Framework and tool support to design high quality domain models for intelligent systems

Sai Charan Syba, Mahesh Babu Jayaraman, Swarup Kumar Mohalik, Badrinath Ramamurthy

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

Increasing complexity of Cyber-Physical Systems (CPS) is mandating architectures that are autonomous and adaptive to the changing contexts. The area of planning and acting in Artificial Intelligence (AI) provides a well-understood paradigm for designing such intelligent systems. Capturing the domain knowledge formally, both declarative and procedural is crucial to this approach. There have been many attempts to provide assistance for domain designers to specify and develop high quality domain models. However, there has been no conceptual framework to identify all the necessary enablers for this purpose. Also, almost all the existing tools emphasize on visualization tasks and by using simulation. In this paper, we outline a classification framework based on the 3 C's (correctness, completeness and consistency) of specification and identify the design tasks, motivating them through illustrative snippets. We also report a planning and acting tool integrated with simulation and validation capabilities to support these tasks and present its applications that allows experimenting with domain.

Original languageEnglish
Title of host publication2016 IEEE Annual India Conference, INDICON 2016
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9781509036462
DOIs
Publication statusPublished - 31-01-2017
Externally publishedYes
Event2016 IEEE Annual India Conference, INDICON 2016 - Bangalore, India
Duration: 16-12-201618-12-2016

Conference

Conference2016 IEEE Annual India Conference, INDICON 2016
CountryIndia
CityBangalore
Period16-12-1618-12-16

All Science Journal Classification (ASJC) codes

  • Signal Processing
  • Computer Networks and Communications
  • Instrumentation

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  • Cite this

    Syba, S. C., Jayaraman, M. B., Mohalik, S. K., & Ramamurthy, B. (2017). Framework and tool support to design high quality domain models for intelligent systems. In 2016 IEEE Annual India Conference, INDICON 2016 [7838899] Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/INDICON.2016.7838899