Engineering design via surrogate modelling : (Record no. 68745)
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000 -LEADER | |
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fixed length control field | 02806nam a22002177a 4500 |
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
fixed length control field | 211009b2008 |||||||| |||| 00| 0 eng d |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
International Standard Book Number | 9780470060681 |
082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER | |
Classification number | 620.0042 FOR-A |
100 ## - MAIN ENTRY--PERSONAL NAME | |
Personal name | Forrester, Alexander I. J. |
245 ## - TITLE STATEMENT | |
Title | Engineering design via surrogate modelling : |
Remainder of title | a practical guide / |
Statement of responsibility, etc. | Alexander I. J. Forrester, Andras Sobester and Andy J. Keane |
260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
Place of publication, distribution, etc. | United Kingdom |
Name of publisher, distributor, etc. | John Wiley |
Date of publication, distribution, etc. | 2008 |
300 ## - PHYSICAL DESCRIPTION | |
Extent | 210 p. |
365 ## - TRADE PRICE | |
Price type code | USD |
Price amount | 150.75. |
500 ## - GENERAL NOTE | |
General note | 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.<br/>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.<br/><br/>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.<br/><br/>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.<br/><br/>Provides an inclusive and practical guide to using surrogates in engineering design.<br/>Presents the fundamentals of building, selecting, validating, searching and refining a surrogate model.<br/>Guides the reader through the practical implementation of a surrogate-based design process using a set of case studies from real engineering design challenges. |
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name as entry element | Engineering design--Mathematical models |
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name as entry element | Engineering design--Statistical methods |
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name as entry element | Engineering design |
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name as entry element | Engineering models |
700 ## - ADDED ENTRY--PERSONAL NAME | |
Personal name | Sobester, Andras |
700 ## - ADDED ENTRY--PERSONAL NAME | |
Personal name | Keane, Andy J. |
952 ## - LOCATION AND ITEM INFORMATION (KOHA) | |
Withdrawn status |
Lost status | Source of classification or shelving scheme | Damaged status | Not for loan | Collection code | Home library | Current library | Shelving location | Date acquired | Full call number | Barcode | Date last seen | Price effective from | Koha item type |
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Dewey Decimal Classification | 620 | BITS Pilani Hyderabad | BITS Pilani Hyderabad | General Stack (For lending) | 09/10/2021 | 620.0042 FOR-A | 42441 | 13/07/2024 | 09/10/2021 | Books |