Adaptive Design of Experiments for Sobol Indices Estimation Based on Quadratic Metamodel

Autor: Ivan Panin, Evgeny Burnaev

Publikováno v: Statistical Learning and Data Sciences ISBN: 9783319170909
SLDS

Sensitivity analysis aims to identify which input parameters of a given mathematical model are the most important. One of the well-known sensitivity metrics is the Sobol sensitivity index. There is a number of approaches to Sobol indices estimation.

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_________::a758ad98848ec25d8e2465b7f07047d8
https://doi.org/10.1007/978-3-319-17091-6_4

Multiobjective optimization with a quadratic surrogate-assisted CMA-ES

Autor: Gharafi, Mohamed, Hansen, Nikolaus, Brockhoff, Dimo, Le Riche, Rodolphe

Publikováno v: GECCO 2023-Genetic and Evolutionary Computation Conference
GECCO 2023-Genetic and Evolutionary Computation Conference, GECCO, Jul 2023, Lisbon, Portugal. ⟨10.1145/3583131.3590492⟩
Genetic and Evolutionary Computation Conference (GECCO ’23)
Genetic and Evolutionary Computation Conference (GECCO ’23), GECCO, Jul 2023, Lisbon, Portugal. ⟨10.1145/3583131.3590492⟩

International audience; We present a surrogate-assisted multiobjective optimization algorithm. The aggregation of the objectives relies on the Uncrowded Hypervolume Improvement (UHVI) which is partly replaced by a linear-quadratic surrogate that is i

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=dedup_wf_001::468a649f34acfc0b4accfea5c412b5a2
https://hal.science/hal-04078483/file/gharafi2023multiobjective.pdf

High dimensional decision dilemmas in climate models.

Autor: Bracco, A.¹ abracco@gatech.edu, Neelin, J. D.², Luo, H.¹, McWilliams, J. C.², Meyerson, J. E.²

Publikováno v: Geoscientific Model Development. 2013, Vol. 6 Issue 5, p1673-1687. 15p.

On the sensitivity analysis of the DEM oedometer experiment.

Autor: Jahn, Momme, Meywerk, Martin

Publikováno v: Computational Particle Mechanics; Feb2024, Vol. 11 Issue 1, p277-293, 17p

Second-Order Experimental Designs for Simulation Metamodeling.

Autor: Inci Batmaz, Semra Tunali

Publikováno v: Simulation; Dec2002, Vol. 78 Issue 12, p699-715, 17p