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Control of a Two-wheeled Machine with Two-directions Handling Mechanism Using PID and PD-FLC Algorithms 被引量:5
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作者 Khaled M. Goher Sulaiman O. Fadlallah 《International Journal of Automation and computing》 EI CSCD 2019年第4期511-533,共23页
This paper presents a novel five degrees of freedom (DOF) two-wheeled robotic machine (TWRM) that delivers solutions for both industrial and service robotic applications by enlarging the vehicle′s workspace and incre... This paper presents a novel five degrees of freedom (DOF) two-wheeled robotic machine (TWRM) that delivers solutions for both industrial and service robotic applications by enlarging the vehicle′s workspace and increasing its flexibility. Designing a two-wheeled robot with five degrees of freedom creates a high challenge for the control, therefore the modelling and design of such robot should be precise with a uniform distribution of mass over the robot and the actuators. By employing the Lagrangian modelling approach, the TWRM′s mathematical model is derived and simulated in Matlab/Simulink?. For stabilizing the system′s highly nonlinear model, two control approaches were developed and implemented: proportional-integral-derivative (PID) and fuzzy logic control (FLC) strategies. Considering multiple scenarios with different initial conditions, the proposed control strategies′ performance has been assessed. 展开更多
关键词 two-wheeled inverted pendulum (IP) with TWO direction HANDLING Lagrangian formulation proportional-integral-derivative (PID) fuzzy logic CONTROL (FLC) under-actuated systems
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Adaptive Nonlinear PD Controller of Two-Wheeled Self-Balancing Robot with External Force 被引量:1
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作者 Van-Truong Nguyen Dai-Nhan Duong +3 位作者 Dinh-Hieu Phan Thanh-Lam Bui Xiem HoangVan Phan Xuan Tan 《Computers, Materials & Continua》 SCIE EI 2024年第11期2337-2356,共20页
This paper proposes an adaptive nonlinear proportional-derivative(ANPD)controller for a two-wheeled self-balancing robot(TWSB)modeled by the Lagrange equation with external forces.The proposed control scheme is design... This paper proposes an adaptive nonlinear proportional-derivative(ANPD)controller for a two-wheeled self-balancing robot(TWSB)modeled by the Lagrange equation with external forces.The proposed control scheme is designed based on the combination of a nonlinear proportional-derivative(NPD)controller and a genetic algorithm,in which the proportional-derivative(PD)parameters are updated online based on the tracking error and the preset error threshold.In addition,the genetic algorithm is employed to adaptively select initial controller parameters,contributing to system stability and improved control accuracy.The proposed controller is basic in design yet simple to implement.The ANPD controller has the advantage of being computationally lightweight and providing high robustness against external forces.The stability of the closed-loop system is rigorously analyzed and verified using Lyapunov theory,providing theoretical assurance of its robustness.Simulations and experimental results show that the TWSB robot with the proposed ANPD controller achieves quick balance and tracks target values with very small errors,demonstrating the effectiveness and performance of the proposed controller.The proposed ANPD controller demonstrates significant improvements in balancing and tracking performance for two-wheeled self-balancing robots,which has great applicability in the field of robot control systems.This represents a promising solution for applications requiring precise and stable motion control under varying external conditions. 展开更多
关键词 two-wheeled self-balancing robot nonlinear PD control external force genetic algorithm
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Sensorimotor Self-Learning Model Based on Operant Conditioning for Two-Wheeled Robot 被引量:1
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作者 张晓平 阮晓钢 +1 位作者 肖尧 黄静 《Journal of Shanghai Jiaotong university(Science)》 EI 2017年第2期148-155,共8页
Traditional control methods of two-wheeled robot are usually model-based and require the robot’s precise mathematic model which is hard to get. A sensorimotor self-learning model named SMM TWR is presented in this pa... Traditional control methods of two-wheeled robot are usually model-based and require the robot’s precise mathematic model which is hard to get. A sensorimotor self-learning model named SMM TWR is presented in this paper to handle these problems. The model consists of seven elements: the discrete learning time set, the sensory state set, the motion set, the sensorimotor mapping, the state orientation unit, the learning mechanism and the model’s entropy. The learning mechanism for SMM TWR is designed based on the theory of operant conditioning (OC), and it adjusts the sensorimotor mapping at every learning step. This helps the robot to choose motions. The leaning direction of the mechanism is decided by the state orientation unit. Simulation results show that with the sensorimotor model designed, the robot is endowed the abilities of self-learning and self-organizing, and it can learn the skills to keep itself balance through interacting with the environment. © 2017, Shanghai Jiaotong University and Springer-Verlag Berlin Heidelberg. 展开更多
关键词 two-wheeled robot sensorimotor model SELF-LEARNING operant conditioning(OC)
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Control System of Two-Wheel Self-Balancing Vehicle 被引量:1
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作者 REN Haoa ZHOU Cong 《Journal of Shanghai Jiaotong university(Science)》 EI 2021年第5期713-721,共9页
This study mainly concerns a motion model and the main control algorithm of two-wheel self-balancing vehicle models.Details of the critical parameters fetching and output value of two-wheel self-balancing vehicle mode... This study mainly concerns a motion model and the main control algorithm of two-wheel self-balancing vehicle models.Details of the critical parameters fetching and output value of two-wheel self-balancing vehicle models are introduced,including those concerning balance control,speed control and direction control.An improved cascade coupling control scheme is proposed for two-wheel vehicles,based on a proportional-integral-derivative(PID)control algorithm.Moreover,a thorough comparison between a classic control system and the improved system is provided,and all aspects thereof are analyzed.It is determined that the control performance of the two-wheel self-balancing vehicle system based on the PID control algorithm is reliable,enabling the vehicle body to maintain balance while moving smoothly along a road at a fast average speed with better practical per-formance. 展开更多
关键词 two-wheel self-balanced vehicle proportional-integral-derivative(PID)control cascade control ve-hicle attitude detection vehicle balance control
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Development of City Transport System and Two-wheel Vehicles 被引量:1
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作者 宫焕久 李理光 《Journal of Donghua University(English Edition)》 EI CAS 2003年第4期64-69,共6页
Based on the study on the city transport systems of some typical cities worldwide,this paper put forward that each city transport system has its own development mode,which is influenced by the city development plan,ec... Based on the study on the city transport systems of some typical cities worldwide,this paper put forward that each city transport system has its own development mode,which is influenced by the city development plan,economic development level,traveling vehicle composition etc..When some problems occur,such as the congestions caused by contradiction between the road capacity and vehicle composition,the city transport system may come into temporary maturity period.If the improvement for road system is limited meanwhile,optimized structure of vehicle composition should be an effective solution in this case.With the development of economy-internationalization,the development speed of city transport modernization is rapid.When traveling easiness is conflicting with efficiency,the advantages of public transport system become more obvious.Correspondingly,the superiority of two-wheel vehicles will reappear.Though the important function of two-wheel vehicles for alleviating city traffic problems is obvious,however,their development strategy must be reasonably proposed,and operation regulations must be performed accordingly. 展开更多
关键词 city transport system traveling vehicle composition urban economic development two-wheel vehicles < strategy and measure
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Motor Learning Based on the Cooperation of Cerebellum and Basal Ganglia for a Self-Balancing Two-Wheeled Robot
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作者 Xiaogang Ruan Jing Chen Lizhen Dai 《Intelligent Control and Automation》 2011年第3期214-225,共12页
A novel motor learning method is present based on the cooperation of the cerebellum and basal ganglia for the behavior learning of agent. The motor learning method derives from the principle of CNS and operant learnin... A novel motor learning method is present based on the cooperation of the cerebellum and basal ganglia for the behavior learning of agent. The motor learning method derives from the principle of CNS and operant learning mechanism and it depends on the interactions between the basal ganglia and cerebellum. The whole learning system is composed of evaluation mechanism, action selection mechanism, tropism mechanism. The learning signals come from not only the Inferior Olive but also the Substantia Nigra in the beginning. The speed of learning is increased as well as the failure time is reduced with the cerebellum as a supervisor. Convergence can be guaranteed in the sense of entropy. With the proposed motor learning method, a motor learning system for the self-balancing two-wheeled robot has been built using the RBF neural networks as the actor and evaluation function approximator. The simulation experiments showed that the proposed motor learning system achieved a better learning effect, so the motor learning based on the coordination of cerebellum and basal ganglia is effective. 展开更多
关键词 Motor LEARNING CEREBELLUM BASAL GANGLIA OPERANT LEARNING Self-Balancing two-wheeled Robot
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Jointly Build the Belt and Road Initiative with a Two-Wheel Drive——International Work of The Amity Foundation
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作者 Li Ruifang 《International Understanding》 2019年第3期68-72,共5页
With the development of economy and society,China’s comprehensive national strength has been continuously enhanced and its international influence has been increasing.China is shouldering more international responsib... With the development of economy and society,China’s comprehensive national strength has been continuously enhanced and its international influence has been increasing.China is shouldering more international responsibilities and obligations to make greater contributions to building a community of shared future for mankind by“always being a builder of world peace,a contributor to global development,and a defender of the international order”.In March 2015,President Xi Jinping put forward the concept of the Belt and Road Initiative,which not only pointed out the way for Chinese social organizations to participate in international affairs,but also opened up unprecedented opportunities for Chinese social organizations to further participate in global governance. 展开更多
关键词 Jointly BUILD the BELT and ROAD INITIATIVE two-wheel Drive International Work The Amity FOUNDATION
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Prediction of Repair and Maintenance Costs of Two-wheel Drive Tractors in Iran
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作者 M. Rashidi I. Ranjbar M. Gholami S. Abbassi 《Journal of Agricultural Science and Technology》 2010年第2期68-74,共7页
Predicting of repair and maintenance (R&M) costs of tractors in any mechanized farm is necessary for owners and managers to obtain information on overall costs and to control financial balance and production econom... Predicting of repair and maintenance (R&M) costs of tractors in any mechanized farm is necessary for owners and managers to obtain information on overall costs and to control financial balance and production economy. In this context a study was conducted to predict accumulated R&M costs (Y) of two-wheel drive (2WD) tractors based on accumulated usage hours (X) in Misagh-e-Sabz Agribusiness Company in Iran. Recorded data of the company were used to determine regression models for predicting accumulated R&M costs (as percentage of initial purchase price) based on accumulated usage hours. The statistical results of the study indicated that in order to predict accumulated R&M costs of 2WD tractors with accumulated usage hours of 2260 h or less the power regression model Y=0.013 (X/100)1.677 with R2=0.976, and to predict accumulated R&M costs of 2WD tractors with accumulated usage hours of 2260 h or more the polynomial regression model Y=0.004 (X/100)2-0.181 (X/1 00)+4.373 with R2=0.998 can be strongly suggested. 展开更多
关键词 Repair and maintenance costs two-wheel drive tractors PREDICTION MODELING Iran.
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Modeling and Simulation Analysis of Two-Wheel Steering System for Vehicles Based on Matlab/Simulink
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作者 Qihao Zhu 《Journal of Applied Mathematics and Physics》 2025年第3期821-837,共17页
Yaw rate and sideslip angle are critical indicators for evaluating vehicle handling stability.When a vehicle is driven at high speed,emergency steering by the driver may cause loss of control,leading to severe acciden... Yaw rate and sideslip angle are critical indicators for evaluating vehicle handling stability.When a vehicle is driven at high speed,emergency steering by the driver may cause loss of control,leading to severe accidents such as rollover.This paper establishes a mathematical model of a two-wheel steering system to analyze vehicle handling stability.Using Matlab/Simulink,steady-state response curves under different front-wheel steering angles and speeds are compared to investigate the influence of yaw rate and sideslip angle on vehicle handling stability. 展开更多
关键词 two-wheel Steering Yaw Rate Sideslip Angle Vehicle Handling Stability
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Mode shift behaviour and user willingness to adopt the electric two-wheeler:A study based on Indian road user preferences 被引量:1
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作者 Manivel Murugan Sankaran Marisamynathan 《International Journal of Transportation Science and Technology》 2023年第2期428-446,共19页
As per statistics,two-wheeler(TW)alone shares the highest number of vehicle registrations in India,which develops the various transportation-related issues such as traffic conflicts,congestions,and pollutions.Electric... As per statistics,two-wheeler(TW)alone shares the highest number of vehicle registrations in India,which develops the various transportation-related issues such as traffic conflicts,congestions,and pollutions.Electric two-wheelers(E-TW)are a better alternative to conventional two-wheelers because of their significant advantage in mitigating environmental impacts.But E-TWs are less attractive among road users due to unawareness of the benefits of E-TW.In addition,the traditional methods are less accurate in predicting users’mode choice behavior because of their limitations.Therefore,there is a need to conduct a study to understand the road user’s willingness to adopt E-TW and find a suitable method for predicting mode choice behavior accurately.This study analyzes the Indian road users encouraging and discouraging factors to adopt E-TW and investigates the application of non-traditional models for estimating mode shift behaviour towards E-TW.Based on the literature review and expert opinion,a detailed questionnaire form was framed,and a total of 522 samples were collected from four states of India.The data findings show that Indian road users prefer TW compared to public transport,private four-wheeler,paratransit,and non-motorized transport because of its easy to ride,low maintenance,fast and convenient travel nature.The environmental concern of reducing air pollution and lower vehicle operating costs are significant factors that encourage E-TW adoption.However,the non-availability of charging infrastructure,lower speed,higher initial purchase cost,and lack of awareness about EVs are the significant discouraging factors in adopting ETW in India.Further,Machine Learning(ML)methods were adopted to predict the mode shift behaviour from the fuel based TW to E-TW,and the results were compared with the Binary Logit(BL)method.The model results indicated that Support vector machine predicted the mode shift behavior with the highest accuracy rate compared with other methods such as Artificial Neural Network,K-Nearest Neighbor,Random Forest,and BL.The outcome of this study would help the transportation planner,EV manufacturers,researchers,and policymakers to understand the Indian user’s preference to adopt E-TW. 展开更多
关键词 Mode shift Support vector machine Artificial neural network Electric two-wheeler Machine learning
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Furrow design for improving crop establishment of two-wheel tractor operated strip tillage planters in loam and clay loam soils
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作者 M.Arshadul Hoque M.M.Hossain +2 位作者 A.T.M.Ziauddin Timothy J.Krupnik Mahesh K.Gathala 《International Journal of Agricultural and Biological Engineering》 SCIE EI CAS 2021年第3期130-139,共10页
Conservation agriculture(CA)based production systems may help in achieving more sustainable intensification of cropping systems that use less labour and energy and have higher profit margins,in addition to soil conser... Conservation agriculture(CA)based production systems may help in achieving more sustainable intensification of cropping systems that use less labour and energy and have higher profit margins,in addition to soil conservation and environmental impact mitigation advantages.But these objectives can only be achieved when the right mechanization options,including appropriate crop establishment equipment,are in place to assist in timely field operations.An urgent need exists,therefore,to fine tune and re-adjust the existing two-wheel tractor(2WT)operated seed drills,with specific reference to the design of blade and furrow openers,while at the same time considering performance in different soil types and environments.To this end,experiments were conducted during 2013-2014 and 2014-2015 at two BARI Regional Agricultural Research Stations in Jamalpur and Barisal,Bangladesh,on a loam and clay loam soil,respectively,to evaluate five types of furrow opener for strip tillage.Shoe and modified shoe-type furrow openers were tested and compared with three inverted-T furrow openers with rake angles of 75°,65°and 55°.The newly designed inverted-T furrow openers were narrower than the shoe-type openers;they also had a longer,hollow shanks and provided better options for adjustment to achieve the desired seeding depth and line spacing.Compared to shoe-type openers,better seeding depth,uniformity and higher degree of seed coverage were recorded with use of the inverted-T furrow opener with a 65°rake angle.This resulted in better seed coverage in the furrow,a higher emergence rate index,and the highest emergence percentage of maize and mung bean.Our research findings can be generalized to smallholder production systems on loam and clay loam soils where farmers utilize 2WT operated seed drills for crop establishment in both traditional and conservation agriculture-based planting systems. 展开更多
关键词 two-wheel tractor strip tillage planter inverted-T furrow opener rake angle conservation agriculture emergence percentage
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Techno-economic and environmental impact analysis of electric two-wheeler batteries in India
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作者 Aman Gupta Ditipriya Bose +2 位作者 Sandeep Tiwari Vikrant Sharma Jai Prakash 《Clean Energy》 EI CSCD 2024年第3期147-156,共10页
This paper presents a comprehensive techno-economic and environmental impact analysis of electric two-wheeler batteries in India.The technical comparison reveals that sodium-ion(Na-ion)and lithium-ion(Li-ion)batteries... This paper presents a comprehensive techno-economic and environmental impact analysis of electric two-wheeler batteries in India.The technical comparison reveals that sodium-ion(Na-ion)and lithium-ion(Li-ion)batteries outperform lead-acid batteries in various parameters,with Na-ion and Li-ion batteries exhibiting higher energy densities,higher power densities,longer cycle lives,faster charge rates,better compactness,lighter weight and lower self-discharge rates.In economic comparison,Na-ion batteries were found to be~12-14%more expensive than Li-ion batteries.However,the longer lifespans and higher energy densities of Na-ion and Li-ion batteries can offset their higher costs through improved performance and long-term savings.Lead-acid batteries have the highest environmental impact,while Li-ion batteries demonstrate better environmental performance and potential for recycling.Na-ion batteries offer promising environmental advantages with their abundance,lower cost and lower toxic and hazardous material content.Efficient recycling processes can further enhance the environmental benefits of Na-ion batteries.Overall,this research examines the potential of Na-ion batteries as a cheaper alternative to Li-ion batteries,considering India’s abundant sodium resources in regions such as Rajasthan,Chhattisgarh,Jharkhand and others. 展开更多
关键词 electric two-wheelers environmental impact assessment lead-acid batteries lithium-ion batteries sodium-ion batteries techno-economic analysis
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Optimization of depreciation subsidy policy strategies for electric two-wheelers for improving traffic safety
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作者 Xintong Li Helai Huang +3 位作者 Chunyang Han Guangming Xu Jaeyoung Lee Cheng Hu 《Transportation Safety and Environment》 EI 2022年第3期107-118,共12页
To improve the traffic safety of electric two-wheelers(ETW),China has promulgated ETW standardization policies.This policy requires local governments to take measures to guide the illegal ETWs out of use.Governments h... To improve the traffic safety of electric two-wheelers(ETW),China has promulgated ETW standardization policies.This policy requires local governments to take measures to guide the illegal ETWs out of use.Governments have implemented a depreciation subsidy scheme to encourage users to scrap illegal ETWs early.When designing the subsidy scheme,effectively improving the ETWs’traffic safety at the road network level while saving government expenses is essential for the sustainable implementation of the policy.This study proposes an optimization method for depreciation subsidy design incorporating traffic safety evaluation.Based on the policy scheme,this study formulates a risk assessment model for the ETW traffic network to characterize the effect of the subsidy on improving safety.Then,we use the bi-level programming approach to model the subsidy strategy design problem.The upper-level problem reflects the goal of policymakers to maximize safety improvement and minimize government expenses.The lower-level problem describes the route choices of ETW users.The optimal subsidy design under different safety-expense trade-offs is analysed based on the Nguyen and Dupuis network and a real network extracted from Changsha City in China.The results show that specific subsidy schemes effectively improve road safety without a large government spending.When themarket price or service life of ETWs increases,the government spending on the same safety goal increases.The government should comprehensively consider the safety effect of financial expense and the situation of the local ETW market before selecting reasonable subsidy strategies. 展开更多
关键词 Electric two-wheeler(ETW) depreciation subsidy optimization traffic safety evaluation dual-objective bi-level programming
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Powered two-wheeler riding behavior and strategies toimprove safety: A review
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作者 Shivam Singh Chouhan Ankit Kathuria Ravi Sekhar Chalumuri 《Journal of Traffic and Transportation Engineering(English Edition)》 CSCD 2024年第6期1378-1400,共23页
Powered two-wheelers(PTWs)are considered as one of the risky means of transport as it is vulnerable to road crashes,which may lead to fatal injuries.Crash data revealed that the number of deaths caused by PTWs is sign... Powered two-wheelers(PTWs)are considered as one of the risky means of transport as it is vulnerable to road crashes,which may lead to fatal injuries.Crash data revealed that the number of deaths caused by PTWs is significantly higher than any other road users.Literature reports that one of the major causes of high PTW crashes is the riding behavior of the users.Therefore,the present paper reviews existing literature related to factors affecting riding behavior.Several factors with different levels of influence on PTW riding behavior are explored in the paper.Further,safety strategies to improve PTW safety have been reported in the study by categorizing it based on risk factors,i.e.,riding behavior,vehicle technology,and road infrastructure.The paper concludes with some of the major findings,i)riding behavior plays an essential role in improving PTW safety,ii)numerous research stated that riding behavior can be improved by enforcement and providing feedback about their riding behavior by profiling them into different categories,and iii)segregation of PTW traffic from other road users is reported to be an effective solution for increasing PTW safety in some developing countries.While a considerable amount of research related to riding behavior and PTW safety has been done,studies related to the impact of riding feedback on PTW riding behavior are scant.Further,it is suggested that future research should focus on the feasibility of advanced traffic management strategies,such as the segregation of PTWs from main traffic to reduce the conflict between vehicles. 展开更多
关键词 Powered two-wheeler Riding behavior Naturalistic riding studies Exclusive PTW lanes Motorcycle rider behavior QUESTIONNAIRE
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An investigation of ADAS testing scenarios based on vehicle-to-powered two-wheeler accidents occurring in a county-level district in China
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作者 Honggang Wang Xinghua Wang +2 位作者 Yong Peng Xin Lou Jaeyoung Lee 《Transportation Safety and Environment》 2024年第4期177-187,共11页
To meet the requirements for high-risk testing scenarios in the safety assessment of advanced driver assistance systems(ADASs),this study selected 239 vehicle-to-powered two-wheeler accidents occurring in Xiangtan Cou... To meet the requirements for high-risk testing scenarios in the safety assessment of advanced driver assistance systems(ADASs),this study selected 239 vehicle-to-powered two-wheeler accidents occurring in Xiangtan County from the China In-depth Mobility Safety Study—Traffic Accident(CIMSS-TA)database.Seven scenario elements were selected from the levels of static road elements,dynamic traffic participants and environment elements.The accident characteristics were obtained through statistical analysis.The results showed that 75.73%of accidents occurred at T-junctions/intersections,and 34.73%were caused by visual obstructions.Six typical vehicle-to-powered two-wheeler crash scenarios were established by cluster analysis,including two straight road scenarios(scenarios 3 and 6),two T-junction scenarios(scenarios 1 and 5)and two intersection scenarios(scenarios 2 and 4).Furthermore,six vehicle-to-powered two-wheeler testing scenarios,which represent the traffic environment characteristics of Chinese county-level districts,were constructed by analysing the vehicle/powered two-wheeler speed,the first collision point of the vehicle,the obstacle type and location,etc.The results showed that the vehicle speed in scenario 4 was higher than that in scenario 2,with average values of 34.32 km/h and 21.99 km/h,respectively.The results of this study provide testing scenarios for the safety assessment of ADASs,and contribute to improving vehicle active safety technology. 展开更多
关键词 advanced driver assistance system(ADAS) vehicle-to-powered two-wheeler accidents testing scenarios clustering analysis crash characteristics
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面向复杂工程问题的两轮平衡车的研制
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作者 王国霞 李擎 李希胜 《电气电子教学学报》 2025年第1期234-237,共4页
在培养学生解决复杂工程问题的能力的背景下,研制了嵌入式课程群的两轮平衡车创新实训平台,并开发了多种类型的实训项目。该实训平台具有通用性强、可扩展性好、可整可分应用等特点,能给出不同类型的复杂工程问题,且能够为培养学生解决... 在培养学生解决复杂工程问题的能力的背景下,研制了嵌入式课程群的两轮平衡车创新实训平台,并开发了多种类型的实训项目。该实训平台具有通用性强、可扩展性好、可整可分应用等特点,能给出不同类型的复杂工程问题,且能够为培养学生解决复杂工程问题的能力提供系统的、可持续的保障,在多年的教学中取得了显著的应用效果。 展开更多
关键词 复杂工程问题 嵌入式课程群 两轮平衡车
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基于状态参数的两驱电动摩托车稳定性控制研究
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作者 陈宝 秦智明 +1 位作者 李鑫龙 王一泽 《自动化与仪表》 2025年第4期16-22,共7页
针对轮毂电机驱动摩托车在动力性和行驶稳定性方面存在的问题,提出了一种路面附着系数估计与驱动防滑功能相结合的综合控制策略。首先,建立了两驱摩托车五自由度动力学模型,为准确地识别路面附着系数,设计了基于无轨迹卡尔曼滤波的路面... 针对轮毂电机驱动摩托车在动力性和行驶稳定性方面存在的问题,提出了一种路面附着系数估计与驱动防滑功能相结合的综合控制策略。首先,建立了两驱摩托车五自由度动力学模型,为准确地识别路面附着系数,设计了基于无轨迹卡尔曼滤波的路面识别器,并结合模糊PID设计前、后轮驱动防滑控制器。通过调节前后轮电机输出转矩,使滑转率趋近于理想滑转率,实现驱动防滑功能。该策略不仅能迅速准确地识别路面附着系数,改善轮胎滑转现象,还能提升两驱电动摩托车的动力性和行驶稳定性。 展开更多
关键词 两驱电动摩托车 路面识别 理想滑转率 模糊PID 驱动防滑控制
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基于Wiener过程的高速列车车轮两阶段视情维修策略研究
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作者 王红 祁连山 何勇 《铁道科学与工程学报》 北大核心 2025年第8期3377-3386,共10页
为进一步提升高速列车轮对现行计划性维修策略的维修经济性,针对其退化过程中退化速率呈现差异化的特征,以及传统视情维修策略中等周期检测方式容易导致检测过度的问题,提出一种基于Wiener过程的非周期检测视情维修策略。该策略通过两阶... 为进一步提升高速列车轮对现行计划性维修策略的维修经济性,针对其退化过程中退化速率呈现差异化的特征,以及传统视情维修策略中等周期检测方式容易导致检测过度的问题,提出一种基于Wiener过程的非周期检测视情维修策略。该策略通过两阶段Wiener过程描述车轮的阶段性退化特征,并采用等周期检测与几何递减检测相结合的方法制定非周期检测策略。在退化的第1阶段,车轮状态退化较为缓慢,采用等周期检测方式;进入第2阶段后,退化速率上升,检测间隔按几何递减规则逐步缩短,可以更精准地捕捉车轮退化进入最佳维修时机的节点。基于更新酬劳理论,构建了以最小化更新周期内平均成本率为目标的视情维修决策模型,优化初始检测间隔以及间隔递减因子,并利用蒙特卡洛算法进行仿真求解。结果显示,在车轮退化进入第2阶段时,该策略可以及时响应其退化速率的变化,在达到故障阈值前提前进行预防性维修,进而减少进行事后维修的次数。所提策略与不同检测间隔缩短方法下的视情维修策略相比,检测成本和预防性维修成本虽有所上升,但显著降低了事后维修成本,从而有效降低了单位时间内的期望成本。研究结果对于探究高速列车轮对维保体系的降本增效具有一定的参考价值。 展开更多
关键词 高速列车车轮 非周期检测 两阶段退化 WIENER过程 视情维修
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美国制裁、双轮驱动与中国关键核心技术突破——基于双重机器学习的因果推断 被引量:2
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作者 曹雨暄 岳立 潘均柏 《中国科技论坛》 北大核心 2025年第3期164-176,共13页
本文以美国对中国展开的芯片制裁作为外部冲击,采用2015—2021年中国A股上市公司企业的面板数据,通过理论推导并结合双重机器学习模型,实证检验美国制裁对中国芯片企业关键核心技术突破的影响,探究关键核心技术突破的阶段性特征及影响差... 本文以美国对中国展开的芯片制裁作为外部冲击,采用2015—2021年中国A股上市公司企业的面板数据,通过理论推导并结合双重机器学习模型,实证检验美国制裁对中国芯片企业关键核心技术突破的影响,探究关键核心技术突破的阶段性特征及影响差异,依托使命驱动理论和愿景驱动理论,借助机器学习因果效应估计方法检验政府和企业双元视角下的驱动机制。主要结论如下:①美国制裁适得其反,引发中国芯片企业创新,该创新效应在国有、大规模和知识产权高保护区企业的作用更强;②关键核心技术突破是一个从基础研究阶段到技术突破阶段再到价值体现阶段的过程,美国制裁对三阶段的影响随阶段难度递增而依次减弱;③政府使命驱动和企业愿景驱动是抵御美国制裁并达成创新激励的重要作用渠道,分阶段来看,双轮驱动机制对基础研究和技术突破阶段的创新效应显著,跨越研发期的价值体现阶段则需要找寻其他机制发挥激励持续性。 展开更多
关键词 关键核心技术突破 美国技术制裁 双轮驱动 双重机器学习
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双轮协调视角下城乡融合发展统计测度及地区差异形成机理研究 被引量:2
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作者 徐雪 王永瑜 《数理统计与管理》 北大核心 2025年第4期704-722,共19页
本文从新型城镇化与乡村振兴协调发展角度构建多属性和多维度相结合的城乡融合发展评价指标体系,利用全局熵值法和改进的耦合协调度模型测度城乡融合发展总体水平及分维度水平,运用Dagum基尼系数法探究城乡融合发展地区差异来源,借助二... 本文从新型城镇化与乡村振兴协调发展角度构建多属性和多维度相结合的城乡融合发展评价指标体系,利用全局熵值法和改进的耦合协调度模型测度城乡融合发展总体水平及分维度水平,运用Dagum基尼系数法探究城乡融合发展地区差异来源,借助二次指派程序从内外源视角揭示地区差异的形成机理。研究发现:(1)城乡融合发展总体水平及各维度水平均呈现逐年增长态势,地区差异显著。(2)城乡融合发展水平的区域内差异、区域间差异呈稳步下降趋势,区域间超变净值差异是地区差异的主要来源。(3)从内源视角看,五个内源结构性因素均对城乡融合发展地区差异存在显著的正向效应。(4)从外源视角看,人口流动差异对城乡融合发展地区差异具有显著的负向作用,土地市场化规模差异、地区经济增长差异、民生性财政支出差异对城乡融合发展地区差异的影响显著为正。本研究为丰富城乡融合发展评价指标体系的构建、缩小城乡融合发展地区差异提供了重要的借鉴价值。 展开更多
关键词 双轮协调 城乡融合发展 地区差异 形成机理 QAP
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