作者
Patrick Mannion, Karl Mason, Sam Devlin, Jim Duggan, Enda Howley
发表日期
2016/5/11
研讨会论文
Proceedings of the 15th International Conference on Autonomous Agents and Multiagent Systems
出版商
International Foundation for Autonomous Agents and Multiagent Systems
简介
In this paper, we examine the application of Multi-Agent Reinforcement Learning (MARL) to a Dynamic Economic Emissions Dispatch problem. This is a multi-objective problem domain, where the conflicting objectives of fuel cost and emissions must be minimised. We evaluate the performance of several different MARL credit assignment structures in this domain, and our experimental results show that MARL can produce comparable solutions to those computed by Genetic Algorithms and Particle Swarm Optimisation.
引用总数
201620172018201920202021202220232024563442231
学术搜索中的文章
P Mannion, K Mason, S Devlin, J Duggan, E Howley - Proceedings of the 2016 International Conference on …, 2016