| 书目名称 | Surrogate-Based Modeling and Optimization | | 副标题 | Applications in Engi | | 编辑 | Slawomir Koziel,Leifur Leifsson | | 视频video | | | 概述 | Summarizes the latest developments in surrogate-based modeling and optimization methodologies.Includes a diverse range of applications and well-chosen case studies.Balances coverage of theoretical fou | | 图书封面 |  | | 描述 | .Contemporary engineering design is heavily based on computer simulations. Accurate, high-fidelity simulations are used not only for design verification but, even more importantly, to adjust parameters of the system to have it meet given performance requirements. Unfortunately, accurate simulations are often computationally very expensive with evaluation times as long as hours or even days per design, making design automation using conventional methods impractical. These and other problems can be alleviated by the development and employment of so-called surrogates that reliably represent the expensive, simulation-based model of the system or device of interest but they are much more reasonable and analytically tractable. . .This volume features surrogate-based modeling and optimization techniques, and their applications for solving difficult and computationally expensive engineering design problems. It begins by presenting the basic concepts and formulations of the surrogate-based modeling and optimization paradigm and then discusses relevant modeling techniques, optimization algorithms and design procedures, as well as state-of-the-art developments. The chapters are self-contained | | 出版日期 | Book 2013 | | 关键词 | Computer-aided design; Simulation-driven design; engineering optimization; multi-fidelity optimization | | 版次 | 1 | | doi | https://doi.org/10.1007/978-1-4614-7551-4 | | isbn_softcover | 978-1-4939-5472-8 | | isbn_ebook | 978-1-4614-7551-4 | | copyright | Springer Science+Business Media New York 2013 |
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发表于 2025-3-21 19:13:23
