Intelligent Optimisation Techniques
Genetic Algorithms, Tabu Search, Simulated Annealing and Neural Networks
by D. T. Pham
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This book covers four optimisation techniques loosely classified as intelligent: genetic algorithms, tabu search, simulated annealing and neural networks. Genetic algorithms locate optima using processes similar to those in natural selection and genetics. Tabu search is a heuristic procedure that employs dynamically generated constraints or tabus to guide the search for optimum solutions. Simulated annealing find optima in a way analogous to the reaching of minimum energy configurations in metal annealing. Neural networks are computational models of the brain. Certain types of neural networks can be used for optimisation by exploiting their inherent ability to evolve in the direction of the negative gradient of an energy function and to reach a stable minimum of that function. Aimed at engineers, the book gives a concise introduction to the four techniques, and presents a range of applications.
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Engineering, Computer simulation, Engineering design, Engineering, data processing, Computer-aided design, Heuristic programming, Genetic algorithms, Neural networks (computer science), Intelligence (ai) & semantics, Product, Professional, career & trade -> computer science -> intelligence (ai) & semantics, Trades & technology -> industrial design -> general, Professional, career & trade -> computer science -> computer simulation, Sci21000, Sct17020, Sci19000, 2970, 5120, 2971, Suco11645, 5079| Edition | Availability |
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Intelligent Optimisation Techniques: Genetic Algorithms, Tabu Search, Simulated Annealing and Neural Networks
2000, Springer London
electronic resource :
in English
1447111869 9781447111863
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| December 20, 2023 | Edited by ImportBot | import existing book |
| August 3, 2020 | Edited by ImportBot | import existing book |
| July 1, 2019 | Created by MARC Bot | import new book |