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Autor(en): 
  • Andras (University of Southampton, UK) Sobester
  • Alexander (University Of Southampton) Forrester
  • Andy (University Of Southampton) Keane
  • Engineering Design via Surrogate Modelling: A Practical Guide 
     

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


    Übersicht

    Auf mobile öffnen
     
    Lieferstatus:   i.d.R. innert 14-24 Tagen versandfertig
    Veröffentlichung:  Juli 2008  
    Genre:  Naturwissensch., Medizin, Technik 
     
    Aeronautic & Aerospace Engineering / Computational / Numerical Methods / Electrical & Electronics Engineering / Elektrotechnik u. Elektronik / Ingenieurwesen / Luft- u. Raumfahrttechnik / Maschinenbau / Mechanical Engineering / Modell / Numerical Methods & Algorithms / Numerische Methoden u. Algorithmen / Rechnergestützte / Numerische Verfahren im Maschinenbau
    ISBN:  9780470060681 
    EAN-Code: 
    9780470060681 
    Verlag:  John Wiley & Sons Inc 
    Einband:  Gebunden  
    Sprache:  English  
    Dimensionen:  H 253 mm / B 178 mm / D 18 mm 
    Gewicht:  568 gr 
    Seiten:  240 
    Bewertung: Titel bewerten / Meinung schreiben
    Inhalt:
    Surrogate models expedite the search for promising designs by standing in for expensive design evaluations or simulations. They provide a global model of some metric of a design (such as weight, aerodynamic drag, cost, etc.), which can then be optimized efficiently. Engineering Design via Surrogate Modelling is a self-contained guide to surrogate models and their use in engineering design. The fundamentals of building, selecting, validating, searching and refining a surrogate are presented in a manner accessible to novices in the field. Figures are used liberally to explain the key concepts and clearly show the differences between the various techniques, as well as to emphasize the intuitive nature of the conceptual and mathematical reasoning behind them. More advanced and recent concepts are each presented in stand-alone chapters, allowing the reader to concentrate on material pertinent to their current design problem, and concepts are clearly demonstrated using simple design problems. This collection of advanced concepts (visualization, constraint handling, coping with noisy data, gradient-enhanced modelling, multi-fidelity analysis and multiple objectives) represents an invaluable reference manual for engineers and researchers active in the area. Engineering Design via Surrogate Modelling is complemented by a suite of Matlab codes, allowing the reader to apply all the techniques presented to their own design problems. By applying statistical modelling to engineering design, this book bridges the wide gap between the engineering and statistics communities. It will appeal to postgraduates and researchers across the academic engineering design community as well as practising design engineers. * Provides an inclusive and practical guide to using surrogates in engineering design. * Presents the fundamentals of building, selecting, validating, searching and refining a surrogate model. * Guides the reader through the practical implementation of a surrogate-based design process using a set of case studies from real engineering design challenges. Accompanied by a companion website featuring Matlab software at http://www.wiley.com/go/forrester

      
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