Research on Optimal Resource Allocation of Shipboard Fluid System Based on Multi-Agent
In consideration of the diversity of ship mission, uncertainty of the environment and the requirements for the intelligent management of marine power platform, the technology of multi-agent is introduced into the autonomous operation of shipboard fluid system and the hierarchical architecture of multiagent intelligent control is presented. The method of optimal resource allocation with the existence of uncertainty is analyzed. Firstly, the resource allocation problem is formulated as a loosely coupled Markov decision process (MDP) and the multi-agent MDP model is established. Then the optimal resource allocation is achieved by following the optimal policy which is obtained by using genetic algorithm (GA) based on the model. Lastly, the performance of the optimal policy is examined in the emulation. The research can afford some academic guidance for raising the level of intelligence, reducing the manpower for ship operation, and increasing the mission effectiveness.
Multi-Agent Shipboard fluid system Resource allocation Markov decision process (MDP) genetic algorithm (GA)
Qin Jiu-feng Zeng Fan-ming Chen Yu-tao Li Jie Pan Xing-long
College of Naval Architecture and Power, Naval University of Engineering, 717 Jiefang Street, Wuhan, 430033, China
国际会议
哈尔滨
英文
2565-2569
2011-12-24（万方平台首次上网日期，不代表论文的发表时间）