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"model-based reasoning" "Knowledge representation" -> expert systems
quote “Prolog is a declarative language” [1]
more modern programming language is golog [2] -> model-based programming
situation calculus as representation language [3]
instead of generating actions, the system is tracked and monitored [4]
"model-based reasoning" diagnosis
subsumption architecture is using a reactive paradigm [5]
deliberative planning is using declarative models [5]
models are the starting point for optimal control [5]
Model-Based Expert System Shell [1]
separation of control and model enables reuse of programs [2]
expert system are precursor of model-based reasoning systems [2]
rule based systems are easy to create, model based reasoning systems are more complex [6]
model based reasoning has became popular since the 1990s [6]
Literature
[1] Niederliński, A. "An expert system shell for uncertain rule-and model based reasoning." Methods of Artificial Intelligence in Mechanics and Mechanical Engineering AIMech (2001).
[2] McIlraith, Sheila A. "Model-based programming using golog and the situation calculus." Proceedings of the Tenth International Workshop on Principles of Diagnosis (DX’99). 1999.
[3] McIlraith, Sheila A. "Representing actions and state constraints in model-based diagnosis." AAAI/IAAI. 1997.
[4] Dvorak, Daniel, and Benjamin Kuipers. "Model-Based Monitoring of Dynamic Systems." IJCAI. 1989.
[5] Watson, David P., and David H. Scheidt. "Autonomous systems." Johns Hopkins APL technical digest 26.4 (2005): 368-376.
[6] Lee, Newton S. "A computational paradigm that integrates rule‐based and model‐based reasoning in expert systems." International journal of intelligent systems 5.2 (1990): 135-151.
This article is within the scope of
WikiProject Cognitive science, a project which is currently considered to be inactive.Cognitive scienceWikipedia:WikiProject Cognitive scienceTemplate:WikiProject Cognitive scienceCognitive science articles
"model-based reasoning" "Knowledge representation" -> expert systems
quote “Prolog is a declarative language” [1]
more modern programming language is golog [2] -> model-based programming
situation calculus as representation language [3]
instead of generating actions, the system is tracked and monitored [4]
"model-based reasoning" diagnosis
subsumption architecture is using a reactive paradigm [5]
deliberative planning is using declarative models [5]
models are the starting point for optimal control [5]
Model-Based Expert System Shell [1]
separation of control and model enables reuse of programs [2]
expert system are precursor of model-based reasoning systems [2]
rule based systems are easy to create, model based reasoning systems are more complex [6]
model based reasoning has became popular since the 1990s [6]
Literature
[1] Niederliński, A. "An expert system shell for uncertain rule-and model based reasoning." Methods of Artificial Intelligence in Mechanics and Mechanical Engineering AIMech (2001).
[2] McIlraith, Sheila A. "Model-based programming using golog and the situation calculus." Proceedings of the Tenth International Workshop on Principles of Diagnosis (DX’99). 1999.
[3] McIlraith, Sheila A. "Representing actions and state constraints in model-based diagnosis." AAAI/IAAI. 1997.
[4] Dvorak, Daniel, and Benjamin Kuipers. "Model-Based Monitoring of Dynamic Systems." IJCAI. 1989.
[5] Watson, David P., and David H. Scheidt. "Autonomous systems." Johns Hopkins APL technical digest 26.4 (2005): 368-376.
[6] Lee, Newton S. "A computational paradigm that integrates rule‐based and model‐based reasoning in expert systems." International journal of intelligent systems 5.2 (1990): 135-151.