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染色体重组鱼群算法的机器人导航路径规划 被引量:3
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作者 毕桂 《机械设计与制造》 北大核心 2021年第6期197-201,共5页
为了减少机器人导航路径的长度、提高导航路径规划的稳定性,提出了权值可调整染色体重组鱼群算法的导航路径规划方法。在环境建模方面,提出了边探索边建模方法,最大限度地保存了机器人工作空间。在路径规划方面,建立了机器人路径规划数... 为了减少机器人导航路径的长度、提高导航路径规划的稳定性,提出了权值可调整染色体重组鱼群算法的导航路径规划方法。在环境建模方面,提出了边探索边建模方法,最大限度地保存了机器人工作空间。在路径规划方面,建立了机器人路径规划数学模型。在传统鱼群算法基础上进行了两点改进,一是提出了视觉范围和步长同步自适应调整方法,使算法探索能力和运动能力能够同步吻合调整,满足算法收敛和寻优要求;二是提出了权值可调整染色体重组方法,使鱼群能够跳出局部极值,向最优值区域靠近搜索,有利于提高算法寻优精度。同时使用改进鱼群算法与传统算法求解机器人路径规划模型,与传统鱼群算法相比,改进算法规划的最优路径长度减少了5.01%,耗时减少了约一倍,路径规划稳定性也优于传统算法。 展开更多
关键词 机器人导航规划 染色体重组 人工鱼群算法 视觉范围与步长同步自适应
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Virtual local target method for avoiding local minimum in potential field based robot navigation 被引量:9
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作者 邹细勇 诸静 《Journal of Zhejiang University Science》 EI CSCD 2003年第3期264-269,共6页
A novel robot navigation algorithm with global path generation capability is presented. Local minimum is a most intractable but is an encountered frequently problem in potential field based robot navigation.Through ap... A novel robot navigation algorithm with global path generation capability is presented. Local minimum is a most intractable but is an encountered frequently problem in potential field based robot navigation.Through appointing appropriately some virtual local targets on the journey, it can be solved effectively. The key concept employed in this algorithm are the rules that govern when and how to appoint these virtual local targets. When the robot finds itself in danger of local minimum, a virtual local target is appointed to replace the global goal temporarily according to the rules. After the virtual target is reached, the robot continues on its journey by heading towards the global goal. The algorithm prevents the robot from running into local minima anymore. Simulation results showed that it is very effective in complex obstacle environments. 展开更多
关键词 Local minimum Virtual local target RULES Potential field based robot navigation
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A Novel Robot Motion Planning Model based on Visual Navigation and Fuzzy Control
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作者 Xiaomin Wang 《International Journal of Technology Management》 2016年第9期58-60,共3页
In this paper, we propose the novel robot motion planning model based on the visual navigation and fuzzy control. A robot operating system can be viewed as the mechanical energy converter from the joint space to the g... In this paper, we propose the novel robot motion planning model based on the visual navigation and fuzzy control. A robot operating system can be viewed as the mechanical energy converter from the joint space to the global operation space, and the fiexibility of the robot system refi ects the global transformation ability of the whole system. Fuzzy control technology is a kind of fuzzy science, artificial intelligence, knowledge engineering and other disciplines interdisciplinary fields, the theory of strong science and technology, to achieve this fuzzy control technology theory, known as the fuzzy control theory. Besides this, this paper integrates the visual navigation system to construct the better robust methodology which is meaningful. 展开更多
关键词 Robot Motion Planning Model Visual Navigation Fuzzy Control.
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