discrete trajectory points are fitted based on Fourier series *** trajectory fitted model is optimized using genetic algorithm,and the high frequency harmonics included in feedforward drive torque is decreased under the premise of guaranteeing fitting precision and boundary *** results verified the Tightness of the proposed trajectory planning algorithm.

关键词： Feedforward control Vibration suppression Fourier series Trajectory planning

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Fixed-time consensus tracking for multiple coupled harmonic oscillators 36

Fixed-time consensus tracking for multiple coupled harmonic ...

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第36届中国控制会议

作者： Guang-Ren Duan Weishun Sui Maorui Zhang State Key Laboratory of Robotics and System(HIT)

ISBN: (纸本)9781538629185

This paper investigates the distributed fixed-time consensus tracking problem for multiple coupled harmonic oscillators under the directed *** adopting fast terminal sliding-mode strategies,the new distributed consensus protocols are proposed for each harmonic oscillator *** achieves fixed-time consensus tracking,in which the bound of settling time are independent of initial ***,simulation examples are provided to demonstrate the performance of our theoretical results.

关键词： Fixed-time consensus Fast terminal sliding-mode Multi-agent system

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Evaluation of motor unit tracking across hand movements by combining high-density surface electromyography with ultrafast ultrasound

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Computers in Biology and Medicine 2025年 193卷 110325-110325页

作者： Yin, Zongtian Chen, Chen Meng, Jianjun Zhu, Xiangyang State Key Laboratory of Mechanical System and Vibration Shanghai Jiao Tong University Shanghai China Meta Robotics Institute Shanghai Jiao Tong University Shanghai China

Objective: Motor unit (MU) activities provide the primary output from the central nervous system to muscles, and have found wide applications in neurophysiological investigation and human-machine interface. However, the current decoding methods usually struggle with MU tracking across movements. A common compromise is comparing motor unit action potentials extracted from electromyography (EMG) signals, but this only considers electrical responses and requires further validation. This study aims to simultaneously collect EMG and ultrasound (US) signals, extracting both electrical and mechanical responses of MU discharges, to validate their feasibility for MU tracking across movements. Methods: Ten able-bodied subjects participated in experiments involving isometric contraction of six hand movements. High-density surface EMG signals and ultrafast US images were concurrently recorded from the forearm muscles. The EMG signals were decomposed into MU spike trains and the separation vectors were kept for MU decoding across movements. The three-dimensional activation zone of each MU, including the action potentials on the skin surface and the twitch area in the muscle cross-sections, was extracted to validate the tracking performance. Main results: On average, 37 ± 17 MUs were identified from each decomposition, of which 20±16,2±2, and 2 ± 1 MUs were successfully tracked based on action potential, twitch area, and both, respectively. Conclusion and Significance: These results demonstrate strong evidence for the feasibility of tracking MUs using pre-trained separation vectors, supported by both electrical and mechanical responses. In addition, the study provides a benchmark to track MU activities across hand movements, extending the potential applications of neural decoding in neurophysiological investigation and human-machine interfacing. © 2025 Elsevier Ltd

关键词： Blind source separation Motor unit tracking Neural decoding Surface electromyography Ultrafast ultrasound

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Algorithm of Palletizing Robot Vibration Suppression Based on the Principle of Optimal Trajectory Planning 29

Algorithm of Palletizing Robot Vibration Suppression Based o...

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第29届中国控制与决策会议

作者： Lianzheng Ge Jian Chen Ruifeng Li State Key Laboratory of Robotics and System(HIT)

ISBN: (纸本)9781509046584

High speed motion will bring the residual vibration for palletizing robot with flexible joints,which will affect the dynamic performance of *** time-domain motion character of palletizing robot is analyzed based on modal analysis theory,and the residual vibration model is *** problem of residual vibration suppression using motion planning method is regarded as functional extreme value problem,and the functional extreme problem is converted to solving the BVPfboundary value problem) of ordinary differential equations based on the Pontryagin maximum *** vibration suppression trajectory planning algorithm is designed considering the flexible dynamic model of palletizing robot *** results verify the effectiveness of the optimal trajectory planning for the vibration suppression of palletizing robot.

关键词： Palletizing robot Vibration suppression Optimal control Trajectory planning

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Understand anisotropy dependence of damage evolution and material removal during nanoscratch of MgF_(2) single crystals

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International Journal of Extreme Manufacturing 2023年第1期5卷 236-252页

作者： Chen Li Yinchuan Piao Feihu Zhang Yong Zhang Yuxiu Hu Yongfei Wang State Key Laboratory of Robotics and System(HIT) Harbin Institute of TechnologyHarbin 150001People’s Republic of China

To understand the anisotropy dependence of the damage evolution and material removal during the machining process of MgF_(2) single crystals,nanoscratch tests of MgF_(2) single crystals with different crystal planes and directions were systematically performed,and surface morphologies of the scratched grooves under different conditions were *** experimental results indicated that anisotropy considerably affected the damage evolution in the machining process of MgF_(2) single crystals.A stress field model induced by the scratch was developed by considering the anisotropy,which indicated that during the loading process,median cracks induced by the tensile stress initiated and propagated at the front of the *** cracks induced by tensile stress initiated and propagated on the subsurface during the unloading *** addition,surface radial cracks induced by the tensile stress were easily generated during the unloading *** stress change led to the deflection of the propagation direction of lateral ***,the lateral cracks propagated to the workpiece surface,resulting in brittle removal in the form of chunk *** plastic deformation parameter indicated that the more the slip systems were activated,the more easily the plastic deformation *** cleavage fracture parameter indicated that the cracks propagated along the activated cleavage planes,and the brittle chunk removal was owing to the subsurface cleavage cracks propagating to the crystal *** the same processing parameters,the scratch of the(001)crystal plane along the[100]crystal-orientation was found to be the most conducive to achieving plastic machining of MgF_(2) single *** theoretical results agreed well with the experimental results,which will not only enhance the understanding of the anisotropy dependence of the damage evolution and removal process during the machining of MgF_(2) crystals,but also provide a theoretical foundation for achiev

关键词： anisotropy dependence damage evolution stress field crack propagation nanoscratch MgF_(2)single crystal

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Parameter optimization of controllable local degree of freedom for reducing vibration of flexible manipulator

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Chinese Journal of Aeronautics 2013年第2期26卷 487-494页

作者： Bian Yushu Gao Zhihui School of Mechanical Engineering and Automation Beihang University State Key Laboratory for Robotics and System (HIT) Harbin Institute of Technology

Parameter optimization of the controllable local degree of freedom is studied for reducing vibration of the flexible manipulator at the lowest possible cost. The controllable local degrees of freedom are suggested and introduced to the topological structure of the flexible manipulator, and used as an effective way to alleviate vibration through dynamic coupling. Parameters introduced by the controllable local degrees of freedom are analyzed and their influences on vibration reduction are investigated. A strategy to optimize these parameters is put forward and the corresponding optimization method is suggested based on Particle Swarm Optimization （PSO）. Simulations are conducted and results of case studies confirm that the proposed optimization method is effective in reducing vibration of the flexible manipulator at the lowest possible cost.

关键词： Degrees of freedom Flexible manipulators Optimization Particle Swarm Optimization Vibration control

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Study on wear mechanism of small ball-end grinding wheel and surface integrity of complex component under high-speed machining condition

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Wear 2025年

作者： Qin, Biao Liu, Henan Cheng, Jian Tian, Jinchuan Sun, Jiangang Chen, Mingjun School of Mechatronics Engineering Harbin Institute of Technology Heilongjiang Harbin150001 China State Key Laboratory of Robotics and System Harbin Institute of Technology Heilongjiang Harbin150001 China Zhengzhou Research Institute Harbin Institute of Technology Zhengzhou450000 China

The small ball-end fine diamond grinding wheel is well-suited for machining complex components with small curved surface structures, demonstrating high-precision and high-quality machining capabilities. By increasing the speed of the workpiece, the issue of poor grinding performance caused by the small diameter of the ball-end grinding wheel can be effectively overcome. However, this strategy inevitably increases wheel wear and affects surface integrity. To address these challenges, this paper systematically investigates the grinding characteristics of the small ball-end grinding wheel. First, grinding experiments were performed to investigate the influence of workpiece speed, feed rate, and grinding depth on the material removal rate, wheel wear, and surface integrity. Then, the wear mechanism of the grinding wheel was analyzed. The wear modes of the grinding wheel at high workpiece speeds include metal adhesive wear and abrasive grain fracture, which enhance the self-sharpening of the grinding wheel while accelerating its wear. Furthermore, the surface morphology creation mechanism of fused silica under different material removal modes was revealed. Moreover, the correlation between material removal rate and surface roughness caused by wheel wear was revealed. A high-speed grinding strategy was subsequently proposed based on the relationship between the grinding characteristics and grinding parameters of the small ball-end grinding wheel under various grinding conditions. Finally, the feasibility of this grinding strategy was validated through its application to the machining of the complex curved fused silica hemispherical resonator (HSR). Experimental results indicate that under the high workpiece speed condition, the best surface roughness of HSR decreases from 90.5 nm to 62.2 nm, while the maximum grinding wheel wear increases from 9.7 μm to 11.5 μm, with minimal impact on surface integrity. Therefore, the high-speed grinding strategy proposed in this study ho

关键词： Fused silica

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Ultrahigh energy density and rapid response dielectric elastomer for advanced soft robots

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Chemical Engineering Journal 2025年 515卷

作者： Du, Chengzhen Yan, Peinan Zou, Jiang Guo, Yutong Pang, Zimo Li, Sijia Chen, Yujie Fan, Qunfu Liu, Hezhou State Key Laboratory of Metal Matrix Composites School of Materials Science and Engineering Shanghai Jiao Tong University Shanghai200240 China Robotics Institute State Key Laboratory of Mechanical System and Vibration School of Mechanical Engineering Shanghai Jiao Tong University Shanghai200240 China National Engineering Research Center of Special Equipment and Power System for Ship and Marine Engineering Shanghai200030 China

Dielectric elastomer actuators (DEAs) require high energy density to simultaneously achieve high mechanical output while enabling compact and lightweight actuator design. However, the realization of high energy density is constrained by the high driving electric field and the significant hysteretic relaxation. Herein, we present a DE featuring a bimodal-network structure and multiple hydrogen bonds interactions, which possesses outstanding properties, including a low Young's modulus, optimal dielectric properties, and low mechanical loss. The DE achieves a maximum actuation strain of 200 % at a low driving electric field of 60 V μm−1 with a rapid response. Remarkably, it exhibits an output force of 0.95 N and an ultrahigh specific energy of 283 J kg−1, approximately 7 times that of natural muscle. A series of soft robots with different structures and functions are fabricated to showcase the immense potential of our DE in various applications. This work provides a novel strategy to fabricate high performance artificial muscles for soft robotics. © 2025 Elsevier B.V.

关键词： Dielectric properties of solids

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Ultrahigh Energy Density and Rapid Response Dielectric Elastomer for Advanced Soft Robots

SSRN

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SSRN 2025年

Dielectric elastomer actuators (DEAs) require high energy density to simultaneously achieve high mechanical output while enabling compact and lightweight actuator design. However, the realization of high energy density is constrained by the high driving electric field and the significant hysteretic relaxation. Herein, we present a DE featuring a bimodal-network structure and multiple hydrogen bond interactions, which possesses outstanding properties, including a low Young's modulus, optimal dielectric properties, and low mechanical loss. The DE achieves a maximum actuation strain of 200% at a low driving electric field of 60 V μm-1 with a rapid response. Remarkably, it exhibits an output force of 0.95 N and an ultrahigh specific energy of 283 J kg-1, approximately 7 times that of natural muscle. A series of soft robots with different structures and functions are fabricated to showcase the immense potential of our DE in various applications. This work provides a novel strategy to fabricate high performance artificial muscles for soft robotics. © 2025, The Authors. All rights reserved.

关键词： Elastomers

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