An artificial immune system for self-healing in swarm robotic systems

Winfield, Alan; Bjerknes, Jan D.; Ismail, Amelia R.; Bjerknes, Jan Dyre; Timmis, Jon; Winfield, Alan F.T.

Abstract

© Springer International Publishing Switzerland 2015. Swarm robotics is concerned with the decentralised coordination of multiple robots having only limited communication and interaction abilities. Although fault tolerance and robustness to individual robot failures have often been used to justify the use of swarm robotic systems, recent studies have shown that swarm robotic systems are susceptible to certain types of failure. In this paper we propose an approach to self-healing swarm robotic systems and take inspiration from the process of granuloma formation, a process of containment and repair found in the immune system. We use a case study of a swarm performing team work where previous works have demonstrated that partially failed robots have the most detrimental effect on overall swarm behaviour. In response this, we have developed an immune inspired approach that permits the recovery from certain failure modes during operation of the swarm, overcoming issues that effect swarm behaviour associated with partially failed robots.

Citation

Winfield, A., Bjerknes, J. D., Ismail, A. R., Bjerknes, J. D., Timmis, J., & Winfield, A. F. (2015). An artificial immune system for self-healing in swarm robotic systems. Lecture Notes in Artificial Intelligence, 9303, 61-74. https://doi.org/10.1007/978-3-319-23108-2_6

• Journal Article Type: Conference Paper
• Publication Date: Jan 1, 2015
• Journal: Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
• Print ISSN: 0302-9743
• Electronic ISSN: 1611-3349
• Publisher: Springer Verlag
• Peer Reviewed: Peer Reviewed
• Volume: 9303
• Pages: 61-74
• Series Title: Lecture Notes in Computer Science
• Book Title: Information Processing in Cells and Tissues
• ISBN: 9783319231075
• DOI: https://doi.org/10.1007/978-3-319-23108-2_6
• Keywords: swarm robotics, artificial immune systems
• Public URL: https://uwe-repository.worktribe.com/output/829140
• Publisher URL: http://dx.doi.org/10.1007/978-3-319-23108-2_6