Statistical constraints on climate model parameters using a scalable cloud-based inference framework

Autor: James Carzon, Bruno Abreu, Leighton Regayre, Kenneth Carslaw, Lucia Deaconu, Philip Stier, Hamish Gordon, Mikael Kuusela

Publikováno v: Environmental Data Science, Vol 2 (2023)

Atmospheric aerosols influence the Earth’s climate, primarily by affecting cloud formation and scattering visible radiation. However, aerosol-related physical processes in climate simulations are highly uncertain. Constraining these processes could

Externí odkaz: https://doaj.org/article/d7ac18cb85994ebb99136820551926c9

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Bayesian3 Active Learning for the Gaussian Process Emulator Using Information Theory

Autor: Sergey Oladyshkin, Farid Mohammadi, Ilja Kroeker, Wolfgang Nowak

Publikováno v: Entropy, Vol 22, Iss 8, p 890 (2020)

Gaussian process emulators (GPE) are a machine learning approach that replicates computational demanding models using training runs of that model. Constructing such a surrogate is very challenging and, in the context of Bayesian inference, the traini

Externí odkaz: https://doaj.org/article/5946761c4d3b490d9defb0b21772ced4

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Intelligent Composites Forming - Simulations For Faster, Higher Quality Manufacture

Autor: Chen, Siyuan, Belnoue, Jonathan P, Thompson, Adam J, Dodwell, Timothy, Hallett, Stephen R

Publikováno v: Chen, S, Belnoue, J P, Thompson, A J, Dodwell, T & Hallett, S R 2022, ' Intelligent Composites Forming-Simulations For Faster, Higher Quality Manufacture ', The 15th World Congress on Computational Mechanics & the 8th Asian Pacific Congress on Computational Mechanics (WCCM-APCOM 2022), Yokohama, Japan, 31/07/22-5/08/22 .

In the field of composites, infusion techniques are a cheaper manufacturing alternative to autoclave moulding of prepreg. However, the latter is often the favoured manufacturing route in the aerospace sector as it allows for the production of better

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=od______2642::1a5ccc50d1445b50d089478c27372c48
https://www.wccm2022.org/