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Drive.ai自动驾驶汽车表现出色
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作者 贡水 《轻型汽车技术》 2018年第10期38-42,61,共6页
1 通过深度学习算法 教会车辆识别回应路况 自动驾驶汽车初创公司Drive.ai由斯坦福大学的8名人工智能研究员于2015年创立,主要致力于通过工具包将普通汽车变为无人车,使用人工智能创建自适应和可扩展的自动驾驶系统,改善当今的交... 1 通过深度学习算法 教会车辆识别回应路况 自动驾驶汽车初创公司Drive.ai由斯坦福大学的8名人工智能研究员于2015年创立,主要致力于通过工具包将普通汽车变为无人车,使用人工智能创建自适应和可扩展的自动驾驶系统,改善当今的交通状况。 展开更多
关键词 自动驾驶汽车 drive AI 自动驾驶系统 人工智能 斯坦福大学 学习算法 车辆识别
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Performance Analysis of Harmonic Drive Based on Different Tooth Thickness Modification Methods
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作者 LONG Zelin XU Yang +1 位作者 XIE Guosheng ZHANG Yixin 《Journal of Donghua University(English Edition)》 2026年第1期131-139,共9页
In order to eliminate the meshing interference between the flexspline and circular spline after the taper deformation of the flexspline,the radial deformation difference method,major and minor axis fitting method,and ... In order to eliminate the meshing interference between the flexspline and circular spline after the taper deformation of the flexspline,the radial deformation difference method,major and minor axis fitting method,and ellipse fitting method are used to modify the tooth thickness of the flexspline and analyze the performance indexes such as the assembly stress,transmission error,and fatigue life.Firstly,the conjugate tooth profile is solved based on the quadruple-circular-arc tooth profile and modified kinematic method.Then,based on the finite element radial deformation of the flexspline,the principle and characteristics of three modification methods are analyzed,and the modification amount of each section of the flexspline tooth is calculated.Finally,the influence of the three modification methods on the performance of the harmonic drive is compared.The results show that the radial deformation difference method can initially determine the modification amount.The minimum static assembly stress is 406.22 MPa by the major and minor axis fitting method.The ellipse fitting method has the best dynamic performance,small transmission error fluctuation,a peak-to-peak value of 3.060",and a maximum fatigue life of 10^(7.558)cycles. 展开更多
关键词 harmonic drive taper deformation FLEXSPLINE quadruple-circular-arc tooth profile tooth thickness modification
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An innovative design driven by contact performances for skiving of spur face gear drive with single cutter
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作者 TANG Zhong-wei ZHOU Yuan-sheng +4 位作者 MO Shuai TANG Jin-yuan MA Chi ZHANG Wu-ji HE Hai-yu 《Journal of Central South University》 2026年第1期175-188,共14页
This study develops a contact performance-driven method for skiving face gear drives using a single cutter,eliminating the traditional need for separate cutters to reduce production costs and time.First,the mathematic... This study develops a contact performance-driven method for skiving face gear drives using a single cutter,eliminating the traditional need for separate cutters to reduce production costs and time.First,the mathematical models of the tooth flanks for the face gear drives are established based on the gear skiving processes.Then,load tooth contact analysis(LTCA)model is established to calculate the contact performance data.Next,a two-stage optimization model is employed to determine the optimal parameters of the cutting edge with improved contact performances.The effectiveness of this method is validated through simulations and rolling tests.Compared with the traditional method,the proposed method can machine both the face gear and its mating pinion with a single cutter.Simulation results show that the proposed method avoids tooth surface edge contact,with the maximum tooth surface contact stress reduced by 31.7%,the contact ratio decreases by 21.5%,and the transmission error increases by 22.3%.Rolling tests verify the consistency of tooth surface contact patterns between simulations and experiments.The proposed method provides a reference for the cutting edge design of skiving cutters for face gear pairs. 展开更多
关键词 face gear drives gear skiving load tooth contact analysis contact performances cutter design
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基于AVL-Drive的AMT商用车驾驶性评价测试方法
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作者 吴文文 左禄 +2 位作者 费员军 王长青 陈帅 《汽车文摘》 2026年第3期42-49,共8页
针对配备自动离合机械式变速器(AMT)的商用车驾驶性评价中存在主观评价主观性强、客观数据与主观感受脱节的问题,提出一种基于AVL-Drive测试系统的驾驶性综合评价方法。通过设计典型驾驶工况测试方案,利用AVL-Drive系统精准采集车速、... 针对配备自动离合机械式变速器(AMT)的商用车驾驶性评价中存在主观评价主观性强、客观数据与主观感受脱节的问题,提出一种基于AVL-Drive测试系统的驾驶性综合评价方法。通过设计典型驾驶工况测试方案,利用AVL-Drive系统精准采集车速、加速度、发动机转速等多维度客观数据,结合标准化主观评价量表,建立主观感受与客观指标的量化关联模型。测试结果表明,该方法可实现起步平顺性、换挡品质等核心驾驶性子项的客观化表征,能有效识别AMT商用车驾驶性短板,为研发优化提供明确技术路径。 展开更多
关键词 AMT商用车 驾驶性评价 测试方法
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Model-free Predictive Control of Motor Drives:A Review 被引量:2
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作者 Chenhui Zhou Yongchang Zhang Haitao Yang 《CES Transactions on Electrical Machines and Systems》 2025年第1期76-90,共15页
Model predictive control(MPC)has been deemed as an attractive control method in motor drives by virtue of its simple structure,convenient multi-objective optimization,and satisfactory dynamic performance.However,the s... Model predictive control(MPC)has been deemed as an attractive control method in motor drives by virtue of its simple structure,convenient multi-objective optimization,and satisfactory dynamic performance.However,the strong reliance on mathematical models seriously restrains its practical application.Therefore,improving the robustness of MPC has attained significant attentions in the last two decades,followed by which,model-free predictive control(MFPC)comes into existence.This article aims to reveal the current state of MFPC strategies for motor drives and give the categorization from the perspective of implementation.Based on this review,the principles of the reported MFPC strategies are introduced in detail,as well as the challenges encountered in technology realization.In addition,some of typical and important concepts are experimentally validated via case studies to evaluate the performance and highlight their features.Finally,the future trends of MFPC are discussed based on the current state and reported developments. 展开更多
关键词 Model predictive control Motor drives Parameter robustness Model-free predictive control
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Undercutting mechanism of worm wheel in offsetting normal arc-toothed cylindrical worm drive 被引量:1
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作者 MENG Qing-xiang JIAO Yu-ge +3 位作者 ZHAO Ya-ping MU Shi-bo CUI Jian ZHANG Ming-hua 《Journal of Central South University》 2025年第2期495-508,共14页
The worm wheel whose undercutting characteristic is researched is a member of offsetting normal arc-toothed cylindrical worm drive.The tooth profile of the worm in its offsetting normal section is a circular arc.The n... The worm wheel whose undercutting characteristic is researched is a member of offsetting normal arc-toothed cylindrical worm drive.The tooth profile of the worm in its offsetting normal section is a circular arc.The normal vector used to calculate the first-type limit function is determined in the natural frame without the aid of the curvature parameter of worm helicoid.The first-type limit line is ascertained via solving the nonlinear equations iteratively.It is discovered that one first-type limit line exists on the tooth surface of worm wheel by numerical simulation,and such a line is normally located out of the meshing zone.Only one intersection point exists between the first and second-types of limit lines,and this point is a lubrication weak point.The undercutting mechanism is essentially that a part of the meshing zone near the conjugated line of worm tooth crest will come into the undercutting area and will be cut off during machining the worm wheel.The machining simulation verifies the correctness of undercutting mechanism.Moreover,a convenient and practical characteristic quantity is proposed to judge whether the undercutting exists in the whole meshing zone via computing the first-type limit function values on the worm tooth crest. 展开更多
关键词 cylindrical worm drive undercutting mechanism limit line nonlinear equations meshing zone
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Review: Advanced Drive Technologies for Bionic Soft Robots 被引量:1
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作者 Chengyao Deng Zhenkun Li 《Journal of Bionic Engineering》 2025年第2期419-457,共39页
This article provides a comprehensive exploration of the current research landscape in the field of soft actuation technology applied to bio-inspired soft robots. In sharp contrast to their conventional rigid counterp... This article provides a comprehensive exploration of the current research landscape in the field of soft actuation technology applied to bio-inspired soft robots. In sharp contrast to their conventional rigid counterparts, bio-inspired soft robots are primarily constructed from flexible materials, conferring upon them remarkable adaptability and flexibility to execute a multitude of tasks in complex environments. However, the classification of their driving technology poses a significant challenge owing to the diverse array of employed driving mechanisms and materials. Here, we classify several common soft actuation methods from the perspectives of the sources of motion in bio-inspired soft robots and their bio-inspired objects, effectively filling the classification system of soft robots, especially bio-inspired soft robots. Then, we summarize the driving principles and structures of various common driving methods from the perspective of bionics, and discuss the latest developments in the field of soft robot actuation from the perspective of driving modalities and methodologies. We then discuss the application directions of bio-inspired soft robots and the latest developments in each direction. Finally, after an in-depth review of various soft bio-inspired robot driving technologies in recent years, we summarize the issues and challenges encountered in the advancement of soft robot actuation technology. 展开更多
关键词 Bionic soft robots Bionic soft drive technologies BIOMIMETIC Application
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Overview on active disturbance rejection control for electro-mechanical actuation servo drive 被引量:1
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作者 Chunqiang LIU Guangzhao LUO +1 位作者 Zhe CHEN Xiaofeng DING 《Chinese Journal of Aeronautics》 2025年第7期291-309,共19页
Permanent magnet synchronous motor based electro-mechanical actuation servo drives have widespread applications in the aviation field,such as unmanned aerial vehicle electric servos,electric cabin doors,and mechanical... Permanent magnet synchronous motor based electro-mechanical actuation servo drives have widespread applications in the aviation field,such as unmanned aerial vehicle electric servos,electric cabin doors,and mechanical arms.The performance of the servo drive,which encompasses the response to the torque,efficiency,control bandwidth and the steady-state positioning accuracy,significantly influences the performance of the aviation actuation.Consequently,enhancing the control bandwidth and refining the positioning accuracy of aviation electro-mechanical actuation servo drives have emerged as a focal point of research.This paper investigates the multi-source disturbances present in aviation electro-mechanical actuation servo systems and summarizes recent research on high-performance servo control methods based on active disturbance rejection control(ADRC).We present a comprehensive overview of the research status pertaining to servo control architecture,strategies for suppressing disturbances in the current loop,and ADRC-based strategies for the position loop.We delineate the research challenges and difficulties encountered by aviation electro-mechanical actuation servo drive control technology. 展开更多
关键词 Active disturbance rejection control Electric servo drive Permanent magnet synchronous motor Electro-mechanical actuation
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Projective synchronization control and simulation of drive system and response network
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作者 LI De-kui 《兰州大学学报(自然科学版)》 北大核心 2025年第2期208-214,共7页
Projective synchronization problems of a drive system and a particular response network were investigated,where the drive system is an arbitrary system with n+1 dimensions;it may be a linear or nonlinear system,and ev... Projective synchronization problems of a drive system and a particular response network were investigated,where the drive system is an arbitrary system with n+1 dimensions;it may be a linear or nonlinear system,and even a chaotic or hyperchaotic system,the response network is complex system coupled by N nodes,and every node is showed by the approximately linear part of the drive system.Only controlling any one node of the response network by designed controller can achieve the projective synchronization.Some numerical examples were employed to verify the effectiveness and correctness of the designed controller. 展开更多
关键词 pinning control projective synchronization drive system response network
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Experimental research on stimulated Raman scattering under a hybrid-drive ignition path
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作者 Kaiqiang Pan Zhanjun Liu +8 位作者 Xuelong Qin Jiwei Li Tao Gong Qing Wang Ji Yan Zhichao Li Dong Yang Yonggang Liu Xiantu He 《Matter and Radiation at Extremes》 2025年第5期45-53,共9页
Stimulated Raman scattering(SRS)under a new ignition path that combines the advantages of direct-drive(DD)and indirect-drive(ID)schemes is investigated experimentally at the Shenguang-100 kJ facility.The results show ... Stimulated Raman scattering(SRS)under a new ignition path that combines the advantages of direct-drive(DD)and indirect-drive(ID)schemes is investigated experimentally at the Shenguang-100 kJ facility.The results show that collective SRS in the plasma produced by ablating a polyimide film is detected for the ID beams,but is suppressed by adding a toe before the main pulse of the ID beams.The toe also strongly influences SRS of both the ID and DD beams excited in the plasma generated in the hohlraum.When a toe is used,the SRS spectra of the DD beams show that SRS tends to be excited in lower plasma density,which will result in a lower risk of super-hot electrons.Measurements of hot electrons support this conclusion.This research will help us produce a better pulse design for this new ignition path. 展开更多
关键词 stimulated raman scattering srs ignition path Direct drive Stimulated Raman Scattering ablating polyimide film Plasma Density Indirect drive id dd beams
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Analysis on Electromagnetic Vibration of Synchronous Reluctance Motors under Different Drive Methods
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作者 Tiansa Chen Xiuhe Wang +3 位作者 Lingling Sun Jinyang Xu Jihao Wang Jinjun Huang 《CES Transactions on Electrical Machines and Systems》 2025年第3期300-312,共13页
Sine-wave drive and square-wave drive are two common motor control strategies.This study constructs a mathematical model capable of predicting the distribution of electromagnetic force waves in synchronous reluctance ... Sine-wave drive and square-wave drive are two common motor control strategies.This study constructs a mathematical model capable of predicting the distribution of electromagnetic force waves in synchronous reluctance motors(SynRMs)under these two drive methods,and comparatively analyzes the vibration phenomena induced by electromagnetic forces under different drive methods.It aims to provide an effective tool for predicting the distribution of electromagnetic force waves in SynRMs,while exploring the influence of drive modes on their vibration characteristics.The study focuses on a 4-pole,36-slot 5.5 kW SynRM.Based on the magnetomotive force(MMF)-permeance method,incorporating the special rotor structure and the characteristics of current harmonics under square-wave drive,an air-gap flux distribution function is established.Meanwhile,Maxwell’s stress tensor method is adopted to analyze how the air-gap flux density relates to electromagnetic excitation force waves.Subsequently,this analysis is applied to forecast the spatiotemporal distribution features of radial electromagnetic force waves.Finite element simulations are conducted to compute the modal and vibration responses of the SynRM,followed by a comparative analysis of the vibration characteristics under the two drive methods.Additionally,a 6-pole,36-slot SynRM is used for additional comparative verification.Ultimately,the effectiveness of the simulation results is verified through experiments. 展开更多
关键词 Sine-wave drive Square-wave drive Synchronous reluctance motor(SynRM) Electromagnetic excitation force Electromagnetic vibration characteristics
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A Driver Emotion Monitoring System Based on Computer Vision Technique
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作者 Zekai Yan 《Journal of Electronic Research and Application》 2025年第4期60-64,共5页
Abnormal driving behavior includes driving distraction,fatigue,road anger,phone use,and an exceptionally happy mood.Detecting abnormal driving behavior in advance can avoid traffic accidents and reduce the risk of tra... Abnormal driving behavior includes driving distraction,fatigue,road anger,phone use,and an exceptionally happy mood.Detecting abnormal driving behavior in advance can avoid traffic accidents and reduce the risk of traffic conflicts.Traditional methods of detecting abnormal driving behavior include using wearable devices to monitor blood pressure,pulse,heart rate,blood oxygen,and other vital signs,and using eye trackers to monitor eye activity(such as eye closure,blinking frequency,etc.)to estimate whether the driver is excited,anxious,or distracted.Traditional monitoring methods can detect abnormal driving behavior to a certain extent,but they will affect the driver’s normal driving state,thereby introducing additional driving risks.This research uses the combined method of support vector machine and dlib algorithm to extract 68 facial feature points from the human face,and uses an SVM model as a strong classifier to classify different abnormal driving statuses.The combined method reaches high accuracy in detecting road anger and fatigue status and can be used in an intelligent vehicle cabin to improve the driving safety level. 展开更多
关键词 Abnormal driving behavior Support vector machine(SVM) Dlib algorithm(facial feature) Driving safety
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Assessing the spatiotemporal changes and drivers of ecological security by integrating ecosystem health and ecosystem services in Loess Plateau, China
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作者 HUI Le WANG Hao +4 位作者 LIU Jiamin TANG Butian LI Zongshan ZHANG Liwei JIAO Lei 《Journal of Geographical Sciences》 2025年第3期459-482,共24页
Understanding the local ecological security status and its underlying drivers can be used as an effective reference for balancing ecosystem development with societal needs. This study assesses the ecological security ... Understanding the local ecological security status and its underlying drivers can be used as an effective reference for balancing ecosystem development with societal needs. This study assesses the ecological security of the Loess Plateau(LP) by integrating ecosystem health and ecosystem services, explores the varying impacts of ecosystem structure, quality, and services on ecological security index(ESI), and identifies the key driving factors of ESI using the Geodetector model. The results show that:(1) the average ESI indicates a relatively safe ecological status in LP with a significant increase in ESI observed in 50.21% of the region, largely due to the ecological restoration programs.(2) Natural factors predominantly influence ESI, although human factors play a significant role in the earthy-rocky mountain region and plateau wind-sand region.(3) The interactions between driving factors have a much greater impact on ESI than any single factor, with the interactions between precipitation and human factors being the most influential combination. This study provides a novel perspective on assessing ecological security in LP. We recommend that future ecological restoration efforts should consider the varying roles of ecosystem structure, quality, and services in ESI while tailoring strategies to the primary driving factors based on local conditions. 展开更多
关键词 ecological security spatiotemporal changes driving mechanism Geodetector Loess Plateau
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Coordination Design of a Power-Assisted Ankle Exoskeleton Robot Based on Active-Passive Combined Drive
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作者 HE Guisong HUANG Xuegong LI Feng 《Journal of Shanghai Jiaotong university(Science)》 2025年第1期197-208,共12页
With the continuous escalation of modern war,soldiers need to transport more combat materials to the combat area.The limited load-bearing capacity of soldiers seriously restricts their carrying capacity and mobility.I... With the continuous escalation of modern war,soldiers need to transport more combat materials to the combat area.The limited load-bearing capacity of soldiers seriously restricts their carrying capacity and mobility.It is urgent to develop a power-assisted exoskeleton robot suitable for individual combat.In the past,most power-assisted exoskeleton robots were driven by motors.This driving method has an excellent power-assisted effect,but the endurance is often insufficient.In view of this shortcoming,this study designed an ankle exoskeleton robot based on an active-passive combined drive through simulation analysis of human motion.It used OpenSim software to simulate and verify that the addition of spring could achieve a good effect.At the same time,according to the gait characteristics of the human body,the gait planning of an exoskeleton robot was carried out.Afterwards,theoretical analysis explained that the cooperation among spring,motor and wearer could be realized in this gait.Finally,the assisting ability and driving coordination of the active-passive combination driven ankle exoskeleton robot were verified through experiments. 展开更多
关键词 power assistance ankle joint active-passive combination combined drive gait planning
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Analysis of Processes and Drivers of River Evolution in Arid Zones Under the Influence of Natural and Different Levels of Human Activities:A Case Study of the Shule River
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作者 GAO Mingjun LI Yu +4 位作者 SHANG Hao ZHANG Zhansen LIU Shiyu DUAN Junjie XUE Yaxin 《宁夏大学学报(自然科学版中英文)》 2025年第3期302-316,共15页
Based on regional paleoclimate sequences,records of human activities,paleoclimate simulations,and detailed environmental historical records,we discuss the impacts of Holocene climate change and human activities on the... Based on regional paleoclimate sequences,records of human activities,paleoclimate simulations,and detailed environmental historical records,we discuss the impacts of Holocene climate change and human activities on the evolution of the Shule River in the western Qilian Mountains,China.The results indicate that during the early to mid-Holocene,the river evolution of the Shule River alluvial fan was closely related to regional climate fluctuations.In the late Holocene,flood agriculture began to emerge along the Shule River.During the historical period,population growth and the expansion of arable land led to increased river water usage,resulting in decreased access to the expected distribution of water resources in other regions,which in turn has caused imbalances in the regional hydrological ecosystem. 展开更多
关键词 river evolution arid region human activity ancient climate driving factors Shule River
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Mixed Motivation Driven Social Multi-Agent Reinforcement Learning for Autonomous Driving
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作者 Long Chen Peng Deng +1 位作者 Lingxi Li Xuemin Hu 《IEEE/CAA Journal of Automatica Sinica》 2025年第6期1272-1282,共11页
Despite great achievement has been made in autonomous driving technologies,autonomous vehicles(AVs)still exhibit limitations in intelligence and lack social coordination,which is primarily attributed to their reliance... Despite great achievement has been made in autonomous driving technologies,autonomous vehicles(AVs)still exhibit limitations in intelligence and lack social coordination,which is primarily attributed to their reliance on single-agent technologies,neglecting inter-AV interactions.Current research on multi-agent autonomous driving(MAAD)predominantly focuses on either distributed individual learning or centralized cooperative learning,ignoring the mixed-motive nature of MAAD systems,where each agent is not only self-interested in reaching its own destination but also needs to coordinate with other traffic participants to enhance efficiency and safety.Inspired by the mixed motivation of human driving behavior and their learning process,we propose a novel mixed motivation driven social multi-agent reinforcement learning method for autonomous driving.In our method,a multi-agent reinforcement learning(MARL)algorithm,called Social Learning Policy Optimization(SoLPO),which takes advantage of both the individual and social learning paradigms,is proposed to empower agents to rapidly acquire self-interested policies and effectively learn socially coordinated behavior.Based on the proposed SoLPO,we further develop a mixed-motive MARL method for autonomous driving combined with a social reward integration module that can model the mixed-motive nature of MAAD systems by integrating individual and neighbor rewards into a social learning objective for improved learning speed and effectiveness.Experiments conducted on the MetaDrive simulator show that our proposed method outperforms existing state-of-the-art MARL approaches in metrics including the success rate,safety,and efficiency.More-over,the AVs trained by our method form coordinated social norms and exhibit human-like driving behavior,demonstrating a high degree of social coordination. 展开更多
关键词 Autonomous driving(AD) mixed motivation MULTIAGENT reinforcement learning social learning
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Active Disturbance Rejection and Low-speed Performance Enhancement in EV Drives using ASISMC under Dynamic Load Conditions
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作者 Rahul Singh Mohit Kachhwaha Deepak Fulwani 《CES Transactions on Electrical Machines and Systems》 2025年第4期463-472,共10页
Electric vehicle(EV) drive trains are constantly subjected to an imbalance between demanded torque and generated electromagnetic torque due to unpredictable terrain, traffic, and other external factors. This imbalance... Electric vehicle(EV) drive trains are constantly subjected to an imbalance between demanded torque and generated electromagnetic torque due to unpredictable terrain, traffic, and other external factors. This imbalance leads to significant torsional vibrations and speed fluctuations, which not only compromise passenger comfort but also exert additional mechanical stress on the EVs. Conventional sensorless methods offer speed estimation and control;however, they provide suboptimal performance with sudden load torque disturbances and operational uncertainties, especially at low speeds and across diverse real-world driving cycles. To address these challenges and improve system robustness, this work proposes an advanced sensorless integral sliding mode control(ASISMC) that enhances performance under diverse operating conditions. The proposed ASISMC methodology shows robust performance across a wide speed range, effectively mitigating abrupt load torque disturbances while minimizing the effect of uncertainties within the system dynamics. The approach is experimentally validated for a wide range of speeds and periodic/non-periodic load torque disturbances. Additional validation through the new European driving cycle(NEDC) and urban dynamometer driving schedule(UDDS) demonstrates the method's effectiveness and reliability in real-world driving conditions. 展开更多
关键词 Advanced sensorless integral sliding mode control(ASISMC) Electric vehicles(EVs) New European driving cycle(NEDC) Robust control Urban dynamometer driving schedule(UDDS)
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A nonlinear hysteresis compensation control of hydro-viscous drive in air transport operations
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作者 Liang WANG Jianjian LIANG +2 位作者 Lin ZHANG Shoukun WANG Junzheng WANG 《Chinese Journal of Aeronautics》 2025年第2期161-174,共14页
The Hydro-Viscous Drive(HVD)speed regulating system finds extensive application in air transport transmission systems to regulate the stepless speed or conduct overload protection.However,its intrinsic hysteretic beha... The Hydro-Viscous Drive(HVD)speed regulating system finds extensive application in air transport transmission systems to regulate the stepless speed or conduct overload protection.However,its intrinsic hysteretic behaviors,such as the asymmetric hysteretic and dead zone,could introduce inaccuracy and delay in control applications,posing challenges to system regulation.This paper investigates a Nonlinear Hysteresis Compensation Control(NHCC)that consists of two parts to control the HVD output speed by operating the valve under different engine operating conditions.In the first part,the Inverse Hysteresis Compensator(IHC)based on major loop data is introduced for the asymmetric hysteresis characterization and compensation of the HVD speed control system of the power generation and distribution,which aims to reduce the hysteresis and dead zone effect and expand the effective input range.In the second part,the Active Disturbance Rejection Controller(ADRC)is employed to mitigate the hysteresis effects of the compensated system and remove the steady-state error,which allows real-time compensation of the estimated perturbations as state feedback to achieve the required performance.An experimental laboratory station has been fabricated to evaluate the proposed method.The test results show that the NHCC method can regulate the fan speed to the desired value(45 r/min at steady state)and broaden the effective input range to the full range under different engine conditions.Besides,the proposed control method can reduce the non-linearity of the input and output curves(from 18%to 4%)and compensate for the asymmetric hysteresis(from 38%to 5%). 展开更多
关键词 Hydro-viscous drive Nonlinear hysteresis compensation Inverse hysteresis compensation Speed regulating system ADRC
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Spatiotemporal patterns and drivers of grassland changes in China from 1990 to 2020
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作者 YIN Zherui DOU Yinyin +6 位作者 KUANG Wenhui GUO Changqing CHANG An LI Yuwei ZHANG Xiwei MENG Fanhao SA Chula 《Journal of Geographical Sciences》 2025年第12期2559-2582,共24页
Quantifying grassland changes and their drivers is essential to ensure the stability of grassland resources in China.We established a research framework with two primary objectives:to evaluate grassland degradation an... Quantifying grassland changes and their drivers is essential to ensure the stability of grassland resources in China.We established a research framework with two primary objectives:to evaluate grassland degradation and restoration over the past 30 years,and to quantify the contributions of climate change and anthropogenic activities to these changes across different grassland cover types.The results revealed that despite a net loss of 6.87×10^(4)km^(2)in China's total grassland area from 1990 to 2020,the proportion of high-coverage grassland increased by 2.45%,demonstrating an improvement in productivity per unit area.Conversion of grassland to cropland was the dominant land change type,with 80.83%occurring in the western part of the Northwest Ecological Region.Although the total degraded grassland area reached 3.33×10^(5)km^(2)during 1990-2020,this degradation was overwhelmingly dominated by the mild level(94.98%),with severe degradation accounting for only 5.02%.A comparison of the periods 2000-2010 and 1990-2000 revealed that grassland restoration became enhanced in the northeastern part of the Qinghai-Tibet Plateau Ecological Region but degradation intensified in the southwestern part.Moreover,mobile grazing emerged as the primary anthropogenic driver of grassland changes.These new findings provide an important scientific basis for adaptable grassland resource protection and grassland-livestock balanced management. 展开更多
关键词 cropland conversion grassland ecosystem grassland degradation and restoration driving factors China
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Research on the life prediction of vehicle engine cylinder head driven by dual channel Markov chain
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作者 LI Zhijie WANG Yonglai +3 位作者 CHEN Cuicui ZHOU Long WANG Yao YUAN Shaoshe 《High Technology Letters》 2025年第1期12-19,共8页
The performance degradation of vehicle engine cylinder heads is a complex phenomenon,and the accurate prediction of their remaining useful life is essential for maintenance planning.To address the problem of low predi... The performance degradation of vehicle engine cylinder heads is a complex phenomenon,and the accurate prediction of their remaining useful life is essential for maintenance planning.To address the problem of low prediction accuracy caused by insufficient data mining depth in current prediction models for the remaining service life of engine cylinder heads,a prediction method of dualchannel model is proposed.Firstly,the driving status data of multiple vehicles is summarized and analyzed,and the on-board network common variables related to cylinder head life are screened.Secondly,driving segments are defined,the driving state features of each driving segment are extracted,and feature correlation analysis and principal component analysis are performed.All driving state profiles of the vehicle are divided using the clustering algorithm,and the cumulative degradation factors for driving state profiles are defined and calculated.Furthermore,the mileage of each driving segment is classified into intervals by applying fuzzy set theory,and the state transfer probability matrices of driving state profiles and driving segment mileage are calculated.A new engine head life prediction model based on dual channel Markov chain(DCMC)is established.Finally,the proposed method is applied to the residual life prediction of cylinder head of seven actual vehicles,and the comparison with actual life statistics results proved the validity of the proposed method. 展开更多
关键词 engine cylinder head driving cycle vehicle networking life prediction
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