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Theoretical design and dynamic simulation of new mining paths of tracked miner on deep seafloor 被引量:8
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作者 戴瑜 刘少军 《Journal of Central South University》 SCIE EI CAS 2013年第4期918-923,共6页
With comprehensive considerations of the operational safety and collection efficiency for the tracked miner collecting the seafloor poly-metallic nodules, two new improved mining paths for the miner on the deep seaflo... With comprehensive considerations of the operational safety and collection efficiency for the tracked miner collecting the seafloor poly-metallic nodules, two new improved mining paths for the miner on the deep seafloor were proposed. Compared to the conventional mining path, the design principles and superiorities of the two new paths are that the miner turning with relative long radius should avoid large sinkage and high slip, so as to ensure its operational safety, while the space between its straight-line trajectories before and after the turning is optimum, which is designed as the total width of the miner, and collect nodules as more as possible, so as to ensure its collection efficiency. To realize the new mining paths, theoretical designs and quantitative calculations were carried out to determine the exact positions for the speed controls of the miner during its whole operation process. With the new dynamic model of the miner, and through regulations of the speeds of the left and right tracks of the miner on the exact motion positions according to the theoretical calculations, the two new improved mining paths for the miner on the seafloor were successfully simulated, thus the turning radius of the miner in the simulation is about 21.8 m, while the distance between the straight-line trajectories before and after the turning is about 5.2 m. The dynamic simulation results preliminarily prove the feasibility of these two new mining paths, and further can provide important theoretical guidance and useful technical reference for the practical tracked miner operation and control on the seafloor. 展开更多
关键词 deep ocean mining tracked miner single-body model mesh element model collection efficiency mining path dynamic simulation
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Serret-Frenet frame based on path following control for underactuated unmanned surface vehicles with dynamic uncertainties 被引量:13
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作者 廖煜雷 张铭钧 万磊 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第1期214-223,共10页
The path following problem for an underactuated unmanned surface vehicle(USV) in the Serret-Frenet frame is addressed. The control system takes account of the uncertain influence induced by model perturbation, externa... The path following problem for an underactuated unmanned surface vehicle(USV) in the Serret-Frenet frame is addressed. The control system takes account of the uncertain influence induced by model perturbation, external disturbance, etc. By introducing the Serret-Frenet frame and global coordinate transformation, the control problem of underactuated system(a nonlinear system with single-input and ternate-output) is transformed into the control problem of actuated system(a single-input and single-output nonlinear system), which simplifies the controller design. A backstepping adaptive sliding mode controller(BADSMC)is proposed based on backstepping design technique, adaptive method and theory of dynamic slide model control(DSMC). Then, it is proven that the state of closed loop system is globally stabilized to the desired configuration with the proposed controller. Simulation results are presented to illustrate the effectiveness of the proposed controller. 展开更多
关键词 path following underactuated unmanned surface vehicle backstepping dynamic sliding mode control
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EZDCP:A new static task scheduling algorithm with edge-zeroing based on dynamic critical paths 被引量:1
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作者 陈志刚 华强胜 《Journal of Central South University of Technology》 2003年第2期140-144,共5页
A new static task scheduling algorithm named edge-zeroing based on dynamic critical paths is proposed. The main ideas of the algorithm are as follows: firstly suppose that all of the tasks are in different clusters; s... A new static task scheduling algorithm named edge-zeroing based on dynamic critical paths is proposed. The main ideas of the algorithm are as follows: firstly suppose that all of the tasks are in different clusters; secondly, select one of the critical paths of the partially clustered directed acyclic graph; thirdly, try to zero one of graph communication edges; fourthly, repeat above three processes until all edges are zeroed; finally, check the generated clusters to see if some of them can be further merged without increasing the parallel time. Comparisons of the previous algorithms with edge-zeroing based on dynamic critical paths show that the new algorithm has not only a low complexity but also a desired performance comparable or even better on average to much higher complexity heuristic algorithms. 展开更多
关键词 EZDCP directed ACYCLIC graph dynamic critical path TASK scheduling algorithm
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Multiple fixed-wing UAVs collaborative coverage 3D path planning method for complex areas
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作者 Mengyang Wang Dong Zhang +1 位作者 Chaoyue Li Zhaohua Zhang 《Defence Technology(防务技术)》 2025年第5期197-215,共19页
Complex multi-area collaborative coverage path planning in dynamic environments poses a significant challenge for multi-fixed-wing UAVs(multi-UAV).This study establishes a comprehensive framework that incorporates UAV... Complex multi-area collaborative coverage path planning in dynamic environments poses a significant challenge for multi-fixed-wing UAVs(multi-UAV).This study establishes a comprehensive framework that incorporates UAV capabilities,terrain,complex areas,and mission dynamics.A novel dynamic collaborative path planning algorithm is introduced,designed to ensure complete coverage of designated areas.This algorithm meticulously optimizes the operation,entry,and transition paths for each UAV,while also establishing evaluation metrics to refine coverage sequences for each area.Additionally,a three-dimensional path is computed utilizing an altitude descent method,effectively integrating twodimensional coverage paths with altitude constraints.The efficacy of the proposed approach is validated through digital simulations and mixed-reality semi-physical experiments across a variety of dynamic scenarios,including both single-area and multi-area coverage by multi-UAV.Results show that the coverage paths generated by this method significantly reduce both computation time and path length,providing a reliable solution for dynamic multi-UAV mission planning in semi-physical environments. 展开更多
关键词 Multi-fixed-wing UAVs(multi-UAV) Minimum time cooperative coverage dynamic complete coverage path planning(DCCPP) Dubins curves Improved dynamic programming algorithm(IDP)
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Dynamic formation control for autonomous underwater vehicles 被引量:6
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作者 燕雪峰 古锋 +2 位作者 宋琛 胡晓琳 潘毅 《Journal of Central South University》 SCIE EI CAS 2014年第1期113-123,共11页
Path planning and formation structure forming are two of the most important problems for autonomous underwater vehicles(AUVs) to collaborate with each other.In this work,a dynamic formation model was proposed,in which... Path planning and formation structure forming are two of the most important problems for autonomous underwater vehicles(AUVs) to collaborate with each other.In this work,a dynamic formation model was proposed,in which several algorithms were developed for the complex underwater environment.Dimension changeable particle swarm algorithm was used to find an optimized path by dynamically adjusting the number and the distribution of the path nodes.Position relationship based obstacle avoidance algorithm was designed to detour along the edges of obstacles.Virtual potential point based formation-keeping algorithm was employed by incorporating dynamic strategies which were decided by the current states of the formation.The virtual potential point was used to keep the formation structure when the AUV or the formation was deviated.Simulation results show that an optimal path can be dynamically planned with fewer path nodes and smaller fitness,even with a concave obstacle.It has been also proven that different formation-keeping strategies can be adaptively selected and the formation can change its structure in a narrow area and restore back after passing the obstacle. 展开更多
关键词 formation control path plan keep formation dynamic strategy
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Dynamic collision avoidance for cooperative fixed-wing UAV swarm based on normalized artificial potential field optimization 被引量:11
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作者 LIU Wei-heng ZHENG Xin DENG Zhi-hong 《Journal of Central South University》 SCIE EI CAS CSCD 2021年第10期3159-3172,共14页
Cooperative path planning is an important area in fixed-wing UAV swarm.However,avoiding multiple timevarying obstacles and avoiding local optimum are two challenges for existing approaches in a dynamic environment.Fir... Cooperative path planning is an important area in fixed-wing UAV swarm.However,avoiding multiple timevarying obstacles and avoiding local optimum are two challenges for existing approaches in a dynamic environment.Firstly,a normalized artificial potential field optimization is proposed by reconstructing a novel function with anisotropy in each dimension,which can make the flight speed of a fixed UAV swarm independent of the repulsive/attractive gain coefficient and avoid trapping into local optimization and local oscillation.Then,taking into account minimum velocity and turning angular velocity of fixed-wing UAV swarm,a strategy of decomposing target vector to avoid moving obstacles and pop-up threats is proposed.Finally,several simulations are carried out to illustrate superiority and effectiveness. 展开更多
关键词 fixed-wing UAV swarm cooperative path planning normalized artificial potential field dynamic obstacle avoidance local optimization
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Swarm intelligence based dynamic obstacle avoidance for mobile robots under unknown environment using WSN 被引量:4
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作者 薛晗 马宏绪 《Journal of Central South University of Technology》 EI 2008年第6期860-868,共9页
To solve dynamic obstacle avoidance problems, a novel algorithm was put forward with the advantages of wireless sensor network (WSN). In view of moving velocity and direction of both the obstacles and robots, a mathem... To solve dynamic obstacle avoidance problems, a novel algorithm was put forward with the advantages of wireless sensor network (WSN). In view of moving velocity and direction of both the obstacles and robots, a mathematic model was built based on the exposure model, exposure direction and critical speeds of sensors. Ant colony optimization (ACO) algorithm based on bionic swarm intelligence was used for solution of the multi-objective optimization. Energy consumption and topology of the WSN were also discussed. A practical implementation with real WSN and real mobile robots were carried out. In environment with multiple obstacles, the convergence curve of the shortest path length shows that as iterative generation grows, the length of the shortest path decreases and finally reaches a stable and optimal value. Comparisons show that using sensor information fusion can greatly improve the accuracy in comparison with single sensor. The successful path of robots without collision validates the efficiency, stability and accuracy of the proposed algorithm, which is proved to be better than tradition genetic algorithm (GA) for dynamic obstacle avoidance in real time. 展开更多
关键词 wireless sensor network dynamic obstacle avoidance mobile robot ant colony algorithm swarm intelligence path planning NAVIGATION
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Undrained dynamical behavior of Nanjing flake-shaped fine sand under cyclic loading 被引量:1
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作者 陈国兴 刘雪珠 战吉艳 《Journal of Central South University》 SCIE EI CAS 2008年第S2期215-221,共7页
A series of dynamic behavior tests on Nanjing flake-shaped fine sand were performed by using the WFI cyclic triaxial apparatus made in England. The dynamic behaviors of Nanjing flake-shaped fine sand under different s... A series of dynamic behavior tests on Nanjing flake-shaped fine sand were performed by using the WFI cyclic triaxial apparatus made in England. The dynamic behaviors of Nanjing flake-shaped fine sand under different static deviator stress levels and cyclic stress ratios were studied. Through comparing the effective stress path under cyclic loading with static loading, the processes of liquefaction of saturated Nanjing flake-shaped fine sand with development of dynamic pore-water pressure, including the initial compact state, compression state and dilative state, were investigated. The variation of the shear stiffness with the number of cycles and cyclic strain was investigated by analyzing the secant shear modulus in each unload-reload loop of dynamic stress-strain relationship. And by means of the exponential function, the empirical equations of the relationship between secant shear modulus Gsec, shear modulus ratio Gsec/Gmax and cyclic strain ε were established based on series of test results. The results show that according to different combinations of static deviator stress and cyclic stress, two kinds of failure patterns with deviator stress reversal or no deviator stress reversal are observed in the samples tested in this series, including cyclic mobility and the failure of accumulation residual strain. In addition, the degradation of dynamic shear modulus is due to the development of vibration pore-water pressure and it is observed that the shear modulus reduces with the progressive number of cycles. 展开更多
关键词 NANJING flake-shaped fine sand cyclic TRIAXIAL tests failure pattern effective stress path degradation of dynamic shear modulus
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Linear Quadratic Optimal Control Based on Dynamic Compensation for Rectangular Descriptor Systems 被引量:7
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作者 ZHANG Guo-Shan LIU Lei 《自动化学报》 EI CSCD 北大核心 2010年第12期1752-1757,共6页
关键词 自动化 线性二次方程 最优控制 动力补偿
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新质生产力发展水平动态演进、影响因素及提升路径 被引量:3
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作者 刘源 段丁允 +1 位作者 冯宗宪 张军 《科技进步与对策》 北大核心 2025年第12期1-13,共13页
基于2011-2022年中国内地30个省份数据,构建新质生产力指标体系并使用熵值法测度各省市以及八大综合经济区新质生产力水平,分析其动态演进趋势以及地区差异,识别新质生产力关键影响因素、逻辑关系及作用路径,并通过障碍度计算主要发展... 基于2011-2022年中国内地30个省份数据,构建新质生产力指标体系并使用熵值法测度各省市以及八大综合经济区新质生产力水平,分析其动态演进趋势以及地区差异,识别新质生产力关键影响因素、逻辑关系及作用路径,并通过障碍度计算主要发展障碍因子,提出区域新质生产力提升路径。结果显示:①生产力发展水平高的地区包括广东、北京、江苏、浙江以及山东,按区域划分,东部沿海地区新质生产力发展水平最高;②各区域新质生产力水平呈上升态势但存在较大差异,高水平地区对低水平地区存在正向空间溢出效应;③技术合作流动、未来产业布局、数字经济发展和科技创新为影响地区新质生产力发展的主要障碍因子。研究丰富了新质生产力理论分析框架,为区域因地制宜发展新质生产力提供参考借鉴。 展开更多
关键词 新质生产力 熵值法 动态演进 DEMATEL—ISM模型 提升路径
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基于DAV_DWA算法的农业机器人局部路径规划 被引量:2
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作者 汪小旵 祁子涵 +3 位作者 杨震宇 王得志 黄慧星 卢美光 《农业机械学报》 北大核心 2025年第2期105-114,共10页
为解决农业机器人在示范温室工作通道行驶中难以避让动态障碍物、易陷入局部最小值、无法到达目标点等问题,提出了基于双障碍物评价函数、自适应权重和虚拟目标法的动态窗口法(Dual obstacle cost function,adaptive weights and virtua... 为解决农业机器人在示范温室工作通道行驶中难以避让动态障碍物、易陷入局部最小值、无法到达目标点等问题,提出了基于双障碍物评价函数、自适应权重和虚拟目标法的动态窗口法(Dual obstacle cost function,adaptive weights and virtual target_dynamic window approach,DAV_DWA)来实现机器人局部路径规划。首先,采用动静双策略的避障方法,将动态和静态障碍物安全距离划分为2个评价函数,降低动态障碍物碰撞风险且防止对静态障碍物过度避障;其次,提出评价函数权重自适应策略,根据2种障碍物距离实现自适应调整各评价函数权重,以增强机器人在不同复杂环境中的路径寻优能力;最后,提出虚拟目标法,使其脱离局部最小值后继续导航,增强其对于局部最小值的路径规划能力。对比仿真试验和温室实地试验结果表明,在仿真环境中,相较于其他算法,DAV_DWA算法在保证安全性的前提下,能够在更短的时间内,以更短的路径到达目标点;温室障碍物场景中,机器人可以完成自主导航任务,且定位误差不大于0.12 m,跟踪误差不大于0.10 m,符合实际需求。 展开更多
关键词 农业机器人 路径规划 动态窗口法 参数自适应 局部最小值
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多障碍环境下巡检机器人路径规划优化研究 被引量:4
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作者 乔道迹 张艳兵 《现代电子技术》 北大核心 2025年第1期130-134,共5页
针对大规模、密集的障碍物分布,高效地搜索最佳路径是一个挑战,为规划出更短的巡检路线,并实现多障碍环境下的灵活避障,文中提出一种多障碍环境下巡检机器人路径规划优化方法。使用二维矩阵构建巡检环境模型,应用D*算法在巡检环境模型... 针对大规模、密集的障碍物分布,高效地搜索最佳路径是一个挑战,为规划出更短的巡检路线,并实现多障碍环境下的灵活避障,文中提出一种多障碍环境下巡检机器人路径规划优化方法。使用二维矩阵构建巡检环境模型,应用D*算法在巡检环境模型中进行巡检机器人路径规划,并将传统D*算法中的扩展步长方式改变为自适应扩展步长,使机器人在面积较大的巡检场地能够更快地完成巡检;将代价函数由欧氏距离替换为切比雪夫诺距离和曼哈顿距离融合的代价函数,并引入了平滑度函数优化线路规划结果,使规划的路径更为平滑,在遇到由于多种原因产生的新障碍物时可以重新规划路径。通过实验结果可知,无论是静态地图还是动态地图,该方法均可以快速准确地规划出一条最佳路线,并且在多种环境中应用该方法能够高效获取路径规划结果。 展开更多
关键词 多障碍 巡检机器人 路径规划 D*算法 动态环境 扩展节点 代价函数 扩展步长
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基于动态时间型二叉树的隐蔽通信模型
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作者 佘维 马佳伟 +3 位作者 张淑慧 程孔 刘炜 田钊 《通信学报》 北大核心 2025年第2期147-165,共19页
针对区块链隐蔽通信效率与安全问题,提出一种基于动态时间型二叉树的隐蔽通信模型。通过特定时刻动态生成时间型二叉树,利用根哈希提取随机因子为树节点分配不同的路径编码,将通信信息字符映射为编码路径及索引字段。通过将特定时刻嵌... 针对区块链隐蔽通信效率与安全问题,提出一种基于动态时间型二叉树的隐蔽通信模型。通过特定时刻动态生成时间型二叉树,利用根哈希提取随机因子为树节点分配不同的路径编码,将通信信息字符映射为编码路径及索引字段。通过将特定时刻嵌入路径编码空置位并整合至区块链交易实现隐蔽传输,接收端通过解析特定时刻重构时间型二叉树完成解码。实验结果表明,相较于同类模型,所提模型在保证安全性的同时提升了通信效率,并避免了预协商过程带来的安全隐患。 展开更多
关键词 区块链 动态时间型二叉树 路径编码 隐蔽通信
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基于蚁群-动态窗口法的无人驾驶汽车动态路径规划
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作者 郑琰 席宽 +2 位作者 巴文婷 肖玉杰 余伟 《南京信息工程大学学报》 北大核心 2025年第2期256-264,共9页
针对传统路径规划算法在无人驾驶汽车应用中搜索效率低、距离较长和路径不平滑的问题进行改进,使用改进蚁群算法最优路径的关键节点替代动态窗口法的局部目标点,并在动态窗口法评价函数中加入目标距离评价子函数,提高路径规划的效率和... 针对传统路径规划算法在无人驾驶汽车应用中搜索效率低、距离较长和路径不平滑的问题进行改进,使用改进蚁群算法最优路径的关键节点替代动态窗口法的局部目标点,并在动态窗口法评价函数中加入目标距离评价子函数,提高路径规划的效率和平滑性,同时采用路径决策方法解决全局路径失效问题,使车辆摆脱障碍困境,满足路径规划安全性的要求.改进后的蚁群算法利用起止点的位置信息使初始信息素分布不均匀,减少搜索初期阶段的时间消耗;通过维护全局最优路径和强化优秀局部路径的信息素浓度,优化信息素更新机制,提高路径探索效率;对规划路径进行二次优化,优化节点和冗余转折点,减少路径长度.仿真结果表明,相比传统路径规划算法,利用本文提出的融合算法所得到的路径在距离、平滑度和收敛性方面都具有更好的表现,且符合无人驾驶汽车安全行驶的要求. 展开更多
关键词 路径规划 蚁群算法 动态窗口法 动态避障 融合算法
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基于分段评价遗传算法的移动机器人路径规划
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作者 谢嘉 孙帅浩 +3 位作者 李永国 梁锦涛 金昌兵 陈学飞 《传感技术学报》 北大核心 2025年第6期1064-1071,共8页
针对传统遗传算法在处理路径规划问题时存在适应性差、收敛速度慢和易早熟等问题,提出一种基于分段评价路径的改进遗传算法。设计一种动态权重适应度函数,在线调节参数并考虑坡度因素,来增强算法对复杂环境的适应能力;提出一种新的交叉... 针对传统遗传算法在处理路径规划问题时存在适应性差、收敛速度慢和易早熟等问题,提出一种基于分段评价路径的改进遗传算法。设计一种动态权重适应度函数,在线调节参数并考虑坡度因素,来增强算法对复杂环境的适应能力;提出一种新的交叉变异方式,分段评价个体后进行有选择性的交叉和变异,提升算法的寻优能力,加快收敛速度;采用模糊控制在线调节交叉变异概率,避免算法早熟;引入删除算子剔除冗余节点,提高最优解的平滑性;在20×20和30×30地图环境上进行仿真实验,结果表明所提算法具有更强的适应能力,改进型交叉变异能更快地搜索到更优路径,在线调节交叉变异概率很好地避免了算法早熟,最终解在路径长度、收敛速度及平滑度上均有提升。 展开更多
关键词 路径规划 分段评价路径 改进遗传算法 动态权重适应度函数 选择性交叉变异 模糊控制
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卫星导航平地机动态扩展邻域路径规划方法研究
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作者 奚小波 金佳俊 +3 位作者 王昱 韩连杰 邹贇涵 张瑞宏 《农业机械学报》 北大核心 2025年第8期419-426,478,共9页
针对当前卫星导航平地机路径规划方法存在的规划路径冗长导致作业效率低的问题,提出了一种动态扩展邻域路径规划方法。首先,基于农田三维模型,划定与平地铲幅宽匹配的网格大小,计算基准高程并采用方网格加权平均法计算待作业农田土方量... 针对当前卫星导航平地机路径规划方法存在的规划路径冗长导致作业效率低的问题,提出了一种动态扩展邻域路径规划方法。首先,基于农田三维模型,划定与平地铲幅宽匹配的网格大小,计算基准高程并采用方网格加权平均法计算待作业农田土方量,生成土方网格图;然后,以提高平地作业效率为目标,确立避免平地铲超载与空载、减少转弯次数、减小转弯角度的路径规划原则;接着,引入邻域矩阵L_(nR),不断扩展L_(nR)以搜寻其中满足不超载不空载条件的所有网格,选择转弯角度最小的下一工作网格;最后,更新已作业网格数据,判定对应网格平整情况,实现单次遍历全域覆盖,并生成最佳工作路径。仿真试验结果表明,与S形路线、外螺旋形路线相比,该方法规划路径的路径长度分别缩短66.4%、75.6%,转弯次数分别减少16.9%、39.4%,转弯角度分别减小14.4%、37.6%,工作遍历次数仅1次,其在不同平整度要求下工作效率均较高,尤其在精细平整要求下能最快实现完全平整。研究结果可为卫星导航平地机路径规划方法提供参考。 展开更多
关键词 卫星导航平地机 路径规划 动态扩展邻域 平整率
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基于改进混合A^(*)算法在动态环境中的快速路径规划
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作者 谭光兴 黄磊昌 李明泽 《现代电子技术》 北大核心 2025年第19期136-142,共7页
为了提高阿克曼底盘无人车的路径规划效率以及在路径跟踪过程中的局部路径规划和避障能力,并降低路径重规划的时间,文中提出一种基于改进混合A^(*)算法的路径规划方法。首先,通过障碍物K-D树得到当前位置特定范围内的障碍物距离和密度状... 为了提高阿克曼底盘无人车的路径规划效率以及在路径跟踪过程中的局部路径规划和避障能力,并降低路径重规划的时间,文中提出一种基于改进混合A^(*)算法的路径规划方法。首先,通过障碍物K-D树得到当前位置特定范围内的障碍物距离和密度状态,根据该状态计算混合A^(*)算法的动态扩展步长和转向角度离散值,提高节点扩展的效率;其次,通过反向路径规划,实现前次搜索节点数据的复用,将数据处理后作为局部路径规划的初始数据,减少节点扩展数量;最后,使用贝塞尔曲线对路径进行平滑处理。仿真实验结果表明:改进后的算法在全局路径规划和局部路径规划中有效减少了扩展节点数和运行时间,无人车能够实现在动态环境中快速进行局部路径规划和避障。 展开更多
关键词 动态节点扩展 反向路径规划 扩展列表复用 局部路径规划 动态避障 改进混合A^(*)算法
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基于通道动态窗口法的避障方法
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作者 刘春玲 刘佳昕 郭楷文 《计算机应用研究》 北大核心 2025年第2期501-506,共6页
针对移动机器人在复杂室内环境下的局部路径规划算法会面临躲避动态障碍物效率低、绕路及不能抵达目标点的问题,提出了一种解决室内路径规划的通道动态窗口算法。该方法选用基于密度的应用噪声空间聚类算法(DBSCAN)先对障碍物分割,在相... 针对移动机器人在复杂室内环境下的局部路径规划算法会面临躲避动态障碍物效率低、绕路及不能抵达目标点的问题,提出了一种解决室内路径规划的通道动态窗口算法。该方法选用基于密度的应用噪声空间聚类算法(DBSCAN)先对障碍物分割,在相邻障碍物之间建立通道,并将生成的通道离散化生成一系列的通道点。通过设计的通道点评价函数,选择出最优通道点作为动态窗口法的临时通道点,为动态窗口法提供正确的方向。采用通道动态窗口法对真实环境中的ROS机器人进行路径规划,结果表明,通道动态窗口法在路径长度、运行时间和采样次数的性能上均优于动态窗口法,表现出更强的适应性和鲁棒性,避免了移动机器人躲避障碍物不及时和陷入局部位置的问题。该算法既能独立执行局部路径规划任务,也能与A算法相结合进行全局路径规划。 展开更多
关键词 室内路径规划 动态窗口法 通道 局部路径规划 移动机器人
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融合改进A*和动态窗口法的无人机路径规划
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作者 贺勇 侯体成 曾子望 《机械科学与技术》 北大核心 2025年第9期1668-1676,共9页
为了解决传统A*算法搜索效率低、路径不平滑、不具备避障能力等问题,结合A*和动态窗口法,提出具有全局引导的双层规划G-DWA*算法。首先,定义障碍物覆盖率模型,动态调整A*算法启发函数的权重系数,设计视线算法提取路径关键点。然后,引入... 为了解决传统A*算法搜索效率低、路径不平滑、不具备避障能力等问题,结合A*和动态窗口法,提出具有全局引导的双层规划G-DWA*算法。首先,定义障碍物覆盖率模型,动态调整A*算法启发函数的权重系数,设计视线算法提取路径关键点。然后,引入折扣因子改进动态窗口法的原始评价子函数,并提出新的速度平滑和轨迹相似度评价指标。最后,将改进A*算法提取的关键路径节点作为改进动态窗口法的中间引导点,同时计算每个引导点的作用范围,为局部规划提供全局引导。实验结果表明,G-DWA*算法可以明显提升无人机自主路径规划的快速性、平滑性,能在全局最优的基础上,规避未知障碍物,能更好地满足军事等复杂规划任务的要求。 展开更多
关键词 无人机 A~*算法 动态窗口法 路径规划
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基于改进A^(*)和DWA融合的机器人路径规划
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作者 崔鹏鹏 张梅 周伸伸 《传感器与微系统》 北大核心 2025年第7期144-148,154,共6页
针对传统A^(*)算法在复杂环境中存在的路径冗余、贴近障碍物及动态避障不足等问题,以及动态窗口法(DWA)算法易陷入局部最优、动态响应滞后等问题,本文提出一种改进A^(*)与DWA算法融合的路径规划算法,融合算法将全局路径关键节点与动态... 针对传统A^(*)算法在复杂环境中存在的路径冗余、贴近障碍物及动态避障不足等问题,以及动态窗口法(DWA)算法易陷入局部最优、动态响应滞后等问题,本文提出一种改进A^(*)与DWA算法融合的路径规划算法,融合算法将全局路径关键节点与动态避障结合,兼顾全局最优与动态适应性。在全局规划中,改进A^(*)算法通过自适应评价函数动态调整启发式权重,引入安全距离惩罚项与障碍物密度感知机制,来优化路径安全性与平滑性,并结合线段可达性检测策略消除冗余转折点;在局部规划中,改进DWA算法通过多目标评价函数融合全局路径跟踪、障碍物距离及轨迹平滑性指标,增强避障灵活性与实时性。实验结果表明,该算法在路径全局最优性、动态避障效率及轨迹平滑度方面均表现出显著优势。 展开更多
关键词 机器人路径规划 改进A^(*)算法 改进动态窗口法算法 融合算法 动态避障
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