Artificial immune system: Principle, models, analysis and perspectives

Jisuanji Xuebao/Chinese Journal of Computers

Volumn 25, Issue 12, 2002, Pages 1281-1293

  Xiao, Ren Bin ^a   Wang, Lei ^a  

^a HUAZHONG UNIVERSITY OF SCIENCE AND TECHNOLOGY   (China)

Author keywords

Algorithmic model; Artificial immune system; Biological immune system; Bionic principle; Computational intelligence

Indexed keywords

ARTIFICIAL INTELLIGENCE; DATA MINING; OPTIMIZATION; PATTERN RECOGNITION; ROBOTICS; SECURITY OF DATA;

ALGORITHMIC MODEL; ARTIFICIAL IMMUNE SYSTEM; BIOLOGICAL IMMUNE SYSTEM; BIONIC PRINCIPLE; COMPUTATIONAL INTELLIGENCE;

BIONICS;

EID: 0037910212     PISSN: 02544164     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article

References (63)

1. Zhou Ji, Cha Jian-Zhong, Xiao Ren-Bin. Intelligent Design. Beijing: Higher Education Press, 1998 (in Chinese)
2. Chen Guo-Liang, Wang Xu-Fa et al. Genetic Algorithm and Its Applications. Beijing: People's Posts and Telecommunications Publishing House, 1996 (in Chinese)
3. Dorigo M, Bonabeau E, Theraulaz G. Ant algorithm and stigmery. Future Generation Computer Systems, 2000, 16(8): 851-871
4. Lin Xue-Yan, Zhang Ling. Modern Cellular and Molecule Immunology. Beijing: Science Press, 1999 (in Chinese)
5. Dasgupta D, Attoh-Okine N. Immunity based systems: A survey. In: Proc IEEE International Conference on Systems, Man, and Cybernetics, Orlando, Florida, 1997. 369-374
6. Jerne N K. The immune system. Scientific American, 1973, 229 (1): 51-60
7. Jerne N K. Towards a network theory of the immune system. Annual Immunology, 1974, 125C: 373-389
8. Perelson A. Immune network theory. Immunological Review, 1989, 110: 5-36
9. Farmer J D. Packard N H, Perelson A S. The immune system, adaptation, and machine learning. Physica D, 1986, 22: 187-204
10. Kim J, Bentley P. The artificial immune model for network intrusion detection, In: Proc 7th European Congress on Intelligent Techniques and Soft Computing, Aachen, Germany, 1999. 13-19
11. Kim J, Bentley P. Towards an artificial immune system for network intrusion detection: An investigation of clonal selection with a negative selection operator. In: Proc Congress on Evolutionary Computation, Seoul, Korea, 2001. 27-30
12. Carter J H. The immune system as a model for pattern recognition and classification. Journal of the American Medical Informatics Association, 2000, 7(3): 28-41
13. Chun J S, Kim M K, Jung H K et al. Shape optimization of electromagnetic devices using immune algorithm. IEEE Trans Magnetics, 1997, 33(2): 1876-1879
14. Chun J S, Lim J P, Jung H K. Optimal design of synchronous motor with parameter correction using immune algorithm. IEEE Trans Energy Conversion, 1999, 14(3): 610-615
15. Endoh S, Toma N, Yamada K. Immune algorithm for n-TSP. In: Proc IEEE International Conference on Systems, Man, and Cybernetics, San Diego, CA, USA, 1998. 3844-3849
16. Hunt J E, Cooke D E. Learning using an artificial immune system. Journal of Network and Computer Applications, 1996, 19 (2): 189-212
17. Hunt J E, Timmis J, Cooke D E et al. Jisys: The development of artificial immune system for real world applications. In: Dasgupta D ed. Artificial Immune System and Their Applications, Berlin: Springer-Verlag, 1999. 157-186
18. De Castro L N, Von Zuben F J. An evolutionary immune network for data clustering. In: Proc 6th Brazilian Symposium on Neural Networks, Rio de Janeiro, Brazil, 2000. 84-89
19. Timmis J, Neal M, Hunt J. Artificial immune system for data analysis. Biosystems, 2000, 55(1-3): 143-150
20. Timmis J, Neal M. A resource limited artificial immune system for data analysis. Knowledge Based Systems, 2001, 14(3-4): 121-130
21. Timmis J, Knight T. Artificial immunes system: Using the immune system as inspiration for data mining. In: Abbass H A, Sarker R A, Newton C S eds. Data Mining: A Heuristic Approach. Hershey: Idea Publishing Group, 2001. 209-230
22. Ishiguro A, Ichikawa S, Uchikawa Y. A gait acquisition of a 6-legged robot using immune networks. In: Proc IEEE/RSJ/ GI International Conference on Intelligent Robots and Systems. Munich, Germany, 1994, 2: 1034-1041
23. Ishiguro A, Shirai Y, Kondo T et al. Immunoid: An architecture for behavior arbitration based on the immune networks. In: Proc IEEE/RSJ International Conference on Intelligent Robots and Systems, Osaka, Japan, 1996. 1730-1738
24. Ishiguro A, Kuboshiki S, Ichikawa S. Gait coordination of hexapod walking robots using mutual-coupled immune networks. In: Proc IEEE International Conference on Evolutionary Computation, Perth, Australia, 1995. 672-677
25. Ishiguro A, Watanabe Y, Kondo T et al. Decentralized consensus making mechanisms based on immune system: Application to behavior arbitration of an autonomous mobile robot. In: Proc IEEE International Conference on Evolutionary Computation, Nagoya Japan, 1996. 82-87
26. Mitsumoto N, Fukuda T. Shimojima K et al. Autonomous robotic system and biologically inspired immune swarm strategy as a multi-agent robotic system. In: Proc IEEE International Conference on Robotics and Automation, Minneapolis, Minnesota, USA, 1995. 2187-2192
27. Mitsumoto N, Hattori T, Idogaki T et at. Self-organizing micro robotic system. In: Proc 6th International Symposium on Micro Machine and Human Science, Nagoya, Japan, 1995. 261-270
28. Renders J M, Hanus R. Biological learning metaphors for adaptive process control: A general strategy. In: Proc IEEE International Symposium on Intelligent Control, Glasgow, Scotland, 1992. 469-474
29. Ishiguro A, Watanabe Y, Uchikawa Y. Fault diagnosis of plant systems using immune networks. In; Proc IEEE International Conference on Multi-Sensor Fusion and Integration for Intelligent Systems, Las Vegas, NV, 1994. 34-42
30. Ishida Y. Fully distributed diagnosis by PDF learning algorithm towards immune network PDF model. In: Proc International Joint Conference on Neural Networks, San Diego, CA, USA, 1990. 777-782
31. Ishida Y, Adachi N. An immune network model and its application to process diagnosis. Systems and Computers in Japan, 1993, 24(6): 38-45
32. Forrest S, Hofmeyr S A, Somayaji A. Computer immunology. Communications of the ACM, 1997, 40(10): 88-96
33. Bentley P J, Gordon T G W, Kirn J et al. New trends in evolutionary computation. ln: Proc IEEE International Congress on Evolutionary Computation, Seoul, Korea, 2001. 162-169
34. Ding Yong-Sheng, Ren Li-Hong. Artificial immune system: Theory and applications. Pattern Recognition and Artificial Intelligence, 2000, 13(1): 52-59 (in Chinese)
35. De Castro L N, Von Zuben F J. Artificial immune system. Part I: Basic theory and application. School of Electrical and Computer Engineering, State University of Campinas, Camp-inas-SR, Brazil- Technical Report RT-DCA 01, 1999
36. Forrest S, Hofmeyr S A, Immunology as information processing. In: Segel and Cohen eds. Design Principles for the Immune System and Other Distributed Autonomous Systems. USA: Oxford University Press, 2000
37. McCoy D F, Devarajan V. Artificial immune systems and aerial image segmentation. In: Proc IEEE International Conference on Systems. Man, and Cybernetics, Orlando, Florida, 1997. 867-872
38. Dasgupta D, Forrest S. Artificial immune systems in industrial applications. In: Proc 2nd International Conference on Intelligent Processing and Manufacturing of Materials, Honolulu, 1999. 257-267
39. Smith D J, Forrest S, Perelson A S. Immunological memory is associative. In: Dasgupta ed. Artificial Immune Systems and their Applications. Berlin; Springer, 1998. 105-112
40. Burnet F M. Clonal selection and after. In: Bell G I, Perelson A S, Pimbley G H eds. Theoretical Immunology, New York; Marcel Dekker Inc., 1978. 63-85
41. De Castro L N, Von Zuben F J. Clonai selection algorithm with engineering applications. In: Proc GECCO'OO, Las Vegas, Nevada, USA, 2000. 36-37
42. Tang Z, Yamaguchi T, Tashima K et al. Multiple-valued immune network model and its simulations. In: Proc 27th International Symposium on Multiple-Valued Logic, Antigonish, Nova Scotia, Canada, 1997. 519-524
43. Zhou Zhi-Hua, Chen Shi-Fu. Neural network ensemble. Chinese Journal of Computers, 2002, 25(l): l-8 (in Chinese)
44. Xiao Ren-Bin, Wang Lei, Fan Zheng. An artificial immune system based isomorphism identification method for mechanism kinematics chains. In: Proc 2002 ASME Design Engineering Technical Conferences, DETC2001/DAC-34063, Montreal, Canada, 2002. 1-6
45. Wang Lei, Pan Jin, Jiao Li-Cheng. The immune programming. Chinese Journal of Computers. 2000, 23(8): 806-812 (in Chinese)
46. Cao Xian-Bin. Liu Ke-Sheng, Wang Xu-Fa. Solving packing problem using an immune genetic algorithm. Mini-Micro Systems, 2000, 21(4): 361-363 (in Chinese)
47. Cao Xian-Bin, Zheng Zhen, Liu Ke-Sheng e.t al. Research on quadratic assignment problem using an immune evolutionary strategy. Computer Engineering, 2000, 26(3): 1-10 (in Chinese )
48. King R L, Russ S H, Lambert A B e.t al. An artificial immune system model for intelligent agents. Future Generation Computer Systems, 2001, 17(4): 335-343
49. D'haeseleer P. Forrest S, Helman P. An immunological approach to change detection algorithms: Analysis and implications. In; Proc IEEE Symposium on Security and Privacy., Las Alamitos, CA, USA, 1998. 110-119
50. Forrest S, Javornik B, Smith R E et al. Using genetic algorithms to explore pattern recognition in the immune system. Evolutionary Computation, 1993, 1(3): 191-211
51. Okamoto T, Ishida Y. A distributed approach to computer virus detection and neutralization by autonomous and heterogeneous agents. In: Proce 4th International Symposium on Autonomous Decentralized Systems, Tokyo, Japan, 1999. 328-331
52. Kephart J O, Sorkin G B, Swimmer M. An immune system for cyberspace. In: Proc IEEE International Conference on Systems, Man, and Cybernetics, Orlando, Florida, 1997. 879-884
53. Dasgupta D, Cao Y, Yang C. Immunogenetic approach to spectra recognition. In: Proc GECCO'99, San Francisco, CA, USA. 1999. 149-155
54. Han Jia-Wei, Micheline K. Data Mining: Concepts and Techniques. Beijing: China Machine Press, 2001 (in Chinese)
55. De Castro L N, Von Zuben F J. aiNet: An artificial immune network for data analysis. In: Sarker R A, Newton C S eds. Data Mining: A Heuristic Approach. Hershey; Idea Publishing Group, USA, 2001
56. Mori K, Tsukiyarna M, Fukuda T. Adaptive scheduling system inspired by immune system. In: Proc 1998 IEEE International Conference on Systems, Man, and Cybernetics, San Diego, 1998. 3833-3837
57. Hart E, Ross P, Nelson J. Producing robust schedules via an artificial immune system. In: Proc IEEE International Conference on Evolutionary Computation, Anchorage, Alaska, 1998. 464-469
58. Huang S J. An immune-based optimization method to capacitor placement in a radial distribution system. IEEE Trans Power Delivery, 2000, 15(2): 744-749
59. Lee D W, Sim K B. Artificial immune network based cooperative control in collective autonomous mobile robots. In: Proc 6th IEEE International Workshop on Robot and Human Communication, Sendai, Japan, 1997. 58-63
60. Ishida Y, Adachi N. Active noise control by an immune algorithm: Adaptation in immune system as an evolution. In: Proc IEEE International Conference on Evolutionary Computation, Nagoya, Japan, 1996. 150-153
61. Abbattista F, Di Gioia G, Di Santo G et at. An associative memory based on the immune networks. In: Proc IEEE International Conference on Evolutionary Computation, Nagoya, Japan, 1996. 519-523
62. Dasgupta D. An artificial immune system as a multi-agent decision support system. In: Proc 1998 IEEE International Conference on Systems, Man, and Cybernetics, San Diego, CA, 1998. 3816-3820
63. Du Hai-Feng, Wang Sun-An. Data enriching based on ART-artificial immune network. Pattern Recognition and Artificial Intelligence, 2001, 14(12): 401-405 (in Chinese)