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Reliable Plan Selection By Intelligent Machines : World Scientific Series in Intelligent Control and Intelligent Automation - John E. Mclnroy

Reliable Plan Selection By Intelligent Machines

By: John E. Mclnroy, Joseph C. Musto, George N. Saridis

Hardcover | 1 February 1996

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This book derives techniques which allow reliable plans to be automatically selected by intelligent machines. It concentrates on the uncertainty analysis of candidate plans so that a highly reliable candidate may be identified and used. For robotic components, such as a particular vision algorithm for pose estimation or a joint controller, methods are explained for directly calculating the reliability. However, these methods become excessively complex when several components are used together to complete a plan. Consequently, entropy minimization techniques are used to estimate which complex tasks will be performed reliably. The book first develops tools for directly calculating the reliability of sub-systems, and methods of using entropy minimization to greatly facilitate the analysis are explained. Since these sub-systems are used together to accomplish complex tasks, the book then explains how complex tasks can be efficiently evaluated.

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