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Target Path Tracking Method of Intelligent Vehicle Based on Competitive Cooperative Game
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作者 SONG Chongzhi NIU Limin 《Instrumentation》 2022年第1期31-40,共10页
To improve intelligent vehicle drive performance and avoid vehicle side-slip during target path tracking,a linearized four-wheel vehicle model is adopted as a predictive control model,and an intelligent ve-hicle targe... To improve intelligent vehicle drive performance and avoid vehicle side-slip during target path tracking,a linearized four-wheel vehicle model is adopted as a predictive control model,and an intelligent ve-hicle target path tracking method based on a competitive cooperative game is proposed.The design variables are divided into different strategic spaces owned by each player by calculating the affecting factors of the design variables with objective functions and fuzzy clustering.Based on the competitive cooperative game model,each game player takes its payoff as a mono-objective to optimize its own strategic space and obtain the best strategy to deal with others.The best strategies were combined into the game strategy set.Considering the front wheel angle and side slip angle increment constraint,tire side-slip angle,and tire side slip deflection dynamics,it took the path tracking state model was used as the objective,function and the calculation was validated by competitive cooperative game theory.The results demonstrated the effectiveness of the proposed algorithm.The experimental results show that this method can track an intelligent vehicle quickly and steadily and has good real-time per-formance. 展开更多
关键词 Intelligent Vehicle target path Tracking Competitive Cooperative Game Model Predictive Control
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Elevation estimation for low-angle target based on reffection paths suppression 被引量:2
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作者 Hou Yuguan Shen Yiying Zhang Zhongzhao 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2008年第1期71-75,共5页
In the signal processing for metrewave radar, the reflection paths of target echoes can cause severe error in the elevation estimation for the low-angle target tracking. The exact angles of the reflection paths are un... In the signal processing for metrewave radar, the reflection paths of target echoes can cause severe error in the elevation estimation for the low-angle target tracking. The exact angles of the reflection paths are unknown beforehand, and therefore, the reflection paths can not be suppressed easily. Therefore, in this article, an improved reflection paths suppression approach is presented. A block matrix aggregate is constructed based on the possible angles of the reflection paths. Combined with the beamforming-like processing, a generalized maximum likelihood estimation is derived to optimize the estimation. Moreover, the noise reduction method based on the Toeplitz covariance matrix is used for better performance. This approach is applied to the real data collected by the low-angle tracking radar with 8-channel vertical array. The experiment results show that the reflection effects are reduced and the accuracy of the elevation estimate is improved. 展开更多
关键词 elevation estimation low-angle target tracking reflection paths suppression generalized maximum likelihood estimation.
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A Modified Four Path Method for Calculating Coupling Field of Super-Low Altitude Aircraft Target
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作者 Gaoxiang Zou Chuangming Tong +2 位作者 Binglin Yu Hualong Sun Tao Song 《Journal of Computer and Communications》 2018年第12期64-73,共10页
A novel modified four path method (FPM) is presented for calculating coupling field of super-low altitude aircraft target. Based on the hybrid method PO + MEC (Physical Optics and Method of Equivalent Currents), the a... A novel modified four path method (FPM) is presented for calculating coupling field of super-low altitude aircraft target. Based on the hybrid method PO + MEC (Physical Optics and Method of Equivalent Currents), the antenna radiation pattern is introduced to consider the multipath interference from side lobe of seeker. The modified FPM is used to calculate the coupling field from super-low altitude aircraft target above different terrestrial environments. The curves of scattering coefficient are analyzed. The influences of height of target, root mean square (RMS), and incident angle on coupling field characteristics are discussed. The simulation results can be used for reference in detection for super-low altitude target and optimization for radar system. 展开更多
关键词 MODIFIED FOUR path Method Antenna Radiation Pattern Super-Low ALTITUDE AIRCRAFT target Coupling Field BREWSTER Angle
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基于TR-RRT算法的机械臂路径规划研究
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作者 宋仁捷 葛长青 +1 位作者 张东阳 苗建军 《沈阳理工大学学报》 2026年第1期17-23,共7页
为使机器人在复杂环境中高效执行任务,不仅要求其具备一定的算力基础,还需对路径规划算法进行有效优化。针对传统RRT算法用于复杂环境时存在计算量庞大及路径搜索效率低下等问题,提出一种目标约束RRT(target restraint RRT,TR-RRT)算法... 为使机器人在复杂环境中高效执行任务,不仅要求其具备一定的算力基础,还需对路径规划算法进行有效优化。针对传统RRT算法用于复杂环境时存在计算量庞大及路径搜索效率低下等问题,提出一种目标约束RRT(target restraint RRT,TR-RRT)算法,通过引入目标偏置、约束点引导、冗余点移除、动态步长、三次样条插值等策略,增强搜索能力,提高搜索效率,并对规划的路径进行平滑处理。为验证本文改进算法的性能,分别在二维、三维环境以及Gazebo环境中进行仿真实验,并与RRT、RRT-Connect、Informed-RRT^(*)算法进行比较,结果表明,本文改进算法在不同实验环境下的规划时间和路径长度及节点数量均优于对比算法,显著提高了路径规划的效率与稳定性。 展开更多
关键词 RRT算法 路径规划 目标偏置 动态步长
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新形势下规范税收优惠政策:目标、问题与路径
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作者 詹新宇 黄蕾 《中山大学学报(社会科学版)》 北大核心 2026年第1期14-23,共10页
我国税收优惠政策涉及税种多、惠及主体广、政策导向强,已成为实施宏观调控、推动高质量发展的核心政策工具之一。然而在经济增速放缓和减税降费已实施多年的背景下,税收优惠政策可持续性面临挑战,亟须进一步规范。在“十五五”时期的... 我国税收优惠政策涉及税种多、惠及主体广、政策导向强,已成为实施宏观调控、推动高质量发展的核心政策工具之一。然而在经济增速放缓和减税降费已实施多年的背景下,税收优惠政策可持续性面临挑战,亟须进一步规范。在“十五五”时期的新形势下,规范税收优惠政策面临着更高的现实要求,更多元的目标定位,以及更加严峻复杂的挑战,需要瞄准体制机制、政策设计、政策执行等重点问题,从完善政策制定机制、加强政策协同、强化政策执行与监管、数字技术赋能增效等方面进一步探索规范税收优惠政策的实践路径。 展开更多
关键词 税收优惠 政策规范 目标定位 实践路径
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基于深度学习的无人机工程巡检关键技术与应用研究
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作者 胡建松 王飞江 +2 位作者 裘奔放 鲁顶枫 齐岩 《山西建筑》 2026年第1期126-132,共7页
随着人工智能与深度学习技术的迅速发展,无人机智能巡检已成为复杂环境下设备检测与状态感知的重要手段。以深度学习为核心驱动力,从系统架构与关键算法两方面对无人机智能巡检的研究进展进行了系统分析。重点综述了目标检测、缺陷识别... 随着人工智能与深度学习技术的迅速发展,无人机智能巡检已成为复杂环境下设备检测与状态感知的重要手段。以深度学习为核心驱动力,从系统架构与关键算法两方面对无人机智能巡检的研究进展进行了系统分析。重点综述了目标检测、缺陷识别、路径规划及云-边-端协同等关键技术,并对典型算法性能进行了定量对比。研究表明,基于深度学习的目标检测方法在典型巡检数据集mAP@0.5可达95.1%,相比人工巡检方法检测准确率提升约30%,处理效率提高6倍以上;融合深度强化学习的路径规划算法在动态环境中的避障成功率达97.3%,平均计算耗时0.65 s;在计算架构层面,云-边-端协同模式推理延迟为较端侧独立模式降低约9.5%,协同效率提升82%,带宽利用率提高至68%,实现了性能与资源利用的平衡优化。总体来看,深度学习赋能的无人机智能巡检在检测精度、实时性与自主决策方面均较传统方法显著提升,但仍面临小目标识别、算力受限与多源信息融合效率低等挑战。 展开更多
关键词 深度学习 无人机智能巡检 目标检测 路径规划 边缘计算
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基于改进RRT^(*)算法的移动机器人路径规划算法研究
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作者 王轩杰 周伟 +1 位作者 陈桃 赵艳祥 《现代电子技术》 北大核心 2026年第2期163-170,共8页
随着智能机器人技术的不断发展,路径规划已经成为移动机器人自主导航的关键研究领域。RRT^(*)算法作为一种经典的采样基路径规划算法,被广泛应用于路径规划任务中。然而,RRT^(*)算法在实际应用中仍然存在收敛速度慢、节点扩展随机性高... 随着智能机器人技术的不断发展,路径规划已经成为移动机器人自主导航的关键研究领域。RRT^(*)算法作为一种经典的采样基路径规划算法,被广泛应用于路径规划任务中。然而,RRT^(*)算法在实际应用中仍然存在收敛速度慢、节点扩展随机性高等问题,影响了其在复杂环境中的效率和路径质量。为解决这些问题,提出一种改进的RRT^(*)算法,旨在提高移动机器人路径规划性能。改进的算法通过引入目标偏置采样和碰撞修正采样策略,结合自适应步长机制,并对生成路径进行冗余节点删除优化,从而提升了算法在多种环境中的适应性和搜索能力。实验结果表明,改进后的RRT^(*)算法在不同环境下均表现出优异性能,显著提高了搜索速度和计算效率。该研究成果对增强移动机器人的自主导航能力具有重要的参考价值。 展开更多
关键词 移动机器人 路径规划 改进RRT^(*) 目标偏置采样 碰撞修正采样 自适应步长 冗余节点删除
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Modeling of UAV path planning based on IMM under POMDP framework 被引量:4
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作者 YANG Qiming ZHANG Jiandong SHI Guoqing 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2019年第3期545-554,共10页
In order to enhance the capability of tracking targets autonomously of unmanned aerial vehicle (UAV), the partially observable Markov decision process (POMDP) model for UAV path planning is established based on the PO... In order to enhance the capability of tracking targets autonomously of unmanned aerial vehicle (UAV), the partially observable Markov decision process (POMDP) model for UAV path planning is established based on the POMDP framework. The elements of the POMDP model are analyzed and described. The state transfer law in the model can be described by the method of interactive multiple model (IMM) due to the diversity of the target motion law, which is used to switch the motion model to accommodate target maneuvers, and hence improving the tracking accuracy. The simulation results show that the model can achieve efficient planning for the UAV route, and effective tracking for the target. Furthermore, the path planned by this model is more reasonable and efficient than that by using the single state transition law. 展开更多
关键词 PARTIALLY OBSERVABLE MARKOV decision process (POMDP) interactive multiple model (IMM) filtering path planning target tracking state transfer law
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Optimal search for moving targets with sensing capabilities using multiple UAVs 被引量:13
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作者 Xiaoxuan Hu Yanhong Liu Guoqiang Wang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2017年第3期526-535,共10页
This paper studies the problem of using multiple unmanned air vehicles (UAVs) to search for moving targets with sensing capabilities. When multiple UAVs (multi-UAV) search for a number of moving targets in the mission... This paper studies the problem of using multiple unmanned air vehicles (UAVs) to search for moving targets with sensing capabilities. When multiple UAVs (multi-UAV) search for a number of moving targets in the mission area, the targets can intermittently obtain the position information of the UAVs from sensing devices, and take appropriate actions to increase the distance between themselves and the UAVs. Aiming at this problem, an environment model is established using the search map, and the updating method of the search map is extended by considering the sensing capabilities of the moving targets. A multi-UAV search path planning optimization model based on the model predictive control (MPC) method is constructed, and a hybrid particle swarm optimization algorithm with a crossover operator is designed to solve the model. Simulation results show that the proposed method can effectively improve the cooperative search efficiency and can find more targets per unit time compared with the coverage search method and the random search method. 展开更多
关键词 unmanned air vehicle (UAV) moving target search model predictive control path planning hybrid particle swarm optimization
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Current Situations of Agricultural Sci-tech Innovation and Development Path in Nantong
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作者 YUAN Chun-xin SUN Qing-shan +3 位作者 QIU Hai-rong ZHU Hai-yan TANG Ming-xia XUE Chen-xia 《Asian Agricultural Research》 2012年第11期39-43,49,共6页
Nantong is a typical region of large population and little land.The conflict between resources and environment is growing.Thus,the improvement of independent innovation ability based on current situations,oriented tow... Nantong is a typical region of large population and little land.The conflict between resources and environment is growing.Thus,the improvement of independent innovation ability based on current situations,oriented towards the future and relying on scientific and technological force directly decides the effect of strong economic city construction.Through analysis on achievements of agricultural sci-tech innovation works,existing problems and demand for developing modern agriculture in Nantong,we present development ideas,target orientation and basic principles of agricultural sci-tech innovation works in Nantong,and put forward eight paths. 展开更多
关键词 AGRICULTURAL SCI-TECH INNOVATION CURRENT SITUATION
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From anti-poverty to revitalization: Exploring the path of sustainable development in poverty-stricken areas
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作者 YANG Yong LI Shi-ran 《Ecological Economy》 2019年第1期66-74,共9页
On the basis of analyzing the internal logic of rural revitalization and targeted poverty alleviation, it has made a path analysis of the decision-making to overcome poverty and effectively strengthen the rural revita... On the basis of analyzing the internal logic of rural revitalization and targeted poverty alleviation, it has made a path analysis of the decision-making to overcome poverty and effectively strengthen the rural revitalization. Grasping the internal unity of Marxism and the socialist theory system with Chinese characteristics, profoundly expounding the 'comprehensive' rural revitalization and 'concentration'targeted poverty alleviation, 'long-term' rural revitalization and 'stage' targeted poverty alleviation, and'active' rural revitalization Corresponding to the 'passive' targeted poverty alleviation, it corresponds to the philosophical logic of the materialist dialectic, the law of the unity of opposites, the law of mutual change of quality, and the law of negation of negation. It points out the path of targeted poverty alleviation work under the rural revitalization strategy: scientifically compiling the functional spatial planning of poor rural areas;party building leads the transformation of concepts;industrial development is expanding in depth;and public services are advancing to market. 展开更多
关键词 rural REVITALIZATION targetED POVERTY alleviation POVERTY-STRICKEN areas path selection
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Quadratic Programming-based Approach for Autonomous Vehicle Path Planning in Space 被引量:1
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作者 CHEN Yang HAN Jianda WU Huaiyu 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2012年第4期665-673,共9页
Path planning for space vehicles is still a challenging problem although considerable progress has been made over the past decades.The major difficulties are that most of existing methods only adapt to static environm... Path planning for space vehicles is still a challenging problem although considerable progress has been made over the past decades.The major difficulties are that most of existing methods only adapt to static environment instead of dynamic one,and also can not solve the inherent constraints arising from the robot body and the exterior environment.To address these difficulties,this research aims to provide a feasible trajectory based on quadratic programming(QP) for path planning in three-dimensional space where an autonomous vehicle is requested to pursue a target while avoiding static or dynamic obstacles.First,the objective function is derived from the pursuit task which is defined in terms of the relative distance to the target,as well as the angle between the velocity and the position in the relative velocity coordinates(RVCs).The optimization is in quadratic polynomial form according to QP formulation.Then,the avoidance task is modeled with linear constraints in RVCs.Some other constraints,such as kinematics,dynamics,and sensor range,are included.Last,simulations with typical multiple obstacles are carried out,including in static and dynamic environments and one of human-in-the-loop.The results indicate that the optimal trajectories of the autonomous robot in three-dimensional space satisfy the required performances.Therefore,the QP model proposed in this paper not only adapts to dynamic environment with uncertainty,but also can satisfy all kinds of constraints,and it provides an efficient approach to solve the problems of path planning in three-dimensional space. 展开更多
关键词 path planning in three-dimensional space obstacle avoidance target pursuit relative velocity coordinates quadratic programming
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基于改进RRT的协作机器人避障路径规划研究
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作者 刘哲 何俊杰 +1 位作者 王天琪 王志刚 《组合机床与自动化加工技术》 北大核心 2025年第11期38-42,48,共6页
为了提升协作机器人在复杂多障碍环境中的避障路径规划效率和成功率,通过几何包络法构建了碰撞检测模型,并提出了一种基于扩展动作选择策略融合优化目标偏置策略的改进RRT算法。在传统RRT算法基础上设置一个目标偏置阈值,通过概率值P与... 为了提升协作机器人在复杂多障碍环境中的避障路径规划效率和成功率,通过几何包络法构建了碰撞检测模型,并提出了一种基于扩展动作选择策略融合优化目标偏置策略的改进RRT算法。在传统RRT算法基础上设置一个目标偏置阈值,通过概率值P与阈值大小对比,选择扩展动作,同时为解决局部最优问题引入优化目标偏置策略,通过将X′_(goal)和X_(rand)的矢量合成,确定最终的扩展方向;结合自适应步长,减少搜索时间,提高效率;对冗余节点进行删除,并采用三次B样条插值优化,提高协作机器人轨迹的柔顺性。通过与传统RRT和RRT^(*)算法进行仿真对比,发现路径长度和搜索时间均有显著下降。仿真结果显示,协作机器人在复杂的多障碍环境中表现出较强的适应性,路径搜索的成功率优于传统算法,同时与RRT算法相比,平均路径搜索时间显著缩短,从而提高了算法的效率和成功率。 展开更多
关键词 协作机器人 避障路径规划 优化目标偏置策略 RRT算法
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Computational Studies on Detecting a Diffusing Target in a Square Region by a Stationary or Moving Searcher
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作者 Hongyun Wang Hong Zhou 《American Journal of Operations Research》 2015年第2期47-68,共22页
In this paper, we compute the non-detection probability of a randomly moving target by a stationary or moving searcher in a square search region. We find that when the searcher is stationary, the decay rate of the non... In this paper, we compute the non-detection probability of a randomly moving target by a stationary or moving searcher in a square search region. We find that when the searcher is stationary, the decay rate of the non-detection probability achieves the maximum value when the searcher is fixed at the center of the square search region;when both the searcher and the target diffuse with significant diffusion coefficients, the decay rate of the non-detection probability only depends on the sum of the diffusion coefficients of the target and searcher. When the searcher moves along prescribed deterministic tracks, our study shows that the fastest decay of the non-detection probability is achieved when the searcher scans horizontally and vertically. 展开更多
关键词 Diffusing target Non-Detection PROBABILITY SEARCH Theory Optimal SEARCH path
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基于前置动目标的固定翼无人机编队航路跟踪制导方法
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作者 温求遒 杨汇韬 彭飞 《北京理工大学学报》 北大核心 2025年第12期1223-1238,共16页
针对目前固定翼无人机编队航路跟踪方法对复杂航路适应性差、跟踪和编队保持精度较低的不足,提出了一种基于前置动目标的编队航路跟踪制导方法.以单机航路跟踪需求为基础,提出一种基于前置动目标的航路跟踪策略,并根据编队参数、航路信... 针对目前固定翼无人机编队航路跟踪方法对复杂航路适应性差、跟踪和编队保持精度较低的不足,提出了一种基于前置动目标的编队航路跟踪制导方法.以单机航路跟踪需求为基础,提出一种基于前置动目标的航路跟踪策略,并根据编队参数、航路信息进一步扩展得到多无人机编队航路跟踪策略,实现无人机集群的编队保持和航路跟踪飞行.根据李雅普诺夫第二法证明了该方法的收敛性和渐进稳定特性.数学仿真实验证明,该方法能实现稳定的编队航路跟踪,且与基于PID位置控制的方法、向量场法和现有前置动目标法相比,能显著提升航路跟踪和编队保持的精度和稳定性,使编队在转弯曲率不固定、变化复杂的航路上协同转弯时有更好的适应性. 展开更多
关键词 固定翼无人机 编队控制 航路跟踪 动目标
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基于BLF的浅水效应下无人船自适应路径跟踪控制 被引量:2
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作者 郭强 王嘉琪 +1 位作者 张显库 马道成 《中国舰船研究》 北大核心 2025年第1期263-271,共9页
[目的]旨在解决无人船于浅水域路径跟踪控制中面临的路径依赖约束问题。[方法]基于精确安全需求设立航行过程中的性能与可行性约束条件。针对控制器对路径参数的依赖问题和收敛需求,结合障碍李雅普诺夫函数(BLF)及固定时间收敛策略,设... [目的]旨在解决无人船于浅水域路径跟踪控制中面临的路径依赖约束问题。[方法]基于精确安全需求设立航行过程中的性能与可行性约束条件。针对控制器对路径参数的依赖问题和收敛需求,结合障碍李雅普诺夫函数(BLF)及固定时间收敛策略,设计一种依赖于路径参数、能够在固定时间内收敛的控制器,采用径向基神经网络(RBFNN)和自适应鲁棒项处理非线性项与环境干扰。通过“大智”号智能无人船模型模拟浅水效应环境进行仿真验证。[结果]结果显示,在不违反约束要求的前提下,路径跟踪误差能够快速收敛到预定区域,在收敛速度和精度上优于无约束的情况,证明了控制器的有效性和鲁棒性。[结论]所提控制策略在解决船舶路径依赖约束问题上,能够确保固定时间内实现精确的路径跟踪,具有理论和实际应用价值。未来可进一步优化以适应更复杂的水域环境和更高精度的路径跟踪任务。 展开更多
关键词 无人船 导航 路径规划 目标跟踪 路径跟踪控制 约束优化 输出约束控制 浅水效应
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改进Informed RRT^(*)算法移动机器人路径规划 被引量:3
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作者 鲁宇明 周羽逵 +2 位作者 郭鑫 池吕庭 戴骏 《计算机工程与应用》 北大核心 2025年第8期283-293,共11页
Informed RRT^(*)算法对初始解不敏感,规划出的路径太接近障碍物,导致路径不平滑。提出一种改进的Informed RRT^(*)路径规划算法,该算法改进了约束采样空间和引导策略。在采样初期,将采样区域限制在一个圆形区域,加快初始解收敛,在算法... Informed RRT^(*)算法对初始解不敏感,规划出的路径太接近障碍物,导致路径不平滑。提出一种改进的Informed RRT^(*)路径规划算法,该算法改进了约束采样空间和引导策略。在采样初期,将采样区域限制在一个圆形区域,加快初始解收敛,在算法规划的过程中引入人工势场中引力场和斥力场的思想,使机器人与障碍物保持安全距离,并向目标位置行进。对Informed RRT^(*)算法和基于目标偏置的Informed RRT^(*)算法(Goal-bias-Informed RRT^(*))以及改进后的Informed RRT^(*)算法进行比较实验,实验结果验证了改进后Informed RRT^(*)算法的有效性和优越性及稳定性。该算法较Informed RRT^(*)算法和Goal-bias-Informed RRT^(*)效率更高、更容易得到初始解、更安全、更平滑、更稳定。 展开更多
关键词 移动机器人 路径规划 随机采样 Informed RRT^(*)算法 目标偏置 约束采样空间
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改进RRT^(*)算法在复杂环境下的路径规划研究
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作者 韩毅 孔米闯 +2 位作者 李建庆 秦瑞泽 姚静彤 《重庆理工大学学报(自然科学)》 北大核心 2025年第9期13-22,共10页
针对传统RRT^(*)算法在复杂环境下规划路径时存在算法效率低、采样随机等问题,提出一种改进RRT^(*)算法(ADBI-RRT^(*))。加入目标偏置策略减少算法采样的随机性,引入改进的人工势场法增强算法目标导向性,赋予随机树快速跳出局部最优的能... 针对传统RRT^(*)算法在复杂环境下规划路径时存在算法效率低、采样随机等问题,提出一种改进RRT^(*)算法(ADBI-RRT^(*))。加入目标偏置策略减少算法采样的随机性,引入改进的人工势场法增强算法目标导向性,赋予随机树快速跳出局部最优的能力;然后采用双向生长策略,并基于距离阈值连接双树提高算法效率;在得到初始路径后,根据三角形原理剔除路径上的冗余点,同时结合线性插值与B样条曲线对路径进行平滑处理,提高路径质量。在不同环境下,通过Matlab软件将ADBI-RRT^(*)算法与传统RRT算法、RRT^(*)算法、某已有改进算法比较,发现ADBI-RRT^(*)算法能有效地减少路径生成时间和迭代次数,缩短路径长度,使路径更平滑。 展开更多
关键词 路径规划 ADBI-RRT^(*)算法 目标偏置 改进人工势场 距离阈值
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改进PSO-PH-RRT^(*)算法在智能车路径规划中的应用 被引量:3
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作者 蒋启龙 许健 《东北大学学报(自然科学版)》 北大核心 2025年第3期12-19,共8页
在机器人控制、智能车自主导航等应用场景中,路径规划需要考虑到环境中的障碍物、地形等因素.针对路径规划中快速拓展随机树(RRT)算法拓展目标方向盲目、效率较低的问题,提出了基于粒子群算法优化的均匀概率快速拓展随机树(PSO-PH-RRT^(... 在机器人控制、智能车自主导航等应用场景中,路径规划需要考虑到环境中的障碍物、地形等因素.针对路径规划中快速拓展随机树(RRT)算法拓展目标方向盲目、效率较低的问题,提出了基于粒子群算法优化的均匀概率快速拓展随机树(PSO-PH-RRT^(*))算法.该算法在基于均匀概率的快速拓展随机树(PHRRT^(*))算法的基础上,利用粒子群算法更新方向概率作为随机树节点的速度方向,从而改善了节点的位置更新策略,并将节点到目标向量的距离和轨迹平滑度作为粒子群算法的适应度函数.最后在多种障碍环境下进行仿真.结果表明,PSO-PH-RRT^(*)算法能大大减少迭代时间成本,同时改善路径长度和平滑度. 展开更多
关键词 路径规划 RRT算法 改进粒子群优化算法 目标向量 代价函数 适应度函数
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