메뉴 건너뛰기




Volumn 1, Issue 2-3, 2009, Pages 178-197

An efficient artificial immune algorithm for power system reliability optimisation

Author keywords

immune algorithm; meta heuristic method; multi state systems; redundancy optimisation; universal generating function

Indexed keywords


EID: 78650981068     PISSN: 17571154     EISSN: 17571162     Source Type: Journal    
DOI: 10.1504/IJPEC.2009.027943     Document Type: Article
Times cited : (10)

References (77)
  • 2
    • 0023392436 scopus 로고
    • The clonal selection theory
    • Ada, G.L. and Nossal, G. (1987) ‘The clonal selection theory’, Scientific American, Vol. 257, No. 2.
    • (1987) Scientific American , vol.257 , Issue.2
    • Ada, G.L.1    Nossal, G.2
  • 3
    • 0028114541 scopus 로고
    • Molecular computation of solutions to combinatorial problems
    • Adleman, L.M. (1994) ‘Molecular computation of solutions to combinatorial problems’, Science, Vol. 266, pp.1021–1024.
    • (1994) Science , vol.266 , pp. 1021-1024
    • Adleman, L.M.1
  • 4
    • 84952956703 scopus 로고    scopus 로고
    • Immunity-based learning - integration of distributed search and constraint relaxation
    • Aisu, H. and Mizutani, H. (1996) ‘Immunity-based learning - integration of distributed search and constraint relaxation’, in Proc. of the IMBS’96.
    • (1996) Proc. of the IMBS’96
    • Aisu, H.1    Mizutani, H.2
  • 7
    • 0031248220 scopus 로고    scopus 로고
    • The transition between immune and disease states in a cellular automaton model of clonal immune response
    • Bezzi, M., Celada, F., Ruffo, S. and Seiden, P.E. (1997) ‘The transition between immune and disease states in a cellular automaton model of clonal immune response’, Physica A, Vol. 245, Nos. 1–2, pp.145–163.
    • (1997) Physica A , vol.245 , Issue.1-2 , pp. 145-163
    • Bezzi, M.1    Celada, F.2    Ruffo, S.3    Seiden, P.E.4
  • 9
    • 0030026711 scopus 로고    scopus 로고
    • Affinity maturation and hypermutation in a simulation of the humoral immune response
    • Celada, F. and Seiden, P.E. (1996) ‘Affinity maturation and hypermutation in a simulation of the humoral immune response’, Eur. J. Immunol., Vol. 26, pp.1350–1358.
    • (1996) Eur. J. Immunol. , vol.26 , pp. 1350-1358
    • Celada, F.1    Seiden, P.E.2
  • 10
    • 0026556477 scopus 로고
    • A computer model of cellular interaction in the immune system
    • Celada, F. and Seiden, P.E. (1992) ‘A computer model of cellular interaction in the immune system’, Imm. Today, Vol. 13, pp.56–62.
    • (1992) Imm. Today , vol.13 , pp. 56-62
    • Celada, F.1    Seiden, P.E.2
  • 11
    • 0000838970 scopus 로고
    • On the computational complexity of reliability redundancy allocation in a series system
    • Chern, M.S. (1992) ‘On the computational complexity of reliability redundancy allocation in a series system’, Operations Research Letters, Vol. 11, pp.309–315.
    • (1992) Operations Research Letters , vol.11 , pp. 309-315
    • Chern, M.S.1
  • 14
    • 0031337651 scopus 로고    scopus 로고
    • Artificial neural networks and artificial immune systems: similarities and differences
    • Dasgupta, D. (1997) ‘Artificial neural networks and artificial immune systems: similarities and differences’, Proc. of the IEEE SMC, Vol. 1, pp.873–878.
    • (1997) Proc. of the IEEE SMC , vol.1 , pp. 873-878
    • Dasgupta, D.1
  • 15
    • 0012021893 scopus 로고    scopus 로고
    • Novelty detection in time series data using ideas from immunology
    • Dasgupta, D. and Forrest, S. (1996) ‘Novelty detection in time series data using ideas from immunology’, in Proc. of the ISCA’96.
    • (1996) Proc. of the ISCA’96
    • Dasgupta, D.1    Forrest, S.2
  • 16
    • 84955655505 scopus 로고    scopus 로고
    • Artificial immune systems in industrial applications
    • Dasgupta, D. and Forrest, S. (1999) ‘Artificial immune systems in industrial applications’, in Proc. of the IPMM'99.
    • (1999) Proc. of the IPMM'99
    • Dasgupta, D.1    Forrest, S.2
  • 17
    • 0037856495 scopus 로고    scopus 로고
    • An immunogenetic approach to spectra recognition
    • Dasgupta, D., Cao, Y. and Yang, C. (1999) ‘An immunogenetic approach to spectra recognition’, Proc. of GECCO’99, pp.149–155.
    • (1999) Proc. of GECCO’99 , pp. 149-155
    • Dasgupta, D.1    Cao, Y.2    Yang, C.3
  • 19
    • 71649110512 scopus 로고    scopus 로고
    • Artificial immune systems as a novel soft computing paradigm
    • de Castro, L.N. and Timmis, J.I. (2003) ‘Artificial immune systems as a novel soft computing paradigm’, Soft Comput., Vol. 7, No. 8, pp.526–544.
    • (2003) Soft Comput. , vol.7 , Issue.8 , pp. 526-544
    • de Castro, L.N.1    Timmis, J.I.2
  • 21
    • 26944432816 scopus 로고    scopus 로고
    • The immune system of the smart home
    • Y. Ishida (Ed.)
    • Dilger, W. (1996) ‘The immune system of the smart home’, in Y. Ishida (Ed.): Workshop Notes 4, Proc. of the ICMAS’96, pp.72–81.
    • (1996) Workshop Notes 4, Proc. of the ICMAS’96 , pp. 72-81
    • Dilger, W.1
  • 22
    • 0031357929 scopus 로고    scopus 로고
    • Descentralized autonomous organization of the intelligent home according to the principle of the immune system
    • Dilger, W. (1997) ‘Descentralized autonomous organization of the intelligent home according to the principle of the immune system’, Proc. of the IEEE SMC’97, pp.351–356.
    • (1997) Proc. of the IEEE SMC’97 , pp. 351-356
    • Dilger, W.1
  • 27
    • 0001351468 scopus 로고
    • Using genetic algorithms to explore pattern recognition in the immune system
    • Forrest, S., Javornik, B., Smith, R.E. and Perelson, A.S. (1993) ‘Using genetic algorithms to explore pattern recognition in the immune system’, Evolutionary Computation, Vol. 1, No. 3, pp.191–211.
    • (1993) Evolutionary Computation , vol.1 , Issue.3 , pp. 191-211
    • Forrest, S.1    Javornik, B.2    Smith, R.E.3    Perelson, A.S.4
  • 29
    • 0003058657 scopus 로고    scopus 로고
    • Parallel search for multi-modal function optimization with diversity and learning of immune algorithm
    • D. Dasgupta (Ed.) Springer-Verlag
    • Fukuda, T., Mori, K. and Tsukiama, M. (1999) ‘Parallel search for multi-modal function optimization with diversity and learning of immune algorithm’, in D. Dasgupta (Ed.): Artificial Immune Systems and Their Applications, pp. 210–220, Springer-Verlag.
    • (1999) Artificial Immune Systems and Their Applications , pp. 210-220
    • Fukuda, T.1    Mori, K.2    Tsukiama, M.3
  • 30
    • 0030212879 scopus 로고    scopus 로고
    • Constrained genetic search via schema adaptation: an immune network solution
    • Hajela, P. and Lee, J. (1996) ‘Constrained genetic search via schema adaptation: an immune network solution’, Structural Optimization, Vol. 12, No. 1, pp.11–15.
    • (1996) Structural Optimization , vol.12 , Issue.1 , pp. 11-15
    • Hajela, P.1    Lee, J.2
  • 31
    • 3042713405 scopus 로고    scopus 로고
    • Immune network modelling in design optimization
    • D. Corne, M. Dorigo and F. Glover (Eds.) McGraw Hill, London
    • Hajela, P. and Yoo, J.S. (1999) ‘Immune network modelling in design optimization’, in D. Corne, M. Dorigo and F. Glover (Eds.): New Ideas in Optimization, pp.203–215, McGraw Hill, London.
    • (1999) New Ideas in Optimization , pp. 203-215
    • Hajela, P.1    Yoo, J.S.2
  • 32
    • 0031337534 scopus 로고    scopus 로고
    • GA based simulation of immune networks - applications in structural optimization
    • Hajela, P., Yoo, J. and Lee, J. (1997) ‘GA based simulation of immune networks - applications in structural optimization’, Journal of Engineering Optimization.
    • (1997) Journal of Engineering Optimization
    • Hajela, P.1    Yoo, J.2    Lee, J.3
  • 33
    • 0023044244 scopus 로고
    • A neural network model based on the analogy with the immune system
    • Hoffmann, G.W. (1986) ‘A neural network model based on the analogy with the immune system’, J. Theor. Biol., Vol. 122, pp.33–67.
    • (1986) J. Theor. Biol. , vol.122 , pp. 33-67
    • Hoffmann, G.W.1
  • 34
    • 0001237558 scopus 로고
    • A teachable neural network based on an unorthodox neuron
    • Hoffmann, G.W., Benson, M.W., Bree, G.M. and Kinahan, P.E. (1986) ‘A teachable neural network based on an unorthodox neuron’, Physica 22D, pp.233–246.
    • (1986) Physica 22D , pp. 233-246
    • Hoffmann, G.W.1    Benson, M.W.2    Bree, G.M.3    Kinahan, P.E.4
  • 35
    • 0034546374 scopus 로고    scopus 로고
    • Architecture for an artificial immune system
    • submitted to
    • Hofmeyr, S.A. and Forrest, S. (2000) ‘Architecture for an artificial immune system’, submitted to Evolutionary Computation.
    • (2000) Evolutionary Computation
    • Hofmeyr, S.A.1    Forrest, S.2
  • 36
    • 0002320533 scopus 로고    scopus 로고
    • Immunity by design: an artificial immune system
    • Hofmeyr, S.A. and Forrest, S. (1999) ‘Immunity by design: an artificial immune system’, Proc. of GECCO’99, pp.1289–1296.
    • (1999) Proc. of GECCO’99 , pp. 1289-1296
    • Hofmeyr, S.A.1    Forrest, S.2
  • 37
    • 0004469897 scopus 로고
    • Neurons with graded response have collective computational properties like those of two-state neurons
    • USA
    • Hopfield, J.J. (1984) ‘Neurons with graded response have collective computational properties like those of two-state neurons’, Proc. Natl. Acad. Sci. USA, Vol. 81, pp.3088–3092.
    • (1984) Proc. Natl. Acad. Sci. , vol.81 , pp. 3088-3092
    • Hopfield, J.J.1
  • 38
    • 0011882417 scopus 로고    scopus 로고
    • An immune network approach to sensor-based diagnosis by self-organization
    • Ishida, Y. (1996) ‘An immune network approach to sensor-based diagnosis by self-organization’, Complex Systems, Vol. 10, pp.73–90.
    • (1996) Complex Systems , vol.10 , pp. 73-90
    • Ishida, Y.1
  • 39
    • 0030713545 scopus 로고    scopus 로고
    • A robot with a decentralized consensus-making mechanism based on the immune system
    • Ishiguro, A., Watanabe, Y. and Kondo, T. (1997) ‘A robot with a decentralized consensus-making mechanism based on the immune system’, in Proc. ISADS’97, pp.231–237.
    • (1997) Proc. ISADS’97 , pp. 231-237
    • Ishiguro, A.1    Watanabe, Y.2    Kondo, T.3
  • 40
    • 62749189339 scopus 로고    scopus 로고
    • Immunoid: a robot with a decentralized behavior arbitration mechanisms based on the immune system
    • Ishiguro, A., Watanabe, Y., Kondo, T., Shirai, Y. and Uchikawa, Y. (1996) ‘Immunoid: a robot with a decentralized behavior arbitration mechanisms based on the immune system’, in Proc. of the IMBS’96.
    • (1996) Proc. of the IMBS’96
    • Ishiguro, A.1    Watanabe, Y.2    Kondo, T.3    Shirai, Y.4    Uchikawa, Y.5
  • 41
    • 0003732734 scopus 로고    scopus 로고
    • Immunobiology: the immune system in health and disease
    • (in Portuguese) 2nd ed
    • Janeway Jr, C.A. and Travers, P. (1997) ‘Immunobiology: the immune system in health and disease’, Artes Médicas (in Portuguese), 2nd ed.
    • (1997) Artes Médicas
    • Janeway, C.A.1    Travers, P.2
  • 45
    • 0003205375 scopus 로고    scopus 로고
    • The human immune system and network intrusion detection
    • (CD-ROM)
    • Kim, J. and Bentley, P. (1999a) ‘The human immune system and network intrusion detection’, in Proc. of the EUFIT’99 (CD-ROM).
    • (1999) Proc. of the EUFIT’99
    • Kim, J.1    Bentley, P.2
  • 46
    • 0012330853 scopus 로고    scopus 로고
    • Negative selection and niching by an artificial immune system for network intrusion detection
    • Kim, J. and Bentley, P. (1999b) ‘Negative selection and niching by an artificial immune system for network intrusion detection’, in Proc. of GECCO’99, pp.149–158.
    • (1999) Proc. of GECCO’99 , pp. 149-158
    • Kim, J.1    Bentley, P.2
  • 47
    • 0031378221 scopus 로고    scopus 로고
    • Immunized adaptive critics for level 2 intelligent control
    • Krishna Kumar, K. and Neidhoefer, J. (1997a) ‘Immunized adaptive critics for level 2 intelligent control’, Proc. of the IEEE SMC’97, Vol. 1, pp.856–860.
    • (1997) Proc. of the IEEE SMC’97 , vol.1 , pp. 856-860
    • Krishna Kumar, K.1    Neidhoefer, J.2
  • 49
    • 33749407287 scopus 로고    scopus 로고
    • Immunized adaptive critics for an autonomous aircraft control application
    • D. Dasgupta (Ed.) Springer-Verlag
    • Krishna Kumar, K. and Neidhoefer, J. (1999) ‘Immunized adaptive critics for an autonomous aircraft control application’, in D. Dasgupta (Ed.): Artificial Immune Systems and Their Applications, pp.221–241, Springer-Verlag.
    • (1999) Artificial Immune Systems and Their Applications , pp. 221-241
    • Krishna Kumar, K.1    Neidhoefer, J.2
  • 50
    • 37249059728 scopus 로고
    • An immune system framework for integrating computational intelligence paradigms with applications to adaptive control
    • M. Palaniswami, Y. Attikiouzel, R. J. Marks II, D. Fogel and T. Fukuda (Eds.) IEEE Press
    • Krishna Kumar, K., Satyadas, A. and Neidhoefer, J. (1995) ‘An immune system framework for integrating computational intelligence paradigms with applications to adaptive control’, in M. Palaniswami, Y. Attikiouzel, R. J. Marks II, D. Fogel and T. Fukuda (Eds.): Computational Intelligence A Dynamic System Perspective, pp.32–45, IEEE Press.
    • (1995) Computational Intelligence A Dynamic System Perspective , pp. 32-45
    • Krishna Kumar, K.1    Satyadas, A.2    Neidhoefer, J.3
  • 51
    • 0034197692 scopus 로고    scopus 로고
    • An annotated overview of system-reliability optimization
    • Kuo, W. and Prasad, V.R. (2000) ‘An annotated overview of system-reliability optimization’, IEEE Transactions on Reliability, Vol. 49, No. 2, pp.176–187.
    • (2000) IEEE Transactions on Reliability , vol.49 , Issue.2 , pp. 176-187
    • Kuo, W.1    Prasad, V.R.2
  • 54
    • 0035272289 scopus 로고    scopus 로고
    • A new approach to solving problems of multi-state system reliability optimization
    • Levitin, G. and Lisnianski, A. (2001) A new approach to solving problems of multi-state system reliability optimization’, Quality and Reliability Engineering International, Vol. 47, No. 2, pp.93–104.
    • (2001) Quality and Reliability Engineering International , vol.47 , Issue.2 , pp. 93-104
    • Levitin, G.1    Lisnianski, A.2
  • 55
    • 0031258420 scopus 로고    scopus 로고
    • Structure optimization of power system with different redundant elements
    • Levitin, G., Lisnianski, A., Ben-Haim, H. and Elmakis, D. (1997) ‘Structure optimization of power system with different redundant elements’, Electric Power Systems Research, Vol. 43, No. 1, pp.19–27.
    • (1997) Electric Power Systems Research , vol.43 , Issue.1 , pp. 19-27
    • Levitin, G.1    Lisnianski, A.2    Ben-Haim, H.3    Elmakis, D.4
  • 56
    • 0030281866 scopus 로고    scopus 로고
    • Power system structure optimization subject to reliability constraints
    • Lisnianski, A., Levitin, G., Ben-Haim, H. and Elmakis, D. (1996) ‘Power system structure optimization subject to reliability constraints’, Electric Power Systems Research, Vol. 39, No. 2, pp.145–152.
    • (1996) Electric Power Systems Research , vol.39 , Issue.2 , pp. 145-152
    • Lisnianski, A.1    Levitin, G.2    Ben-Haim, H.3    Elmakis, D.4
  • 57
    • 0031383225 scopus 로고    scopus 로고
    • Artificial immune systems and aerial image segmentation
    • McCoy, D.F. and Devaralan, V. (1997) ‘Artificial immune systems and aerial image segmentation’, Proceedings of the SMC’97, pp.867–872.
    • (1997) Proceedings of the SMC’97 , pp. 867-872
    • McCoy, D.F.1    Devaralan, V.2
  • 58
    • 13844257056 scopus 로고    scopus 로고
    • Application of the improved immune algorithm to structural design support system
    • Miyamoto, A., Nakamura, H. and Kruszka, L. (2004) ‘Application of the improved immune algorithm to structural design support system’, J. Struct. Eng.-ASCE, Vol. 130, No. 1, pp.108–119.
    • (2004) J. Struct. Eng.-ASCE , vol.130 , Issue.1 , pp. 108-119
    • Miyamoto, A.1    Nakamura, H.2    Kruszka, L.3
  • 59
    • 0019053647 scopus 로고
    • A systems approach to immunology
    • Mohler, R.R., Bruni, C. and Gandolfi, A. (1980) ‘A systems approach to immunology’, Proc. of the IEEE, Vol. 68, No. 8, pp.964–989.
    • (1980) Proc. of the IEEE , vol.68 , Issue.8 , pp. 964-989
    • Mohler, R.R.1    Bruni, C.2    Gandolfi, A.3
  • 60
    • 18544399345 scopus 로고    scopus 로고
    • Generative mechanism for emergent properties observed with the primitive evolutional phenomena by immunotic recognition
    • Nagano, S. and Yonezawa, Y. (1999) ‘Generative mechanism for emergent properties observed with the primitive evolutional phenomena by immunotic recognition’, in Proc. IEEE SMC’99, Vol. 1, pp.223–228.
    • (1999) Proc. IEEE SMC’99 , vol.1 , pp. 223-228
    • Nagano, S.1    Yonezawa, Y.2
  • 61
    • 0000516030 scopus 로고    scopus 로고
    • Inductive genetic programming with immune network dynamics
    • Chapter 15 MIT Press
    • Nikolaev, N.I., Iba, H. and Slavov, V. (1999) ‘Inductive genetic programming with immune network dynamics’, in Advances in Genetic Programming 3, Chapter 15, pp.355–376, MIT Press.
    • (1999) Advances in Genetic Programming 3 , pp. 355-376
    • Nikolaev, N.I.1    Iba, H.2    Slavov, V.3
  • 62
    • 85027110009 scopus 로고    scopus 로고
    • A distributed approach to computer virus detection and neutralization by autonomous and heterogeneous agents
    • Okamoto, T. and Ishida, Y. (1999a) ‘A distributed approach to computer virus detection and neutralization by autonomous and heterogeneous agents’, in Proc of the ISADS’99, pp.328–331.
    • (1999) Proc of the ISADS’99 , pp. 328-331
    • Okamoto, T.1    Ishida, Y.2
  • 63
    • 74049132937 scopus 로고    scopus 로고
    • Multiagent approach against computer virus: an immunity-based system
    • Okamoto, T. and Ishida, Y. (1999b) ‘Multiagent approach against computer virus: an immunity-based system’, in Proc. of the AROB’99, pp.69–72.
    • (1999) Proc. of the AROB’99 , pp. 69-72
    • Okamoto, T.1    Ishida, Y.2
  • 64
    • 0031497880 scopus 로고    scopus 로고
    • Immunology for physicists
    • Perelson, A.S. and Weisbuch, G. (1997) ‘Immunology for physicists’, Rev. of Modern Physics, Vol. 69, No. 4, pp.1219–1267.
    • (1997) Rev. of Modern Physics , vol.69 , Issue.4 , pp. 1219-1267
    • Perelson, A.S.1    Weisbuch, G.2
  • 65
    • 0029967986 scopus 로고    scopus 로고
    • Evolution and somatic learning of V-region genes
    • Perelson, A.S., Hightower, R. and Forrest, S. (1996) ‘Evolution and somatic learning of V-region genes’, Research in Immunology, Vol. 147, pp.202–208.
    • (1996) Research in Immunology , vol.147 , pp. 202-208
    • Perelson, A.S.1    Hightower, R.2    Forrest, S.3
  • 66
    • 84878573836 scopus 로고    scopus 로고
    • The coevolution of antibodies for concept learning
    • Potter, M.A. and De Jong, K.A. (1998) ‘The coevolution of antibodies for concept learning’, in Proc. of the 5th ICPPSN, pp.530–539.
    • (1998) Proc. of the 5th ICPPSN , pp. 530-539
    • Potter, M.A.1    De Jong, K.A.2
  • 67
    • 84878589218 scopus 로고    scopus 로고
    • Immune network dynamics for inductive problem solving
    • Slavov, V. and Nikolaev, N.I. (1998) ‘Immune network dynamics for inductive problem solving’, VPPSN, pp.712–721.
    • (1998) VPPSN , pp. 712-721
    • Slavov, V.1    Nikolaev, N.I.2
  • 68
    • 0001351468 scopus 로고
    • Searching for diverse, cooperative populations with genetic algorithms
    • Smith, D.J., Forrest, S. and Perelson, S.A. (1993) ‘Searching for diverse, cooperative populations with genetic algorithms’, Evolutionary Computation, Vol. 1, pp.127–149.
    • (1993) Evolutionary Computation , vol.1 , pp. 127-149
    • Smith, D.J.1    Forrest, S.2    Perelson, S.A.3
  • 69
    • 0017524864 scopus 로고
    • Optimization techniques for system reliability with redundancy - a review
    • Tillman, F.A., Hwang, C.L. and Kuo, W. (1977) ‘Optimization techniques for system reliability with redundancy - a review’, IEEE Transactions on Reliability, Vol. R-26, No. 3, pp.148–155.
    • (1977) IEEE Transactions on Reliability , vol.R-26 , Issue.3 , pp. 148-155
    • Tillman, F.A.1    Hwang, C.L.2    Kuo, W.3
  • 70
    • 0020534965 scopus 로고
    • Somatic generation of antibody diversity
    • Tonegawa, S. (1983) ‘Somatic generation of antibody diversity’, Nature, Vol. 302, pp.575–581.
    • (1983) Nature , vol.302 , pp. 575-581
    • Tonegawa, S.1
  • 72
    • 0023379395 scopus 로고
    • Optimal standby problems and a universal generating function
    • Ushakov, I. (1987) ‘Optimal standby problems and a universal generating function’, Sov. J. Computing System Science, Vol. 25, No. 4, pp.79–82.
    • (1987) Sov. J. Computing System Science , vol.25 , Issue.4 , pp. 79-82
    • Ushakov, I.1
  • 73
    • 0022786194 scopus 로고
    • Universal generating function
    • Ushakov, I. (1986) ‘Universal generating function’, Sov. J. Computing System Science, Vol. 24, No. 5, pp.118–129.
    • (1986) Sov. J. Computing System Science , vol.24 , Issue.5 , pp. 118-129
    • Ushakov, I.1
  • 74
    • 0025907601 scopus 로고
    • The immune system as a neural network: a multi-epitope approach
    • Vertosick, F.T. and Kelly, R.H. (1991) ‘The immune system as a neural network: a multi-epitope approach’, J. Theor. Biol., Vol. 150, pp.225–237.
    • (1991) J. Theor. Biol. , vol.150 , pp. 225-237
    • Vertosick, F.T.1    Kelly, R.H.2
  • 75
    • 0024599965 scopus 로고
    • Immune network theory: a role for parallel distributed processing?
    • Vertosick, F.T. and Kelly, R.H. (1989) ‘Immune network theory: a role for parallel distributed processing?’, Immunology, Vol. 66, pp.1–7.
    • (1989) Immunology , vol.66 , pp. 1-7
    • Vertosick, F.T.1    Kelly, R.H.2
  • 76
    • 2542464847 scopus 로고    scopus 로고
    • Decentralized behavior arbitration mechanism for autonomous mobile robots using immune network
    • D. Dasgupta (Ed.) Springer-Verlag
    • Watanabe, Y., Ishiguro, A. and Uchikawa, Y. (1999) ‘Decentralized behavior arbitration mechanism for autonomous mobile robots using immune network’, in D. Dasgupta (Ed.): Artificial Immune Systems and Their Applications, pp.187–209, Springer-Verlag.
    • (1999) Artificial Immune Systems and Their Applications , pp. 187-209
    • Watanabe, Y.1    Ishiguro, A.2    Uchikawa, Y.3
  • 77
    • 0031651679 scopus 로고    scopus 로고
    • Emergent construction behavior arbitration mechanism based on the immune system
    • Watanabe, Y., Ishiguro, A., Shirai, Y. and Uchikawa, Y. (1998) ‘Emergent construction behavior arbitration mechanism based on the immune system’, in Proc. ICEC’98, pp.481–486.
    • (1998) Proc. ICEC’98 , pp. 481-486
    • Watanabe, Y.1    Ishiguro, A.2    Shirai, Y.3    Uchikawa, Y.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.