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A New Efficient Obstacle Avoidance Control Method for Cars Based on Big Data and Just-in-Time Modeling 被引量:1
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作者 Tatsuya Kai 《Journal of Computer and Communications》 2018年第11期12-22,共11页
This paper provides a new obstacle avoidance control method for cars based on big data and just-in-time modeling. Just-in-time modeling is a new kind of data-driven control technique in the age of big data and is used... This paper provides a new obstacle avoidance control method for cars based on big data and just-in-time modeling. Just-in-time modeling is a new kind of data-driven control technique in the age of big data and is used in various real systems. The main property of the proposed method is that a gain and a control time which are parameters in the control input to avoid an encountered obstacle are computed from a database which includes a lot of driving data in various situations. Especially, the important advantage of the method is small computation time, and hence it realizes real-time obstacle avoidance control for cars. From some numerical simulations, it is showed that the new control method can make the car avoid various obstacles efficiently in comparison with the previous method. 展开更多
关键词 Big Data JUST-IN-TIME modelING CaRS obstacle aVOIDaNCE Control
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DTMC-based Modeling and Analysis of Obstacle Ad hoc Networks
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作者 Tong Ning Wu Di Wang Xiukun 《China Communications》 SCIE CSCD 2010年第5期83-92,共10页
One of the main characteristics of Ad hoc networks is node mobility, which results in constantly changing in network topologies. Consequently, the ability to forecast the future status of mobility nodes plays a key ro... One of the main characteristics of Ad hoc networks is node mobility, which results in constantly changing in network topologies. Consequently, the ability to forecast the future status of mobility nodes plays a key role in QOS routing. We propose a random mobility model based on discretetime Markov chain, called ODM. ODM provides a mathematical framework for calculating some parameters to show the future status of mobility nodes, for instance, the state transition probability matrix of nodes, the probability that an edge is valid, the average number of valid-edges and the probability of a request packet found a valid route. Furthermore, ODM can account for obstacle environment. The state transition probability matrix of nodes can quantify the impact of obstacles. Several theorems are given and proved by using the ODM. Simulation results show that the calculated value can forecast the future status of mobility nodes. 展开更多
关键词 ad hoc network discrete time markov chain mobility model obstacle
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Local Path Planning Method of the Self-propelled Model Based on Reinforcement Learning in Complex Conditions
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作者 Yi Yang Yongjie Pang +1 位作者 Hongwei Li Rubo Zhang 《Journal of Marine Science and Application》 2014年第3期333-339,共7页
Conducting hydrodynamic and physical motion simulation tests using a large-scale self-propelled model under actual wave conditions is an important means for researching environmental adaptability of ships. During the ... Conducting hydrodynamic and physical motion simulation tests using a large-scale self-propelled model under actual wave conditions is an important means for researching environmental adaptability of ships. During the navigation test of the self-propelled model, the complex environment including various port facilities, navigation facilities, and the ships nearby must be considered carefully, because in this dense environment the impact of sea waves and winds on the model is particularly significant. In order to improve the security of the self-propelled model, this paper introduces the Q learning based on reinforcement learning combined with chaotic ideas for the model's collision avoidance, in order to improve the reliability of the local path planning. Simulation and sea test results show that this algorithm is a better solution for collision avoidance of the self navigation model under the interference of sea winds and waves with good adaptability. 展开更多
关键词 self-propelled model local path planning Q learning obstacle avoidance reinforcement learning
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Robust Platoon Control of Mixed Autonomous and Human-Driven Vehicles for Obstacle Collision Avoidance:A Cooperative Sensing-Based Adaptive Model Predictive Control Approach
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作者 Daxin Tian Jianshan Zhou +1 位作者 Xu Han Ping Lang 《Engineering》 SCIE EI CAS CSCD 2024年第11期244-266,共23页
Obstacle detection and platoon control for mixed traffic flows,comprising human-driven vehicles(HDVs)and connected and autonomous vehicles(CAVs),face challenges from uncertain disturbances,such as sensor faults,inaccu... Obstacle detection and platoon control for mixed traffic flows,comprising human-driven vehicles(HDVs)and connected and autonomous vehicles(CAVs),face challenges from uncertain disturbances,such as sensor faults,inaccurate driver operations,and mismatched model errors.Furthermore,misleading sensing information or malicious attacks in vehicular wireless networks can jeopardize CAVs’perception and platoon safety.In this paper,we develop a two-dimensional robust control method for a mixed platoon,including a single leading CAV and multiple following HDVs that incorpo-rate robust information sensing and platoon control.To effectively detect and locate unknown obstacles ahead of the leading CAV,we propose a cooperative vehicle-infrastructure sensing scheme and integrate it with an adaptive model predictive control scheme for the leading CAV.This sensing scheme fuses information from multiple nodes while suppressing malicious data from attackers to enhance robustness and attack resilience in a distributed and adaptive manner.Additionally,we propose a distributed car-following control scheme with robustness to guarantee the following HDVs,considering uncertain disturbances.We also provide theoretical proof of the string stability under this control framework.Finally,extensive simulations are conducted to validate our approach.The simulation results demonstrate that our method can effectively filter out misleading sensing information from malicious attackers,significantly reduce the mean-square deviation in obstacle sensing,and approach the theoretical error lower bound.Moreover,the proposed control method successfully achieves obstacle avoidance for the mixed platoon while ensuring stability and robustness in the face of external attacks and uncertain disturbances. 展开更多
关键词 Connected autonomous vehicle Mixed vehicle platoon obstacle collision avoidance Cooperative sensing adaptive model predictive control
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MODELING OF ROBOT MANIPULATOR AND OBSTACLE AVOIDANCE
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作者 王伟 储林波 余承业 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI 2000年第1期4-9,共6页
A robot intelligent path planning system RIPPS is developed, which can be utilized for a robot off line programming tool. The system consists of three parts: geometric modeler, kinematic modeler and path planer. The... A robot intelligent path planning system RIPPS is developed, which can be utilized for a robot off line programming tool. The system consists of three parts: geometric modeler, kinematic modeler and path planer. The geometric modeler is used to construct the robot working environment cluttered with obstacles and the robot kinematic modeler to define robot manipulators by the input parameters. Giving robot start and the goal configurations, the path planer can produce a quasi optimal path. By transforming obstacles into the C space to form C obstacles, the path searching is performed in C space. The planning simulations are performed on a SGI workstation, the future research is to implement the planer on a commercial robot manipulators. 展开更多
关键词 ROBOTS modelING obstacle avoidance configuration space heuristic search
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Regional ecological security anddiagnosisof obstaclefactors in underdevelopedregions:acasestudy in Yunnan Province,China 被引量:15
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作者 OUZhao-rong ZHUQing-ke SUNYong-yu 《Journal of Mountain Science》 SCIE CSCD 2017年第5期870-884,共15页
In order toclarify regional ecological security status and formation mechanism of regional ecological security barriers in underdeveloped regions of China,we took Yunnan province as a case to evaluate its regional eco... In order toclarify regional ecological security status and formation mechanism of regional ecological security barriers in underdeveloped regions of China,we took Yunnan province as a case to evaluate its regional ecological security by using entropy matter-element model,comprehensive index and GIS spatial method,and we diagnosed itsobstacle factors through obstacle degree model. We found a low overall level of regional ecological security in Yunnan. Only Kunmingfell into the good level, 68% of the regions were below the critical safe level. For the vast majority of regions in Yunnan, their regional ecological security was unstable. The indexes related to per capita resources, geological and topographyenvironment, economic, and technologywere at the unsafe or dangerous level.The indexes related to urban expansion, level of income, cultivated land quality were at the level of critical safety. The indexes concerning urban management capacity, airqualityand waterenvironment were at the good or ideallevel. Yunnan's regional ecological security was not good due to natural obstructive environment itself, simultaneously lower backward economic and social level restricted the ability of ecological security response to manage ragile ecological environment. The results of the composite index wereroughly consistent with those of the entropy weight matterelement model. The mean values of the classification index,from high to low, were: the state index>the response index>the pressure index. The state index and the response index had a significant mutual promotion to each other.The regions with good composite index, state index and response index mainly distributed in the central regions of Yunnan Province. Spatial autocorrelation of regional ecological security level in Yunnan was not obvious. Water resources, economic and social development were main obstacle factors of the regional ecological security.When distinguishing with obstacle type, Kunming belonged to natural ecological environment barrier type, while other regions belonged to economic and social barrier type. 展开更多
关键词 Regional ecological security Pressure state-response model Entropy matter-element model Comprehensive index method Spatial heterogeneity obstacle factors
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Analysis of city centrality based on entropy weight TOPSIS and population mobility:A case study of cities in the Yangtze River Economic Belt 被引量:9
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作者 LUO Jing CHEN Siyun +3 位作者 SUN Xuan ZHU Yuanyuan ZENG Juxin CHEN Guangping 《Journal of Geographical Sciences》 SCIE CSCD 2020年第4期515-534,共20页
Based on statistical data and population flow data for 2016,and using entropy weight TOPSIS and the obstacle degree model,the centrality of cities in the Yangtze River Economic Belt(YREB)together with the factors infl... Based on statistical data and population flow data for 2016,and using entropy weight TOPSIS and the obstacle degree model,the centrality of cities in the Yangtze River Economic Belt(YREB)together with the factors influencing centrality were measured.In addition,data for the population flow were used to analyze the relationships between cities and to verify centrality.The results showed that:(1)The pattern of centrality conforms closely to the pole-axis theory and the central geography theory.Two axes,corresponding to the Yangtze River and the Shanghai-Kunming railway line,interconnect cities of different classes.On the whole,the downstream cities have higher centrality,well-defined gradients and better development of city infrastructure compared with cities in the middle and upper reaches.(2)The economic scale and size of the population play a fundamental role in the centrality of cities,and other factors reflect differences due to different city classes.For most of the coastal cities or the capital cities in the central and western regions,factors that require long-term development such as industrial facilities,consumption,research and education provide the main competitive advantages.For cities that are lagging behind in development,transportation facilities,construction of infrastructure and fixed asset investment have become the main methods to achieve development and enhance competitiveness.(3)The mobility of city populations has a significant correlation with the centrality score,the correlation coefficients for the relationships between population mobility and centrality are all greater than 0.86(P<0.01).The population flow is mainly between high-class cities,or high-class and low-class cities,reflecting the high centrality and huge radiating effects of high-class cities.Furthermore,the cities in the YREB are closely linked to Guangdong and Beijing,reflecting the dominant economic status of Guangdong with its geographical proximity to the YREB and Beijing's enormous influence as the national political and cultural center,respectively. 展开更多
关键词 CITY CENTRaLITY entropy weight TOPSIS POPULaTION MOBILITY YaNGTZE River Economic Belt obstacle degree model
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Virtual target guidance-based distributed model predictive control for formation control of multiple UAVs 被引量:30
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作者 Zhihao CAI Longhong WANG +2 位作者 Jiang ZHAO Kun WU Yingxun WANG 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2020年第3期1037-1056,共20页
The paper proposes a Virtual Target Guidance(VTG)-based distributed Model Predictive Control(MPC) scheme for formation control of multiple Unmanned Aerial Vehicles(UAVs).First, a framework of distributed MPC scheme is... The paper proposes a Virtual Target Guidance(VTG)-based distributed Model Predictive Control(MPC) scheme for formation control of multiple Unmanned Aerial Vehicles(UAVs).First, a framework of distributed MPC scheme is designed in which each UAV only shares the information with its neighbors, and the obtained local Finite-Horizon Optimal Control Problem(FHOCP) can be solved by swarm intelligent optimization algorithm.Then, a VTG approach is developed and integrated into the distributed MPC scheme to achieve trajectory tracking and obstacle avoidance.Further, an event-triggered mechanism is proposed to reduce the computational burden for UAV formation control, which takes into consideration the predictive state errors as well as the convergence of cost function.Numerical simulations show that the proposed VTG-based distributed MPC scheme is more computationally efficient to achieve formation control of multiple UAVs in comparison with the traditional distributed MPC method. 展开更多
关键词 Distributed model Predictive Control(MPC) Event-triggered mechanism Formation control obstacle avoidance Unmanned aerial Vehicles(UaVs) Virtual Target Guidance(VTG)
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Modeling and stability analysis of social foraging swarms in multi-obstacle environment 被引量:1
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作者 Shiming CHEN Huajing FANG 《控制理论与应用(英文版)》 EI 2006年第4期343-348,共6页
In this article we specify an individual-based foraging swarm (i.e., group of agents) model with individuals that move in an n-dimensional multi-obstacle environment. The motion of each individual (i) is determine... In this article we specify an individual-based foraging swarm (i.e., group of agents) model with individuals that move in an n-dimensional multi-obstacle environment. The motion of each individual (i) is determined by three factors: i) attraction to the local object position (x^-io+) which is decided by the local information about the individuals' position that individual i can find; ii) repulsion from the other individuals on short distances; and iii) attraction to the global object position (xgoal) or repulsion from the obstacles in the environment, The emergent behavior of the swarm motion is the result of a balance between inter-individual interaction and the simultaneous interactions of the swarm members with their environment. We study the stability properties of the collective behavior of the swarm based on Lyapunov stability theory. The simulations show that the swarm can converge to goal regions and diverge from obstacle regions of the environment while maintaining cohesive. 展开更多
关键词 Foraging swarm modelING Stability analysis Multi-obstacle environment
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Obstacle avoidance technology of bionic quadruped robot based on multi-sensor information fusion
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作者 韩宝玲 张天 +2 位作者 罗庆生 朱颖 宋明辉 《Journal of Beijing Institute of Technology》 EI CAS 2016年第4期448-454,共7页
In order to improve the ability of a bionic quadruped robot to percept the location of obstacles in a complex and dynamic environment, the information fusion between an ultrasonic sensor and a binocular sensor was stu... In order to improve the ability of a bionic quadruped robot to percept the location of obstacles in a complex and dynamic environment, the information fusion between an ultrasonic sensor and a binocular sensor was studied under the condition that the robot moves in the Walk gait on a structured road. Firstly, the distance information of obstacles from these two sensors was separately processed by the Kalman filter algorithm, which largely reduced the noise interference. After that, we obtained two groups of estimated distance values from the robot to the obstacle and a variance of the estimation value. Additionally, a fusion of the estimation values and the variances was achieved based on the STF fusion algorithm. Finally, a simulation was performed to show that the curve of a real value was tracked well by that of the estimation value, which attributes to the effectiveness of the Kalman filter algorithm. In contrast to statistics before fusion, the fusion variance of the estimation value was sharply decreased. The precision of the position information is 4. 6 cm, which meets the application requirements of the robot. 展开更多
关键词 MULTI-SENSOR Kalman filter algorithm constant velocity (CV) model STF fusion algo-rithm obstacle avoidance of robot
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基于碰撞概率计算的OAS面优化 被引量:5
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作者 潘卫军 练婧瑜 王思禹 《航空计算技术》 2021年第3期1-4,共4页
机场运行指标的重要组成部分包括机场净空安全管理,所以控制障碍物高度是机场净空管理中重要的工作之一,现阶段ICAO标准下的障碍物评价面(OAS)较为保守,空域利用率低。在碰撞风险模型(CRM)椭圆评价面的基础上构建切面模型优化OAS面,将... 机场运行指标的重要组成部分包括机场净空安全管理,所以控制障碍物高度是机场净空管理中重要的工作之一,现阶段ICAO标准下的障碍物评价面(OAS)较为保守,空域利用率低。在碰撞风险模型(CRM)椭圆评价面的基础上构建切面模型优化OAS面,将优化前后的OAS面进行比较,优化后的OAS面的空域限制比原有OAS面宽松,模拟障碍物计算碰撞概率满足OAS面上每点碰撞概率远小于1×10^(-7),满足目标安全水平,对双流机场实际运行有一定参考价值。 展开更多
关键词 净空区 优化障碍物评价面 碰撞概率 碰撞风险模型
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基于i-PARIHS模式的创伤骨科患者手术部位感染防控审查指标的制定及障碍因素分析 被引量:1
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作者 熊永乐 刘婧 +3 位作者 陈捷 代琴琴 郑芸 罗竹君 《护士进修杂志》 2025年第22期2447-2453,共7页
目的基于健康服务领域研究成果应用的整合性行动促进框架(integrated-promoting action on research implement action in health services framework,i-PARIHS)模式构建创伤骨科患者手术部位感染(surgical site infection,SSI)防控的... 目的基于健康服务领域研究成果应用的整合性行动促进框架(integrated-promoting action on research implement action in health services framework,i-PARIHS)模式构建创伤骨科患者手术部位感染(surgical site infection,SSI)防控的审查指标,分析临床实践障碍因素并提出改进策略。方法成立循证团队、文献检索、总结最佳证据、制定审查指标,于2024年7—8月开展基线调查,调查创伤骨科医护、麻醉手术中心医护执行率及患者知晓率,从“变革、接受者、组织环境”3个要素识别障碍因素,拟定变革策略。结果根据最佳证据评估并裁剪审查指标共23项,涵盖评估与监测、内外环境优化、术中关注重点、跟踪与随访和环境因素控制5个方面,涉及创伤骨科医生的14个指标平均执行率为72.14%,涉及病房护士的14个指标平均执行率为74.11%,涉及麻醉医生的5个指标平均执行率为60.50%,涉及手术室护士的10个指标平均执行率为61.75%,涉及患者知晓的5个直接指标平均知晓率为44.54%;障碍因素分析后拟定相应促进因素8条,拟定变革策略17条。结论临床实践与循证证据存在差距,基于i-PARIHS模式构建的审查指标与障碍分析为SSI防控提供了系统化改进框架,但需进一步验证策略的临床效果。 展开更多
关键词 i-PaRIHS模式 创伤骨科 手术部位感染 障碍因素分析 循证护理
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变势场APF-MPC自动驾驶汽车轨迹跟踪研究 被引量:1
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作者 牛龙江 马腾飞 +2 位作者 杨明星 张庆梁 张永万 《制造业自动化》 2025年第9期180-188,共9页
传统的人工势场法在路径规划时没有考虑车辆的动力学约束,结合规划层的模型预测控制系统能够实现避障时轨迹重规划功能,但生成轨迹往往不够平滑,从而导致车辆稳定性差的问题。为解决上述问题,首先,对经典的人工势场斥力模型进行改进,提... 传统的人工势场法在路径规划时没有考虑车辆的动力学约束,结合规划层的模型预测控制系统能够实现避障时轨迹重规划功能,但生成轨迹往往不够平滑,从而导致车辆稳定性差的问题。为解决上述问题,首先,对经典的人工势场斥力模型进行改进,提出了势场平滑指数概念,研究不同势场平滑指数对斥力模型的影响并且在斥力模型中考虑车辆速度对避障的影响。其次,构建了包含道路边界、可穿越障碍物、不可穿越障碍物综合势场模型,将综合势场模型作为模型预测算法规划层的避障功能函数,设计了可对障碍物分类避障的APF-MPC控制器。最后,通过CarSim/Simulink联合仿真分析APF-MPC控制器在混合障碍物场景下势场平滑指数对生成路径、车辆前轮转角、横摆角、滑移率、前轮纵向力的影响。研究结果表明:设计的APF-MPC控制器可对不同障碍物分类避障,控制器的鲁棒性强,生成路径更加平滑,车辆的稳定性和安全性得到提升。 展开更多
关键词 模型预测控制 人工势场 避障 路径规划 轨迹跟踪
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碰撞风险模型在机场OAS面优化中的应用 被引量:5
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作者 冯奎奎 葛飞 翟文鹏 《航空计算技术》 2019年第1期27-31,共5页
针对高原机场特殊地貌,应用现行障碍物评价面(Obstacle Assessment Surface,OAS)过于保守,导致机场建设成本较高或选址困难等问题;应用碰撞风险模型(Collision Risk Model,CRM),构建10-7等概率模型,并基于此通过调整OAS-W面宽度,增加OA... 针对高原机场特殊地貌,应用现行障碍物评价面(Obstacle Assessment Surface,OAS)过于保守,导致机场建设成本较高或选址困难等问题;应用碰撞风险模型(Collision Risk Model,CRM),构建10-7等概率模型,并基于此通过调整OAS-W面宽度,增加OAS-X面侧向斜率,在满足目标安全水平机场上,优化原OAS面对侧向净空区的限制。并针对某高原机场,设计改进后的OAS面绘制方法。结果表明,原有OAS面侧向额外安全裕度过大,且分布不均,应用改进后的OAS面可解决这一问题。 展开更多
关键词 Oas面优化 碰撞风险模型 障碍物评价面 机场净空
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Effective approach for outdoor obstacle detection by clustering LIDAR data context 被引量:1
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作者 王军政 乔佳楠 李静 《Journal of Beijing Institute of Technology》 EI CAS 2016年第4期483-490,共8页
A method of environment mapping using laser-based light detection and ranging (LIDAR) is proposed in this paper. This method not only has a good detection performance in a wide range of detection angles, but also fa... A method of environment mapping using laser-based light detection and ranging (LIDAR) is proposed in this paper. This method not only has a good detection performance in a wide range of detection angles, but also facilitates the detection of dynamic and hollowed-out obstacles. Essentially using this method, an improved clustering algorithm based on fast search and discovery of density peaks (CBFD) is presented to extract various obstacles in the environment map. By comparing with other cluster algorithms, CBFD can obtain a favorable number of clusterings automatically. Furthermore, the experiments show that CBFD is better and more robust in functionality and performance than the K-means and iterative self-organizing data analysis techniques algorithm (ISODATA). 展开更多
关键词 context modeling clustering algorithm based on fast search and discovery of densitypeaks(CBFD) Hull algorithm obstacle detection obstacle fusion
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A new GIS-compatible methodology for visibility analysis in digital surface models of earth sites 被引量:2
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作者 Katerina Ruzickova Jan Ruzicka Jan Bitta 《Geoscience Frontiers》 SCIE CAS CSCD 2021年第4期21-33,共13页
As a GIS tool,visibility analysis is used in many areas to evaluate both visible and non-visible places.Visibility analysis builds on a digital surface model describing the terrain morphology,including the position an... As a GIS tool,visibility analysis is used in many areas to evaluate both visible and non-visible places.Visibility analysis builds on a digital surface model describing the terrain morphology,including the position and shapes of all objects that can sometimes act as visibility barriers.However,some barriers,for example vegetation,may be permeable to a certain degree.Despite extensive research and use of visibility analysis in different areas,standard GIS tools do not take permeability into account.This article presents a new method to calculate visibility through partly permeable obstacles.The method is based on a quasi-Monte Carlo simulation with 100 iterations of visibility calculation.Each iteration result represents 1%of vegetation permeability,which can thus range from 1%to 100%visibility behind vegetation obstacles.The main advantage of the method is greater accuracy of visibility results and easy implementation on any GIS software.The incorporation of the proposed method in GIS software would facilitate work in many fields,such as architecture,archaeology,radio communication,and the military. 展开更多
关键词 Digital surface model Visibility analysis Topographic data processing obstacle object PERMEaBILITY
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Distributed robust MPC for nonholonomic robots with obstacle and collision avoidance 被引量:2
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作者 Li Dai Yanye Hao +2 位作者 Huahui Xie Zhongqi Sun Yuanqing Xia 《Control Theory and Technology》 EI CSCD 2022年第1期32-45,共14页
Considering that the inevitable disturbances and coupled constraints pose an ongoing challenge to distributed control algorithms,this paper proposes a distributed robust model predictive control(MPC)algorithm for a mu... Considering that the inevitable disturbances and coupled constraints pose an ongoing challenge to distributed control algorithms,this paper proposes a distributed robust model predictive control(MPC)algorithm for a multi-agent system with additive external disturbances and obstacle and collision avoidance constraints.In particular,all the agents are allowed to solve optimization problems simultaneously at each time step to obtain their control inputs,and the obstacle and collision avoidance are accomplished in the context of full-dimensional controlled objects and obstacles.To achieve the collision avoidance between agents in the distributed framework,an assumed state trajectory is introduced for each agent which is transmitted to its neighbors to construct the polyhedral over-approximations of it.Then the polyhedral over-approximations of the agent and the obstacles are used to smoothly reformulate the original nonconvex obstacle and collision avoidance constraints.And a compatibility constraint is designed to restrict the deviation between the predicted and assumed trajectories.Moreover,recursive feasibility of each local MPC optimization problem with all these constraints derived and input-to-state stability of the closed-loop system can be ensured through a sufficient condition on controller parameters.Finally,simulations with four agents and two obstacles demonstrate the efficiency of the proposed algorithm. 展开更多
关键词 Distributed model predictive control Robust control Multi-agent system obstacle and collision avoidance Convex optimization
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一种用于Mecanum底盘的自适应路径规划算法 被引量:1
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作者 黄晓宇 孙勇智 +2 位作者 李津蓉 刘薇 李恒通 《机械科学与技术》 北大核心 2025年第3期530-537,共8页
为解决狭小且复杂工作环境下,麦克纳姆轮自动导引车(Automated guided vehicle,AGV)最优路径规划问题,提出了一种基于麦克纳姆轮底盘运动学模型改进的A^(*)算法。首先,将麦克纳姆轮AGV等效为二维最小外接矩形,利用其全向移动特性设计路... 为解决狭小且复杂工作环境下,麦克纳姆轮自动导引车(Automated guided vehicle,AGV)最优路径规划问题,提出了一种基于麦克纳姆轮底盘运动学模型改进的A^(*)算法。首先,将麦克纳姆轮AGV等效为二维最小外接矩形,利用其全向移动特性设计路径搜索策略;其次为提高规划路径的安全性,依据模型特征构建了拓展模型避障矩阵;最后引入二维高斯核函数自适应调整算法实际代价函数和启发估计代价函数的权重系数,平衡搜索的全局性和快速性。仿真试验结果表明:改进的算法在搜索时间和安全性能均高于普通算法,提高了麦克纳姆轮AGV通过狭窄空间或转弯死角的能力,增强了路径搜索效率。 展开更多
关键词 麦克纳姆轮 a^(*)算法 外接矩形 拓展模型避障矩阵 二维高斯核函数
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Mobile Robot Combination Autonomous Behavior Strategy to Inspect Hazardous Gases in Relatively Narrow Man–Machine Environment 被引量:1
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作者 Xueshan Gao Qingfang Zhang +3 位作者 Mingkang Li Bingqing Lan Xiaolong Fu Jingye Li 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2022年第6期110-122,共13页
Selecting the optimal speed for dynamic obstacle avoidance in complex man–machine environments is a challenging problem for mobile robots inspecting hazardous gases.Consideration of personal space is important,especi... Selecting the optimal speed for dynamic obstacle avoidance in complex man–machine environments is a challenging problem for mobile robots inspecting hazardous gases.Consideration of personal space is important,especially in a relatively narrow man–machine dynamic environments such as warehouses and laboratories.In this study,human and robot behaviors in man–machine environments are analyzed,and a man–machine social force model is established to study the robot obstacle avoidance speed.Four typical man–machine behavior patterns are investigated to design the robot behavior strategy.Based on the social force model and man–machine behavior patterns,the fuzzy-PID trajectory tracking control method and the autonomous obstacle avoidance behavior strategy of the mobile robot in inspecting hazardous gases in a relatively narrow man–machine dynamic environment are proposed to determine the optimal robot speed for obstacle avoidance.The simulation analysis results show that compared with the traditional PID control method,the proposed controller has a position error of less than 0.098 m,an angle error of less than 0.088 rad,a smaller steady-state error,and a shorter convergence time.The crossing and encountering pattern experiment results show that the proposed behavior strategy ensures that the robot maintains a safe distance from humans while performing trajectory tracking.This research proposes a combination autonomous behavior strategy for mobile robots inspecting hazardous gases,ensuring that the robot maintains the optimal speed to achieve dynamic obstacle avoidance,reducing human anxiety and increasing comfort in a relatively narrow man–machine environment. 展开更多
关键词 Social force model Man–machine behavior pattern Dynamic obstacle avoidance
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Formation Control and Obstacle Avoidance for Multiple Mobile Robots 被引量:7
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作者 YANG Tian-Tian LIU Zhi-Yuan +1 位作者 CHEN Hong PEI Run 《自动化学报》 EI CSCD 北大核心 2008年第5期588-592,共5页
这篇论文为一组 nonholonomic 考虑形成控制和障碍回避的问题活动机器人。根据非最优的模型预兆的控制,二个控制算法被建议。当解决费用在工作的最佳的控制问题被结合,两个算法被提出以便他们解决每个交往的机器人的动力学。潜在的功... 这篇论文为一组 nonholonomic 考虑形成控制和障碍回避的问题活动机器人。根据非最优的模型预兆的控制,二个控制算法被建议。当解决费用在工作的最佳的控制问题被结合,两个算法被提出以便他们解决每个交往的机器人的动力学。潜在的功能被用来定义终端状态惩罚术语,和一个相应终端声明区域被加到优化限制。而且,包括稳定性和安全的主要问题也被讨论。模拟结果显示出建议控制策略的可行性。 展开更多
关键词 移动式遥控装置 信息控制 模式预测控制 智能技术
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