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Structuring of Large-scale Complex Hybrid Systems: from Illustrative Analysis toward Modelization

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Abstract

System structuring is paramount to the development of large-scale complex hybrid systems (LCHS). However, there is no well-established and effective methodology for the structuring of LCHS. Using the approach of illustrating and abstracting, this paper investigates the structuring of LCHS based on a wide variety of applications. First, intrinsic attributes of LCHS are explored. Then, a unified framework-based analysis is made of six typical examples of LCHS, i.e. human brain-body systems, autonomous robot systems, autonomous fed-batch reactor systems, human-car driving systems, autonomous urban traffic systems, and autonomous production (manufacturing/industrial process) systems. In this way, common characteristics among typical examples, e.g., perception–decision link, distributing, nesting, hierarchy, multiple gradation and hybrid dynamics over a spectrum of time drivers, and, incidentally, wide application orientations of LCHS, are illustrated. Furthermore, after basic concepts for the modelization of LCHS are formulated, two novel general-purpose information-processing modules are proposed and constructed, called perception cube and decision spheroid. Based on them, a novel block diagram based model is originally proposed and established for LCHS.

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References

  • Albus, J. S.: 1988, System description and design architecture for multiple autonomous undersea vehicles, NIST Technical Note 1251, National Institute of Standards and Technology, U.S. Department of Commerce.

  • Albus, J. S.: 1991, Outlines for a theory of intelligence, IEEE Trans. Systems Man Cybernet. 21(3), 473-509.

    Google Scholar 

  • Albus, J. S.: 1993, A control architecture for cooperative intelligent robots, in: P. Dario, G. Sandini and P. Aebischer (eds.), Robots and Biological Systems: Towards a New Bionics, NATO ASI Series F, Vol. 102, Springer, Berlin/Heidelberg, pp. 713-744.

    Google Scholar 

  • Albus, J. S., McCain, H. G., and Lumia, R.: 1989, NASA/NBS standard reference model for telerobot control system architecture (NASREM), NIST Technical Note 1235, National Institute of Standards and Technology, U.S. Department of Commerce.

  • Albus, J. S. and Meystel, A. M.: 1996a, A reference model architecture for design and implementation of intelligent control in large and complex systems, Internat. J. Intelligent Control Systems 1(1), 15-30.

    Google Scholar 

  • Albus, J. S. and Meystel, A. M.: 1996b, Intelligent systems: Beyond neural networks and fuzzy control, in: Preprints of 13th World Congress of IFAC, San Francisco, CA, USA, June 30-July 5, 1996, Plenary and Index Volume, (xx-07), pp. 107-112.

  • Antsaklis, P.: 1994, Defining intelligent control, IEEE Control Systems Mag. 14(3), 4-5, 58-66.

    Google Scholar 

  • Antsaklis, P. and K. Passino, eds: 1993, An Introduction to Intelligent and Autonomous Control, Kluwer Academic, Dordrecht.

    Google Scholar 

  • Badami, V. V., Nielsen, P., and Comly, J. B.: 1991, An intelligent controller for process automation, J. Intelligent Robotic Systems 4, 55-73.

    Google Scholar 

  • Benveniste, A. and Guernic, P. L.: 1990, Hybrid dynamical systems theory and the SIGNAL language, IEEE Trans. Automat. Control 35(5), 535-546.

    Google Scholar 

  • Fu, K.: 1971, Learning control systems and intelligent control systems: An intersection of artificial intelligence and automatic control, IEEE Trans. Automat. Control 16(1), 70-72.

    Google Scholar 

  • Graham, J. H. and Saridis, G. N.: 1982, Linguistic decision structure for hierarchical systems, IEEE Trans. Systems Man Cybernet. 12(3), 325-333.

    Google Scholar 

  • Kosanke, K.: 1990, CIM-OSA: Its role in manufacturing control, in: Preprints of the 11th IFACWorld Congress, Tallinn, Estonia, August 13-17, 1990, Vol. 10, pp. 28-32.

    Google Scholar 

  • Labinaz, G., Bayoumi, M. M., and Rudie, K.: 1996, Modeling and control of hybrid systems: A survey, in: Preprints of 13th World Congress of IFAC, San Francisco, CA, USA, June 30-July 5, 1996, Vol. J (3c-01.4), pp. 293-304.

    Google Scholar 

  • Lima, P. and Saridis, G. N.: 1996a, Design of intelligent control systems based on hierarchical stochastic automata, in: F. Y. Wang (ed.), Series in Intelligent Control and Intelligent Automation, Vol. 2, World Scientific, 154.

  • Lima, P. and Saridis, G. N.: 1996b, Performance improvement of intelligent machines through feedback, Internat. J. Intelligent Control Systems 1(1), 155-173.

    Google Scholar 

  • Lumia R., Fiala, J., and Wavering, A.: 1990, The NASREM robot control systems and testbed, Internat. J. Robotics Automat. 5(1), 20-26.

    Google Scholar 

  • Luo, R. C. and Kay, M. G.: 1989, Multisensor integration and fusion in intelligent systems, IEEE Trans. Systems Man Cybernet. 19(5), 901-931.

    Google Scholar 

  • Meystel, A.: 1987, Theoretical foundations of planning and navigation for autonomous robots, Internat. J. Intelligent Systems 2, 73-128.

    Google Scholar 

  • Meystel, A.: 1988, Intelligent control in robotics, J. Robotic Systems 5(4), 269-308.

    Google Scholar 

  • Meystel, A.: 1993, Motion control in intelligent machines, in: P. Dario, G. Sandini and P. Aebischer (eds.), Robots and Biological Systems: Towards a New Bionics, NATO ASI Series F, Vol. 102, Springer, Berlin/Heidelberg, pp. 362-394.

    Google Scholar 

  • Moed, M. C. and Saridis, G. N.: 1990, A Boltzmann machine for the organization of intelligent machines, IEEE Trans. Systems Man Cybernet. 20(5), 1094-1102.

    Google Scholar 

  • Saridis, G. N.: 1983, Intelligent robotic control, IEEE Trans. Automat. Control 28(5), 547-557.

    Google Scholar 

  • Saridis, G. N.: 1989, Analytic formulation of the principle of increasing precision with decreasing intelligence for intelligent machines, Automatica 25(3), 461-467.

    Google Scholar 

  • Saridis, G. N. and Graham, J. H.: 1984, Linguistic decision schemata for intelligent robots, Automatica 20(1), 121-126.

    Google Scholar 

  • Saridis, G. N. and Valavanis, K. P.: 1988, Analytical design of intelligent machines, Automatica 24(2), 123-133.

    Google Scholar 

  • Stevens, W. B.: 1996, The automated highway system program: A progress report, in: Preprints of 13th World Congress of IFAC, San Francisco, CA, USA, June 30-July 5, 1996, Plenary and Index Volume (xx-07), pp. 25-33.

  • Tian, H.: 1997, Towards the modeling of heterogeneous integrated control systems, in: Preprints of IFAC/IFIP Conf. on Management and Control of Production and Logistics (MCPL'97), Campinas, SP, Brazil, August 31-September 3, 1997, pp. 755-758.

  • Tian, H.: 1998a, Examples analysis of intelligent control systems, in: Preprints of the 8th IFAC/IFORS/IMACS/IFIP Symposium on Large Scale systems: Theory and Applications (LSS'98), University of Patras, Rio Patras, Greece, July 15-17, 1998, Vol. II, pp. 1038-1043.

    Google Scholar 

  • Tian, H.: 1998b, Omni-integrated intelligent systems: Conceptualism and methodology, in: Proc. of the 1998 IEEE Internat. Symposium on Intelligent Control (ISIC), Gaithersburg, MD, USA, September 14-17, 1998, pp. 628-633.

  • Tian, H.: 1998c, Omni-integrated intelligent systems: From typical examples to generalization, in: Proc. of the 1998 IEEE Internat. Symposium on Intelligent Control (ISIC), Gaithersburg, MD, USA, September 14-17, 1998, pp. 114-119.

  • Tian, H.: 1998d, Multi-scale perception-decision systems, in: Proc. of the 37th IEEE Conf. on Decision and Control (CDC'98), Hyatt Regency Westshore, Tampa, FL, USA, December 16-18, 1998, pp. 2938-2939.

    Google Scholar 

  • Tian, H.: 1999, Structural modeling of intelligent control systems, in: Preprints of the 14th Triennial World Congress of International Federation of Automatic Control (IFAC), Beijing, China, July 5-9, 1999, Vol. L, #L-5a-05-3, pp. 327-332.

    Google Scholar 

  • Tian, H. and Zhang, K.: 1998, A review on analysis/design methods and life-cycle models for system development, in: Preprints of the 8th IFAC/IFORS/IMACS/IFIP Symposium on Large Scale systems: Theory and Applications (LSS'98), Rio Patras, Greece, July 15-17, 1998, Vol. II, pp. 1012-1017.

    Google Scholar 

  • Tian, H. and Binder, Z.: 1998, Paradigm for information integration in enterprises, in: N. Mårtensson, R. Mackay, and S. Björgvinsson (eds.), Changing the Ways We Work, Advances in Design and Manufacturing Series, Vol. 8, IOS Press, Amsterdam, pp. 745-756.

    Google Scholar 

  • Tian, H. and Wend, H.-D.: 1998, Grammar based model for intelligent control systems, in: Proc. of Internat. ICSC Symposium on Engineering of Intelligent Systems (EIS'98), Tenerife, Spain, February 11-13, 1998, pp. 789-796.

  • Tian, H. and Wu, Q.: 1997, Fundamentals of intelligent control systems, in: The 2nd Chinese World Congress on Intelligent Control and Intelligent Automation (CWC ICIA'97), Xi'an, China, June 23-27, 1997, pp. 2-7.

  • Tian, H. and Wu, Q.: 1998, An introduction to intelligent control systems, in: M. Jamshidi and C. W. de Silva (eds.), Intelligent Automation and Control: Recent Trends in Development and Applications, Vol. 6, TSI Press Series, Albuquerque, NM, USA, pp. 757-762.

    Google Scholar 

  • Tian, H., Wu, Q., and Zhang, Z.: 1995, Intelligent control systems: Epistemology, methodology and states-of-arts, in: Proc. of the 27th Annual China Control Conf., Huangshan, China, December 15-20, 1995, pp. 948-956.

  • Tian, H., Xu, W., Wend, H.-D., and Wu, Q.: 1998, A review upon concurrent engineering, in: Preprints of the 9th Symposium of IFAC on Information Control in Manufacturing (INCOM'98), Nancy-Metz, France, June 24-26, 1998, Vol. II, pp. 511-516.

    Google Scholar 

  • Valavanis, K. P. and Saridis, G. N.: 1998, Information-theoretic modeling of intelligent robotic systems, IEEE Trans. Systems Man Cybernet. 18(6), 854-872.

    Google Scholar 

  • Valavanis, K. P. and Saridis, G. N.: 1991, Probabilistic modelling of intelligent robotic systems, IEEE Trans. Robotics Automat. 7(1), 164-171.

    Google Scholar 

  • Valavanis, K. P. and Stellakis, H. M.: 1991, A general organizer model for robotic assemblies and intelligent robotic systems, IEEE Trans. Systems Man Cybernet. 21(2), 302-317.

    Google Scholar 

  • Williams, T. J.: 1990, A reference model for computer integrated manufacturing from the viewpoint of industrial automation, in: Preprints of the 11th IFACWorld Congress, Tallinn, Estonia, August 13-17, 1990, Vol. 10, pp. 1-11.

    Google Scholar 

  • Williams, T. J.: 1993, The Purdue enterprise reference architecture, in: Preprints of the 12th IFAC World Congress, Sydney, Australia, July 18-23, 1993, Vol. 6, pp. 139-144.

    Google Scholar 

  • Williams, T. J. et al.: 1993, Architectures for integrating manufacturing activities and enterprises, in: Preprints of the 12th IFAC World Congress, Sydney, Australia, July 18-23, 1993, Vol. 10, pp. 273-283.

    Google Scholar 

  • Wang, F.-Y. and Saridis, G. N.: 1990, A coordination theory for intelligent machines, Automatica 26(5), 833-844.

    Google Scholar 

  • Wang, F. Y., Kyriakopoulos, K. J., Tsolkas, A., and Saridis, G. N.: 1991, A Petri-net coordination model for an intelligent mobile robot, IEEE Trans. Systems Man Cybernet. 21(4), 777-789.

    Google Scholar 

  • Wong, K. C. and Wonham, M.: 1996a, Hierarchical control of discrete-event systems, Discrete Event Dynamic Systems 6(3), 241-273.

    Google Scholar 

  • Wong, K. C. and Wonham, M.: 1996b, Hierarchical control of timed discrete-event systems, Discrete Event Dynamic Systems 6(3), 275-306.

    Google Scholar 

  • Wu, Q., Tian, H., Xu, W., and Ouyang, C.: 1997, Concurrent engineering: A tutorial, in: Preprints of IFAC/IFIP Conf. on Management and Control of Production and Logistics (MCPL'97), Campinas, SP, Brazil, August 31-September 3, 1997, pp. 646-650.

  • Xiao, Q., Tian, H., Xiao, Y., and Wu, Q.: 1997, States of arts and applications of distributed intelligence systems, in: The Second Chinese World Congress on Intelligent Control and Intelligent Automation (CWC ICIA'97), Xi'an, June 23-27, 1997, pp. 1314-1319.

  • Xu, W., Tian, H., Xiao, Y., and Wu, Q.: 1996, CSCW based architecture of concurrent engineering systems, in: Proc. of IEEE Internat. Conf. on Industrial Technologies, Shanghai, China, December 2-6, 1996, pp. 334-338.

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Tianfield, H. Structuring of Large-scale Complex Hybrid Systems: from Illustrative Analysis toward Modelization. Journal of Intelligent and Robotic Systems 30, 179–208 (2001). https://doi.org/10.1023/A:1008152518630

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