Behavior-Based Formation Control Digital Twin for Multi-AUG in Edge Computing

计算机科学 水下 GSM演进的增强数据速率 过程(计算) 边缘计算 任务(项目管理) 领域(数学) 控制(管理) 海洋能源 分布式计算 航程(航空) 实时计算 控制工程 系统工程 人工智能 能量(信号处理) 工程类 航空航天工程 纯数学 地质学 操作系统 海洋学 统计 数学
作者
Jiabao Wen,Jiachen Yang,Yang Li,Jingyi He,Zhengjian Li,Houbing Song
出处
期刊:IEEE Transactions on Network Science and Engineering [Institute of Electrical and Electronics Engineers]
卷期号:10 (5): 2791-2801 被引量:65
标识
DOI:10.1109/tnse.2022.3198818
摘要

The new generation of artificial intelligence technology has improved the autonomous monitoring capabilities of marine equipment. The ocean monitoring platform based on edge computing realizes the autonomous collaboration of multi-agent equipment groups. Autonomous Underwater Glider (AUG) is a new type of energy-saving marine equipment that can realize long-range ocean exploration. However, the non-negligible power constraints, time delays, communication failures and other unfavorable factors in the special underwater working environment have brought great challenges to the underwater monitoring operations of multi-AUG systems. This research establishes an improved artificial potential field method scheme based on the Maritime Internet of Things, which is based on the AUG leader's edge device to control multi-AUGs. In this process, an improved artificial potential field method is designed to solve the local optimal problem through behavior-based path optimization. Then, multi-AUGs are controlled to adapt to the task team plan based on the edge computing of the AUG leader. From the experimental results, it effectively realizes the AUG group cooperative control in the leader mode. Meanwhile, we established a marine communication model and AUG physics engine control model to complete a digital twin of multi-AUG monitoring tasks.
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