Kim N. Surrogate Modeling and Optimization. Theories, Apps, and Limitations 2026
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Kim N. Surrogate Modeling and Optimization. Theories, Apps, and Limitations 2026
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Total size: 19.05 MB
Added: 1 month ago (2026-02-02 15:21:01)
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Info Hash: 3660B2CF7D175D7434EB0CBC2D5C28E0DAE0292B
Last updated: 7 hours ago (2026-03-02 22:53:14)
Description:
Textbook in PDF format
Surrogate Modeling and Optimization explains the meaning of different surrogate models and provides an in-depth understanding of such surrogates, emphasizing how much uncertainty is associated with them, and when and how a surrogate model can fail in approximating complex functions, helping readers understand theory through practical implementation in MatLAB. This book enables readers to obtain an accurate approximate function using as few samples as possible, thereby allowing them to replace expensive computer simulations and experiments during design optimization, sensitivity analysis, and/or uncertainty quantification