A Universal Reactive Approach for Graph-Based Persistent Path Planning Problems With Temporal Logic Constraints

IF 8.7 1区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS
Tong Wang;Yuanhao Li;Panfeng Huang
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引用次数: 0

Abstract

This article introduces a reactive methodology tailored for a wide range of practical graph-based path planning applications. In these scenarios, a robot with limited sensor capabilities traverses an undirected graph to optimize metrics related to task duration. This article formalizes these challenges as graph-based persistent path planning problems with temporal logical constraints and proposes a comprehensive persistence planning framework. A novel universal algorithm with quadratic time complexity is designed, striking an optimal balance between accuracy and computational efficiency by establishing a new decision space. Theoretical analysis verifies the algorithm’s convergence and generality, especially for patrol, persistent surveillance, and watchman routing tasks. Moreover, the proposed algorithm is evaluated across various simulation scenarios, demonstrating its effectiveness in addressing complex path planning challenges.
具有时间逻辑约束的基于图的持久路径规划问题的通用响应方法
本文介绍了一种为广泛的基于图的路径规划应用量身定制的响应式方法。在这些场景中,具有有限传感器功能的机器人遍历无向图以优化与任务持续时间相关的指标。本文将这些挑战形式化为具有时间逻辑约束的基于图的持久路径规划问题,并提出了一个全面的持久化规划框架。设计了一种具有二次时间复杂度的通用算法,通过建立新的决策空间,在精度和计算效率之间取得了最优的平衡。理论分析验证了该算法的收敛性和通用性,尤其适用于巡逻、持久监视和值守路由任务。此外,该算法在各种模拟场景中进行了评估,证明了其在解决复杂路径规划挑战方面的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
IEEE Transactions on Systems Man Cybernetics-Systems
IEEE Transactions on Systems Man Cybernetics-Systems AUTOMATION & CONTROL SYSTEMS-COMPUTER SCIENCE, CYBERNETICS
CiteScore
18.50
自引率
11.50%
发文量
812
审稿时长
6 months
期刊介绍: The IEEE Transactions on Systems, Man, and Cybernetics: Systems encompasses the fields of systems engineering, covering issue formulation, analysis, and modeling throughout the systems engineering lifecycle phases. It addresses decision-making, issue interpretation, systems management, processes, and various methods such as optimization, modeling, and simulation in the development and deployment of large systems.
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