Petri网的双智能体合作搜索模型

IF 0.8 Q4 ROBOTICS
Tanmoy Hazra, C. R. S. Kumar, M. Nene
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引用次数: 1

摘要

本文的目的是提出一个二维区域中双智能体多目标搜索场景的模型,其中区域中某些地方的资源容量有限,可以同时通过这些地方的智能体数量有限,并且区域中很少有地方是不可到达的,并且随着时间的推移而扩展。提出的合作搜索模型和Petri网模型在考虑约束条件的情况下,简化了搜索操作。Petri网模型图形化地说明了不同的场景,并帮助智能体验证策略。设计/方法/方法在本文中,作者应用了优化方法来确定基站的最优位置,合作搜索模型,包含-排除原理,笛卡尔积来优化搜索操作,Petri网模型来验证搜索技术。所提出的方法找到了该区域内基站的最佳位置。提出的协同搜索模型考虑了资源容量、与时间相关的不可到达地点/障碍物、智能体的燃料容量、两种类型的目标分配给两个智能体以及有限的出击长度等约束条件。另一方面,Petri网模型图形化地表示两个代理之间的碰撞/死锁对于特定路径组合是否可能,并且还说明了不同路径组合的时间相关不可达位置的影响。实际意义本文解决的问题类似于洪水、滑坡、地震、事故、城市巡逻、国际边境、森林等期间/之后的救援行动等各种实时问题。因此,所提出的模型可以使救援行动当局、国防组织、警察部门等多个组织和部门受益。原创性/价值据作者所知,本文所要解决的问题尚未得到全面的探讨,所提出的考虑上述约束条件的协同搜索模型进行搜索行动是新的。据作者所知,还没有一篇论文利用Petri网对时间相关的不可到达的地方进行建模。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Two-agent cooperative search model with Petri nets
Purpose The purpose of this paper is to propose a model for a two-agent multi-target-searching scenario in a two-dimensional region, where some places of the region have limited resource capacity in terms of the number of agents that can simultaneously pass through those places and few places of the region are unreachable that expand with time. The proposed cooperative search model and Petri net model facilitate the search operation considering the constraints mentioned in the paper. The Petri net model graphically illustrates different scenarios and helps the agents to validate the strategies. Design/methodology/approach In this paper, the authors have applied an optimization approach to determine the optimal locations of base stations, a cooperative search model, inclusion–exclusion principle, Cartesian product to optimize the search operation and a Petri net model to validate the search technique. Findings The proposed approach finds the optimal locations of the base stations in the region. The proposed cooperative search model allows various constraints such as resource capacity, time-dependent unreachable places/obstacles, fuel capacities of the agents, two types of targets assigned to two agents and limited sortie lengths. On the other hand, a Petri net model graphically represents whether collisions/deadlocks between the two agents are possible or not for a particular combination of paths as well as effect of time-dependent unreachable places for different combination of paths are also illustrated. Practical implications The problem addressed in this paper is similar to various real-time problems such as rescue operations during/after flood, landslide, earthquake, accident, patrolling in urban areas, international borders, forests, etc. Thus, the proposed model can benefit various organizations and departments such as rescue operation authorities, defense organizations, police departments, etc. Originality/value To the best of the authors’ knowledge, the problem addressed in this paper has not been completely explored, and the proposed cooperative search model to conduct the search operation considering the above-mentioned constraints is new. To the best of the authors’ knowledge, no paper has modeled time-dependent unreachable places with the help of Petri net.
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来源期刊
CiteScore
3.50
自引率
0.00%
发文量
21
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