Surrogate Model Based Engineering Design and Optimization is popular PDF and ePub book, written by Ping Jiang in 2019-11-01, it is a fantastic choice for those who relish reading online the Technology & Engineering genre. Let's immerse ourselves in this engaging Technology & Engineering book by exploring the summary and details provided below. Remember, Surrogate Model Based Engineering Design and Optimization can be Read Online from any device for your convenience.
Surrogate Model Based Engineering Design and Optimization Book PDF Summary
This book covers some of the most popular methods in design space sampling, ensembling surrogate models, multi-fidelity surrogate model construction, surrogate model selection and validation, surrogate-based robust design optimization, and surrogate-based evolutionary optimization. Surrogate or metamodels are now frequently used in complex engineering product design to replace expensive simulations or physical experiments. They are constructed from available input parameter values and the corresponding output performance or quantities of interest (QOIs) to provide predictions based on the fitted or interpolated mathematical relationships. The book highlights a range of methods for ensembling surrogate and multi-fidelity models, which offer a good balance between surrogate modeling accuracy and building cost. A number of real-world engineering design problems, such as three-dimensional aircraft design, are also provided to illustrate the ability of surrogates for supporting complex engineering design. Lastly, illustrative examples are included throughout to help explain the approaches in a more “hands-on” manner.
Detail Book of Surrogate Model Based Engineering Design and Optimization PDF
- Author : Ping Jiang
- Release : 01 November 2019
- Publisher : Springer Nature
- ISBN : 9789811507311
- Genre : Technology & Engineering
- Total Page : 240 pages
- Language : English
- PDF File Size : 15,9 Mb
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