Communication and Control in Multi-Agent Robotic Systems
Keywords:
Multi-agent robotic systems, control strategies, control mechanisms, effective communicationAbstract
Multi-agent robotic systems (MARS) have emerged as a pivotal paradigm in robotics, enabling complex tasks through the collaboration of multiple autonomous agents. Effective communication and control mechanisms are essential for the coordination and efficiency of these systems. This paper delves into the current advancements in communication protocols and control strategies within MARS, highlighting the integration of machine learning techniques to enhance system performance. Through a comprehensive analysis of recent studies, we identify key challenges and propose potential solutions to optimize communication and control in multi-agent robotic systems.
References
Smith, R. G. (1980). The Contract Net Protocol: High-Level Communication and Control in a Distributed Problem Solver. IEEE Transactions on Computers, 29(12), 1104–1113.
Oruganti, S., Parasuraman, R., & Pidaparti, R. (2023). IKT-BT: Indirect Knowledge Transfer Behavior Tree Framework for Multi-Robot Systems through Communication Eavesdropping. arXiv preprint arXiv:2312.11802.
Dorigo, M., Birattari, M., & Brambilla, M. (2014). Swarm Robotics. Scholarpedia, 9(1), 1463.
Olfati-Saber, R., Fax, J. A., & Murray, R. M. (2007). Consensus and Cooperation in Networked Multi-Agent Systems. Proceedings of the IEEE, 95(1), 215–233.
Ren, W., Beard, R. W., & Atkins, E. M. (2005). A Survey of Consensus Problems in Multi-Agent Coordination. Proceedings of the American Control Conference, 1859–1864.
Arkin, R. C. (1998). Behavior-Based Robotics. MIT Press.
Kober, J., Bagnell, J. A., & Peters, J. (2013). Reinforcement Learning in Robotics: A Survey. The International Journal of Robotics Research, 32(11), 1238–1274.
Selden, M., Zhou, J., Campos, F., Lambert, N., Drew, D., & Pister, K. S. J. (2021). BotNet: A Simulator for Studying the Effects of Accurate Communication Models on Multi-Agent and Swarm Control. arXiv preprint arXiv:2108.13606.
Gielis, J., Shankar, A., & Prorok, A. (2022). A Critical Review of Communications in Multi-Robot Systems. Current Robotics Reports, 3(4), 297–308.
SmythOS. (2025). Agent Communication in Multi-Agent Systems. Retrieved from https://smythos.com/ai-agents/multi-agent-systems/agent-communication-in-multi-agent-systems/
Activeloop. (2025). what is Communication in Multi-Agent Systems. Retrieved from
https://www.activeloop.ai/resources/glossary/communication-in-multi-agent-systems/
ResearchGate. (2024). Multi-Agent Systems in Robotics: Coordination and Communication using Machine Learning.
