An object-oriented multimodel approach to integrate planning, intelligent control and simulation

The areas of planning, intelligent control and simulation have each spawned their own representational structures. Deliberative planning approaches found within AI are often rule based and simulation is often function based. Intelligent control approaches and the perceived need to integrate reactive control with deliberative planning have suggested an integration of modeling techniques; however, well-formed integration techniques are scarce. The multimodel method for large-scale systems containing intelligent and nonintelligent objects is proposed. The initial results with planning and control within a truck depot show that, with multimodeling, current deliberative planning methods are extended to include a richer set of model types besides production rule systems. Moreover, reactive control is modulated by deliberative planning model structures so that the entire model is well-formed and easy to comprehend.<<ETX>>

[1]  Grady Booch Object-oriented design , 1982, ALET.

[2]  Bernard P. Zeigler,et al.  A multimodel methodology for qualitative model engineering , 1992, TOMC.

[3]  Paul A. Fishwick,et al.  Heterogeneous decomposition and inter-level coupling for combined modeling , 1991, 1991 Winter Simulation Conference Proceedings..

[4]  W. J. Kubitz,et al.  Biting the silver bullet: toward a brighter future for system development , 1992 .

[5]  Rodney A. Brooks,et al.  A Robust Layered Control Syste For A Mobile Robot , 2022 .

[6]  Bernard P. Zeigler,et al.  Object-oriented simulation with hierarchical, modular models , 1990 .

[7]  Leslie Pack Kaelbling,et al.  An Architecture for Intelligent Reactive Systems , 1987 .

[8]  Norman R. Nielsen Application of artificial intelligence techniques to simulation , 1991 .

[9]  T. Gergely,et al.  Artificial Intelligence in Simulation , 1990 .

[10]  William E. Lorensen,et al.  Object-Oriented Modeling and Design , 1991, TOOLS.

[11]  Paul A. Fishwick,et al.  An integrated approach to system modeling using a synthesis of artificial intelligence, software engineering and simulation methodologies , 1992, TOMC.

[12]  David Harel,et al.  On visual formalisms , 1988, CACM.

[13]  Michael P. Wellman,et al.  Planning and Control , 1991 .

[14]  Paul A. Fishwick,et al.  Heterogeneous hierarchical modelling for knowledge-based autonomous systems , 1993 .

[15]  Edward Yourdon,et al.  Object-oriented design , 1991, Yourdon Press Computing Series.

[16]  Paul A. Fishwick,et al.  A simulation environment for multimodeling , 1993, Discret. Event Dyn. Syst..