Machine Learning for Materials Scientists: An Introductory Guide toward Best Practices

Autor: Wang, AYT, Murdock, RJ, Kauwe, SK, Oliynyk, AO, Gurlo, A, Brgoch, J, Persson, KA, Sparks, TD

Publikováno v: Chemistry of Materials, vol 32, iss 12

This Methods/Protocols article is intended for materials scientists interested in performing machine learning-centered research. We cover broad guidelines and best practices regarding the obtaining and treatment of data, feature engineering, model tr

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=dedup_wf_001::26c0ceb8a162e7b81de49e4d12c06d7e
https://escholarship.org/uc/item/0r27j85x

The sustainable materials roadmap

Autor: Magda Titirici, Sterling G Baird, Taylor D Sparks, Shirley Min Yang, Agnieszka Brandt-Talbot, Omid Hosseinaei, David P Harper, Richard M Parker, Silvia Vignolini, Lars A Berglund, Yuanyuan Li, Huai-Ling Gao, Li-Bo Mao, Shu-Hong Yu, Noel Díez, Guillermo A Ferrero, Marta Sevilla, Petra Ágota Szilágyi, Connor J Stubbs, Joshua C Worch, Yunping Huang, Christine K Luscombe, Koon-Yang Lee, Hui Luo, M J Platts, Devendra Tiwari, Dmitry Kovalevskiy, David J Fermin, Heather Au, Hande Alptekin, Maria Crespo-Ribadeneyra, Valeska P Ting, Tim-Patrick Fellinger, Jesús Barrio, Olivia Westhead, Claudie Roy, Ifan E L Stephens, Sabina Alexandra Nicolae, Saurav Ch Sarma, Rose P Oates, Chen-Gang Wang, Zibiao Li, Xian Jun Loh, Rupert J Myers, Niko Heeren, Alice Grégoire, Clément Périssé, Xiaoying Zhao, Yael Vodovotz, Becky Earley, Göran Finnveden, Anna Björklund, Gavin D J Harper, Allan Walton, Paul A Anderson

Publikováno v: JPhys Materials

Over the past 150 years, our ability to produce and transform engineered materials has been responsible for our current high standards of living, especially in developed economies. However, we must carefully think of the effects our addiction to crea

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::e3639a7c44bec320ea213f77f3ccf59b

Materials science optimization benchmark dataset for multi-objective, multi-fidelity optimization of hard-sphere packing simulations.

Autor: Baird SG; Materials Science & Engineering, 122 S. Central Campus Drive, #304 Salt Lake City, UT 84112-0056, United States., Issa R; Materials Science & Engineering, 122 S. Central Campus Drive, #304 Salt Lake City, UT 84112-0056, United States., Sparks TD; Materials Science & Engineering, 122 S. Central Campus Drive, #304 Salt Lake City, UT 84112-0056, United States.; Chemistry Department, University of Liverpool, Liverpool, L7 3NY, United Kingdom.

Publikováno v: Data in brief [Data Brief] 2023 Aug 10; Vol. 50, pp. 109487. Date of Electronic Publication: 2023 Aug 10 (Print Publication: 2023).

BSTS synthesis guided by CALPHAD approach for phase equilibria and process optimization.

Autor: Alnaser HF; Department of Material Science and Engineering, University of Utah, Salt Lake City, UT, 84112, USA., Sparks TD; Department of Material Science and Engineering, University of Utah, Salt Lake City, UT, 84112, USA. sparks@eng.utah.edu.; Chemistry Department, University of Liverpool, Liverpool, United Kingdom. sparks@eng.utah.edu.

Publikováno v: Scientific reports [Sci Rep] 2023 Mar 09; Vol. 13 (1), pp. 3944. Date of Electronic Publication: 2023 Mar 09.

Gate-Tunable Anomalous Hall Effect in a 3D Topological Insulator/2D Magnet van der Waals Heterostructure.

Autor: Gupta V; Cornell University, Ithaca, New York 14850, United States., Jain R; Cornell University, Ithaca, New York 14850, United States., Ren Y; Department of Materials Science and Engineering, University of Washington, Seattle, Washington 98195, United States., Zhang XS; Cornell University, Ithaca, New York 14850, United States., Alnaser HF; Department of Materials Science and Engineering, University of Utah, Salt Lake City, Utah 84112, United States., Vashist A; Department of Materials Science and Engineering, University of Utah, Salt Lake City, Utah 84112, United States.; Department of Physics and Astronomy, University of Utah, Salt Lake City, Utah 84112, United States., Deshpande VV; Department of Physics and Astronomy, University of Utah, Salt Lake City, Utah 84112, United States., Muller DA; Cornell University, Ithaca, New York 14850, United States.; Kavli Institute at Cornell, Ithaca, New York 14853, United States., Xiao D; Department of Materials Science and Engineering, University of Washington, Seattle, Washington 98195, United States.; Department of Physics, University of Washington, Seattle, Washington 98195, United States., Sparks TD; Department of Materials Science and Engineering, University of Utah, Salt Lake City, Utah 84112, United States., Ralph DC; Cornell University, Ithaca, New York 14850, United States.; Kavli Institute at Cornell, Ithaca, New York 14853, United States.

Publikováno v: Nano letters [Nano Lett] 2022 Sep 14; Vol. 22 (17), pp. 7166-7172. Date of Electronic Publication: 2022 Aug 22.