Abstract
In recent years much attention has been focused on behavior-based artificial intelligence, (AI) which has already Enmonstrated its robustness and flexibility against dynamically changing world. However, in this approach, the followings problems have not yet been resolved: 1) how do we construct an appropriate arbitration mechanism, and 2) how do we prepare appropriate competence modules (behavior primitives). One of the promising approaches to tackle the problems is a biologically inspired approach. Among them, we Particlely focus on the immune system, since it is Endicated to self-preservation unEnr hostile environment (needless to say autonomous mobile robots must cope with dynamically changing environment). Therefore, we construct a new Encentralized behavior arbitration mechanism inspired by the biological immune system. And we apply it to the garbage-collecting problem of autonomous mobile robot that takes into account of the concept of selfsufficiency. To verify the feasibility of our method, we carry out some experiments using a real robot. In addition, we investigate two types of adaptation mechanisms to construct an appropriate artificial immune network without human intervention
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References
R.Brooks:A Robust Layered Control System for a Mobile Robot,IEEE Journal R&A, Vol.2, No.1, pp.14–23, 1986
R.Brooks: Intelligence Without Reason,Proc. of the IJCAI–91, pp.569–595, 1991
P.Maes: The dynamic action selection, Proc. of IJCAI-89,pp.991–997, 1989.
P.Maes: Situated agent can have goals,Ensigning Autonomous Agents, ppA9–70, MIT Press, 1991
A. Ishiguro, S. Ichikawa and Y. Uchikawa: Gait Acquisition of 6-Legged Walking Robot Using Immune Networks, Journal of Robotics Society of Japan, VoLl3, No.3, pp.125–128, 1995 (in Japanese), also in Proc. of IROS"94, Vol.2, pp.1034–1041, 1994
A.Ishiguro, Y.Watanabe and Y.Uchikawa:An Immunological Approach to Dynamic Behavior Control for Autonomous Mobile Robots,in Proc. of IROS "95, VoLl, ppA95–500, 1995
A.Ishiguro, T.Kondo, Y.Watanabe and Y.Uchikawa: Dynamic Behavior Arbitration of Autonomous Mobile Robots Using Immune Networks,inProc. of ICEC"95, Vol.2, pp.722–727, 1995
A. Ishiguro, T. Kondo, Y. Watanabe and Y. Uchikawa:Immunoid: An Immunological Approach to Encentralized Behavior Arbitration of Autonomous Mobile Robots,Lecture Notes in Computer Science 1141, Springer, pp.666–675, 1994.
N.K.Jerne: The immune system,Scientific American, Vol.229, No.1, pp.52–60, 1973
N.K.Jerne:The generative grammar of the immune system,EMBO Journal, VolA,NoA,1985
N.K.Jerne:Idiotypic networks and other preconceived iEnas,Immunological Rev., Vol.79, pp.5–24, 1984
H.Fujita and K.Aihara:A distributed surveillance and protection system in living organisms,Trans.on lEE Japan,Vol. 107-C, No.11, pp.l042–1048,1987(in Japanese)
J.D.Farmer, N.H.Packard and A.S.Perelson:The immune system, adaptation, and machine learning,Physica 22D, pp.187–204, 1986
F.J.Valera, A.Coutinho, B.Dupire and N.N.Vaz.:Cognitive Networks: Immune, Neural, and Otherwise,Theoretical Immunology, Vol.2, pp.359–375, 1988.
J.Stewart: The Immune System: Emergent Self-Assertion in an Autonomous Network, inProceedings of ECAL-93, pp.1012–1018, 1993
H.Bersini and F.J.Valera:The Immune Learning Mechanisms: Reinforcement, Recruitment and their Applications,Computing with Biological Metaphors, Ed. R.Paton, Chapman & Hall, pp.166–192, 1994
RPfeifer: The Fungus Eater Approach to Emotion -A View from Artificial Intelligence, Technical Report, AI Lab, No. IFIAI95. 04,Computer Science Enpartment, University of Zurich, 1995
D.Lambrinos and C.Scheier: Extended Braitderberg Architecture,Technical Report, AI Lab, No. IFIAI95.10, Computer Science Enpartment, University of Zurich, 1995
B.ManEnrick:The importance of selectionist systems for cognition,Computing with Biological Metaphors, Ed. R.Paton, Chapman & Hall, 1994.
J.D.Farmer, S.A.Kauffman, N.H.Packard and A.S.Perelson: Adaptive Dynamic Networks as Models for the Immune System and Autocatalytic Sets,Technical ReportLA-UR-86-3287, Los Alamos National Laboratory, Los Alamos, NM, 1986
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Watanabe, Y., Ishiguro, A., Uchikawa, Y. (1999). Decentralized Behavior Arbitration Mechanism for Autonomous Mobile Robot Using Immune Network. In: Dasgupta, D. (eds) Artificial Immune Systems and Their Applications. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-59901-9_10
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DOI: https://doi.org/10.1007/978-3-642-59901-9_10
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