A MULTI-AGENT MPC ARCHITECTURE FOR DISTRIBUTED LARGE SCALE SYSTEMS

被引:0
|
作者
Javalera, Valeria [1 ]
Morcego, Bernardo [1 ]
Puig, Vicenc [1 ]
机构
[1] CSIC UPC, Inst Robot & Informat Ind, Adv Control Syst Grp, C Llorens & Artigas 4-6, Barcelona 08028, Spain
来源
ICAART 2010: PROCEEDINGS OF THE 2ND INTERNATIONAL CONFERENCE ON AGENTS AND ARTIFICIAL INTELLIGENCE, VOL 1: ARTIFICIAL INTELLIGENCE | 2010年
关键词
Large scale systems; Multi agent systems; Distributed model predictive control; Reinforcement learning; MODEL-PREDICTIVE CONTROL;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In the present work, techniques of Model Predictive Control (MPC), Multi Agent Systems (MAS) and Reinforcement Learning (RL) are combined to develop a distributed control architecture for Large Scale Systems (LSS). This architecture is multi-agent based. The system to be controlled is divided in several partitions and there is an MPC Agent in charge of each partition. MPC Agents interact over a platform that allows them to be located physically apart. One of the main new concepts of this architecture is the Negotiator Agent. Negotiator Agents interact with MPC Agents which share control variables. These shared variables represent physical connections between partitions that should be preserved in order to respect the system structure. The case of study, in which the proposed architecture is being applied and tested, is a small drinking water network. The application to a real network (the Barcelona case) is currently under development.
引用
收藏
页码:544 / 551
页数:8
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