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The article analyzes the experience and considers the conceptual and functional foundations of the technology for prototyping the basic components of the architectures of two classes of dynamic intelligent systems - dynamically integrated expert systems (IES) and multi-agent systems (MAS) based on the use of task-oriented methodology (or its individual elements) and original tools (AT-TECHNOLOGY workbench and IMVIA system). The emphasis is on the synergy of methods and tools of temporal inference with the methods and tools of simulation modeling in the development of dynamic IES and MAS. Using dynamic IES as an example, the article describes the features of temporal inference, the temporal inference model, the special type working memory model, the methods for using the resource parameters of the simulation model during temporal inference, and the experimental results of the joint functioning of the basic components of the dynamic IES core. The article considers the features of applying simulation modeling to design MAS.

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Dynamic Intelligent Systems: Synergy Features of Temporal Inference and Simulation Modeling

  • 会议论文

  • 发表日期：

    2025年

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  • G. V. Rybina,
  • V. Y. Stepankov,
  • A. A. Grigoryev

摘要

The article analyzes the experience and considers the conceptual and functional foundations of the technology for prototyping the basic components of the architectures of two classes of dynamic intelligent systems - dynamically integrated expert systems (IES) and multi-agent systems (MAS) based on the use of task-oriented methodology (or its individual elements) and original tools (AT-TECHNOLOGY workbench and IMVIA system). The emphasis is on the synergy of methods and tools of temporal inference with the methods and tools of simulation modeling in the development of dynamic IES and MAS. Using dynamic IES as an example, the article describes the features of temporal inference, the temporal inference model, the special type working memory model, the methods for using the resource parameters of the simulation model during temporal inference, and the experimental results of the joint functioning of the basic components of the dynamic IES core. The article considers the features of applying simulation modeling to design MAS.