Automated Model Selection using Context-Dependent Behaviors

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KSL-91-16 +  redirect page

Automated Model Selection using Context-Dependent Behaviors +  Has identifier

Automated Model Selection using Context-Dependent Behaviors +  Ksl tr id

Automated Model Selection using Context-Dependent Behaviors +  Number

Automated Model Selection using Context-Dependent Behaviors

Bibtype  techreport

Has publishing details  May,1991

Has title  Automated Model Selection using Context-Dependent Behaviors

Has where published  KSL-91-16

Has year  1991

Title  Automated Model Selection using Context-Dependent Behaviors

Year  1991

Abstract  Effective problem-solving about complex en Effective problem-solving about complex engineered devices requires device models that are both adequate for the problem and computationally efficient.Producing such models requires identifying the relevant device features and determining applicable simplifications. This paper presents a method for automatically constructing a device model by selecting an appropriate model for each of the device’s components using the context in which it operates.We introduce context-dependent behaviors (CDBs), a frame-like component behavior model representation for encapsulating contextual modeling constraints. We show how CDBs are used in the model selection process by exploiting constraints from three sources: the structural and behavioral contexts of the components, and the expected behavior of the device. We describe an implemented program for model selection. The inputs are the structure of the device--the components of the device and structural relations between them--the expected device behavior, and a library of CDBs. The output is a set of component CDBs forming a structurally and behaviorally consistent device model that achieves the expected behavior. We demonstrate the program on a temperature gauge. strate the program on a temperature gauge.

Author  P. Pandurang Nayak and Leo Joskowicz and Sanjaya Addanki +

Has author  P. Pandurang Nayak and Leo Joskowicz and Sanjaya Addanki +

Has identifier  Automated Model Selection using Context-Dependent Behaviors +

Institution  Knowledge Systems, AI Laboratory +

Ksl tr id  Automated Model Selection using Context-Dependent Behaviors +

Month  May +

Number  Automated Model Selection using Context-Dependent Behaviors +

Process note  NO +

Categories  KSL Technical Report +, Publication +, Technical Report +

 

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