Evaluating the effectiveness of multi-agent organisational paradigms in a real-time strategy environment

Bernstein, Jasper C.M. Geurtz, Vincent J. Koeman

Research output: Chapter in Book/Conference proceedings/Edited volumeConference contributionScientificpeer-review

Abstract

We study the impact of using different organisational paradigms on the design and implementation of a Multi-Agent System (MAS) for Real-Time Strategy (RTS) games We examine systems designed and implemented according to a specific paradigm on their performance in a practical scenario, as well as examining software-engineering concepts like size and complexity entailed by the according implementations In contrast to related theoretical work, we deal with the practical constraints and implications of the paradigms by targeting the prototypical RTS game StarCraft: Brood War Through careful analysis of this environment, agent systems for four separate paradigms that operate at different levels of autonomy and communication are designed, implemented, and evaluated by thousands of instrumented runs One of the main findings is that using a central processing agent, e.g in a market-based approach, increases task performance, but at the cost of increased code complexity.

Original languageEnglish
Title of host publication18th International Conference on Autonomous Agents and Multiagent Systems, AAMAS 2019
PublisherInternational Foundation for Autonomous Agents and Multiagent Systems (IFAAMAS)
Pages754-762
Number of pages9
Volume2
ISBN (Electronic)9781510892002
Publication statusPublished - 2019
EventAAMAS 2019: The 18th International Conference on Autonomous Agents and MultiAgent Systems - Montreal, Canada
Duration: 13 May 201917 May 2019

Conference

ConferenceAAMAS 2019
CountryCanada
CityMontreal
Period13/05/1917/05/19

Keywords

  • Ai
  • Hierarchies
  • Markets
  • Mas
  • Rts
  • Starcraft
  • Swarms

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