Automated Modeling Of Physical Systems
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Automated Modeling of Physical Systems
Author: P. Pandurang Nayak
language: en
Publisher: Lecture Notes in Artificial Intelligence
Release Date: 1995-12-13
This book is based on the author's PhD thesis which was selected during the 1993 ACM Doctoral Dissertation Competition as one of the three best submissions. This monograph investigates the problem of selecting adequate models for reasoning about physical systems and applications to engineering problem solving. An elegant treatment of both the theoretical and practical sides are presented: the problem is precisely formalized, its computational complexity is analyzed in detail, and an efficient algorithm for finding adequate models is derived; on the practical side, a methodology for building systems that automatically construct adequate models is provided, and implementational aspects and tests are described.
Automated Modeling of Physical Systems
Models and model fragments; Adequate models; Complexity of model selection; Causal approximation; Differential equations; Order of magnitude reasoning; Model selection program and results; Related work.