Multi-agent coordination by communication of evaluations

被引:0
|
作者
de Jong, E [1 ]
机构
[1] Free Univ Brussels, Artificial Intelligence Lab, B-1050 Brussels, Belgium
来源
MULTI-AGENT RATIONALITY | 1997年 / 1237卷
关键词
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
A framework for coordination in multi-agent systems is introduced. The main idea of our framework is that an agent with knowledge about the desired behavior in a certain domain will direct other, domain-independent agents by means of signals which reflect its evaluation of the coordination between its own actions and their actions. Mechanisms for coordination are required to enable construction of open multi-agent systems. The goal of this investigation was to test the feasibility of guiding an agent with coordination evaluation signals, and furthermore to gather experience with instantiating the framework on a testbed domain, the Pursuit Problem. In the testbed system, agents have been created which choose their actions by maximizing the coordination evaluation signals they will receive. The performance of these agents turned out to rank among the best results encountered in literature, and behavior guided by coordination evaluation signals can thus be concluded to be useful in this domain.
引用
收藏
页码:63 / 78
页数:16
相关论文
共 50 条
  • [1] Multi-Agent Coordination under Uncertain Communication
    Bhargava, Nikhil
    [J]. THIRTY-THIRD AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE / THIRTY-FIRST INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE / NINTH AAAI SYMPOSIUM ON EDUCATIONAL ADVANCES IN ARTIFICIAL INTELLIGENCE, 2019, : 9878 - 9879
  • [2] Multi-Agent Coordination under Uncertain Communication
    Bhargava, Nikhil
    [J]. AAMAS '19: PROCEEDINGS OF THE 18TH INTERNATIONAL CONFERENCE ON AUTONOMOUS AGENTS AND MULTIAGENT SYSTEMS, 2019, : 2399 - 2401
  • [3] Investigating the adaptiveness of communication in multi-agent behavior coordination
    Schermerhorn, Paul
    Scheutz, Matthias
    [J]. ADAPTIVE BEHAVIOR, 2007, 15 (04) : 423 - 445
  • [4] Multi-Agent Coordination with Event-based Communication
    Teixeira, Pedro V.
    Dimarogonas, Dimos V.
    Johansson, Karl H.
    Sousa, Joao
    [J]. 2010 AMERICAN CONTROL CONFERENCE, 2010, : 824 - 829
  • [5] Improving coordination with communication in multi-agent reinforcement learning
    Szer, D
    Charpillet, F
    [J]. ICTAI 2004: 16TH IEEE INTERNATIONALCONFERENCE ON TOOLS WITH ARTIFICIAL INTELLIGENCE, PROCEEDINGS, 2004, : 436 - 440
  • [6] Coordination of multi-agent systems on interacting physical and communication topologies
    Wang, Junwei
    Chen, Kairui
    Lewis, Frank L.
    [J]. SYSTEMS & CONTROL LETTERS, 2017, 100 : 56 - 65
  • [7] Communication-Free Multi-Agent Coordination in an Unknown Environment
    Kulchyk, Jeremy
    Schonewille, Bryony
    Ean, Richard
    Rudi, Karen
    [J]. IFAC PAPERSONLINE, 2020, 53 (04): : 159 - 165
  • [8] Strategies for Scaleable Communication and Coordination in Multi-Agent (UAV) Systems
    Ponniah, Jonathan
    Dantsker, Or D.
    [J]. AEROSPACE, 2022, 9 (09)
  • [9] Coordination of multi-agent systems via asynchronous cloud communication
    Bowman, Sean L.
    Nowzari, Cameron
    Pappas, George J.
    [J]. 2016 IEEE 55TH CONFERENCE ON DECISION AND CONTROL (CDC), 2016, : 2215 - 2220
  • [10] Multi-Agent Visual Coordination Using Optical Wireless Communication
    Nakagawa, Haruyuki
    Kanezaki, Asako
    [J]. IEEE ROBOTICS AND AUTOMATION LETTERS, 2023, 8 (11) : 7857 - 7864