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Alexander I. J. Forrester
Researcher at University of Southampton
Publications - 62
Citations - 8034
Alexander I. J. Forrester is an academic researcher from University of Southampton. The author has contributed to research in topics: Kriging & Surrogate model. The author has an hindex of 22, co-authored 62 publications receiving 6927 citations. Previous affiliations of Alexander I. J. Forrester include Rolls-Royce Holdings.
Papers
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Book
Engineering Design via Surrogate Modelling: A Practical Guide
TL;DR: This chapter discusses the design and exploration of a Surrogate-based kriging model, and some of the techniques used in that process, as well as some new approaches to designing models based on the data presented.
Journal ArticleDOI
Recent advances in surrogate-based optimization
TL;DR: The present state of the art of constructing surrogate models and their use in optimization strategies is reviewed and extensive use of pictorial examples are made to give guidance as to each method's strengths and weaknesses.
MonographDOI
Engineering Design via Surrogate Modelling
TL;DR: In this article, the authors propose a sampling approach to estimate the distribution of elementary effects and then use this information to construct a kriging model of the data set, which is then used for regression.
Journal ArticleDOI
Multi-fidelity optimization via surrogate modelling
TL;DR: This paper demonstrates the application of correlated Gaussian process based approximations to optimization where multiple levels of analysis are available, using an extension to the geostatistical method of co-kriging.
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Design and analysis of 'noisy' computer experiments
TL;DR: This paper reviews how the kriging interpolation can be modified to filter out numerical noise and shows how to adjust the estimate of the error in a kriged prediction so that previous approaches to optimization, such as the method of maximizing the expected improvement, continue to work effectively.