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Autor(en): 
  • Duc Pham
  • D. Karaboga
  • Intelligent Optimisation Techniques: Genetic Algorithms, Tabu Search, Simulated Annealing and Neural Networks 
     

    (Buch)
    Dieser Artikel gilt, aufgrund seiner Grösse, beim Versand als 3 Artikel!


    Übersicht

    Auf mobile öffnen
     
    Lieferstatus:   i.d.R. innert 5-10 Tagen versandfertig
    Veröffentlichung:  September 2011  
    Genre:  EDV / Informatik 
    ISBN:  9781447111863 
    EAN-Code: 
    9781447111863 
    Verlag:  Springer 
    Einband:  Kartoniert  
    Sprache:  English  
    Dimensionen:  H 235 mm / B 155 mm / D 18 mm 
    Gewicht:  482 gr 
    Seiten:  316 
    Bewertung: Titel bewerten / Meinung schreiben
    Inhalt:
    This book covers four optimisation techniques loosely classified as "intelligent": genetic algorithms, tabu search, simulated annealing and neural networks. ¿ Genetic algorithms (GAs) 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 finds 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 drawn from electrical, electronic, manufacturing, mechanical and systems engineering. The book contains listings of C programs implementing the main techniques described to assist readers wishing to experiment with them. The book does not assume a previous background in intelligent optl1TIlsation techniques. For readers unfamiliar with those techniques, Chapter 1 outlines the key concepts underpinning them. To provide a common framework for comparing the different techniques, the chapter describes their performances on simple benchmark numerical and combinatorial problems. More complex engineering applications are covered in the remaining four chapters of the book.

      



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