TY - GEN
T1 - Framework and tool support to design high quality domain models for intelligent systems
AU - Syba, Sai Charan
AU - Jayaraman, Mahesh Babu
AU - Mohalik, Swarup Kumar
AU - Ramamurthy, Badrinath
N1 - Publisher Copyright:
© 2016 IEEE.
PY - 2017/1/31
Y1 - 2017/1/31
N2 - 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.
AB - 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.
UR - https://www.scopus.com/pages/publications/85015203435
UR - https://www.scopus.com/pages/publications/85015203435#tab=citedBy
U2 - 10.1109/INDICON.2016.7838899
DO - 10.1109/INDICON.2016.7838899
M3 - Conference contribution
AN - SCOPUS:85015203435
T3 - 2016 IEEE Annual India Conference, INDICON 2016
BT - 2016 IEEE Annual India Conference, INDICON 2016
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2016 IEEE Annual India Conference, INDICON 2016
Y2 - 16 December 2016 through 18 December 2016
ER -