CoopRA Algorithm for Universal Characterization of the Experimental Evaluation Results of Cooperative Multiagent Systems

Authors

DOI:

https://doi.org/10.70594/

Keywords:

intelligent system, cooperative multiagent system, NP-hard problem, travelling salesman problem, nature inspired computing, ant colony optimization, digital image processing, medical imaging

Abstract

Experimental evaluation of the cooperative multiagent systems (CMASs) provides an assessment way that should be analysed. In this paper, we propose an algorithm with acronym CoopRA that can make a deep performance characterization, based on different indicators, of the experimental evaluation results of a CMAS. This could lead to the formulation of helpful information in some decisions related to the performance of the studied CMASs. In order to validate the proposed algorithm, we performed a case study on a CMAS composed of simple reactive agents that operate by mimicking the problem/task solving of natural ants. We chose this type of cooperative multiagent system architecture, based on the fact that even in case of the cooperative multiagent systems composed of simple efficiently and flexibly cooperating agents could emerges an increased problem solving intelligence at the system’s level. The evaluation was performed for the Travelling Salesman Problem (TSP) solving that is a well-known NP-hard problem, having many real-life applications.

Author Biographies

  • Laszlo Barna Iantovics , Petru Maior University, Romania

    Petru Maior University, Romania

  • Muaz A. Niazi, COMSATS Institute of Information Technology, Pakistan  

    COMSATS Institute of Information Technology, Pakistan  

  • Adrian Gligor, Petru Maior University, Romania

    Petru Maior University, Romania

  • Sándor Miklós Szilágyi, Petru Maior University, Romania

    Petru Maior University, Romania

  • Matthias Dehmer, University of Applied Sciences Upper Austria, Austria  

    University of Applied Sciences Upper Austria, Austria  

  • Frank Emmert-Streib , Tampere University of Technology, Finland

    Tampere University of Technology, Finland

  • Dániel Tokody, Óbuda University, Hungary 

    Óbuda University, Hungary 

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Published

2025-07-28

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