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Multi Agents to Search and Rescue Based on Group Intelligent Algorithm and Edge Computing

机译:基于组智能算法和边缘计算的多Agent搜索与救援

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摘要

With the increasing number of maritime trade activities, carrying out rapid and effective maritime search and rescue operation has become an urgent need for research in order to ensure the safety of navigation at sea. Now, we mainly rely on artificial decision making, artificial distribution of search and rescue area, and artificial driving ship to complete search and rescue operation. The distribution, synergy, parallelism, robustness and intelligence of unmanned boat and UAV provide a new idea for the development of search and rescue work at sea. The marine search and rescue system under the new situation can be regarded as a hierarchical control network system composed of multi agents. And in this paper, a new fast search and rescue system is proposed by using the improved ant colony algorithm and the independent calculation decision of the agents. The system adopts the edge computing, relies on the information sharing and the cooperative decision between the search and rescue agent groups. And finally it achieves the independent synchronous search and rescue. Distributed task allocation solutions break through the limitations of centralized hierarchical task allocation based on manpower. Edge computing requires all distributed control nodes to make autonomous decisions in the task process. Based on the distributed cluster control of unmanned boat and UAVs, this paper combines edge computing, cooperative communication, centralized task allocation and decision making together.
机译:随着海上贸易活动的增多,为了确保海上航行的安全性,进行快速有效的海上搜救行动已成为迫切需要研究的领域。现在,我们主要依靠人为决策,人为分配搜救区和人为驾驶船来完成搜救作业。无人机和无人机的分布,协同,并行性,鲁棒性和智能性为海上搜索和救援工作的发展提供了新思路。新形势下的海上搜救系统可以看作是由多主体组成的分级控制网络系统。并利用改进的蚁群算法和智能体的独立计算决策,提出了一种新的快速搜救系统。该系统采用边缘计算,依靠搜救人员群之间的信息共享和协同决策。最终实现了独立的同步搜索与救援。分布式任务分配解决方案突破了基于人力的集中式分层任务分配的局限性。边缘计算要求所有分布式控制节点在任务过程中做出自主决策。基于无人机和无人机的分布式集群控制,本文将边缘计算,协同通信,集中式任务分配和决策结合在一起。

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