Automated modeling of physical systems /

In this monograph the author 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 aspects is presented: the problem is precisely formalized, its computati...

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Bibliographic Details
Main Author: Nayak, P. Pandurang
Corporate Author: SpringerLink (Online service)
Format: eBook
Language:English
Published: Berlin ; New York : Springer, [1995]
Series:Lecture notes in computer science ; 1003.
Lecture notes in computer science. Lecture notes in artificial intelligence.
Subjects:
Online Access:Connect to the full text of this electronic book

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245 1 0 |a Automated modeling of physical systems /  |c P. Pandurang Nayak. 
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490 1 |a Lecture notes in computer science ;  |v 1003.  |a Lecture notes in artificial intelligence 
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505 0 |a 1. Introduction -- 2. Models and model fragments -- 3. Adequate models -- 4. Complexity of model selection -- 5. Causal approximations -- 6. Differential equations -- 7. Order of magnitude reasoning -- 8. Model selection program and results -- 9. Related work -- 10. Conclusions -- A. Examples of causal approximations -- B. Example devices -- C. Composable operators -- D. Matching in bipartite graphs. 
520 |a In this monograph the author 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 aspects is 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. 
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