Welcome to Digital Discovery!
We are delighted to welcome Dr Linda Hung, Toyota Research Institute, USA, as a new member of the Editorial Board of Digital Discovery.
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“By coupling machine learning and data science methods with experiment and simulation, we can accelerate the development of new, sustainable materials.” |
Linda Hung is a Senior Research Scientist in the Accelerated Materials Design and Discovery division at Toyota Research Institute (TRI). She obtained her PhD in applied and computational mathematics from Princeton University, and has held research positions at the Ecole Polytechnique (France), the University of Illinois Chicago, and the National Institute of Standards and Technology before joining TRI in 2017.
She has a background in density functional theory and other first-principles simulation methods, with applications in computational spectroscopy. Her current work explores how machine learning can accelerate materials simulation, and how to integrate data-driven methods into discovery workflows. Her research focuses on energy materials, and involves the development of software tools aiming to shorten the materials innovation timeline.
Read some of Linda’s recent papers below:
Random forest machine learning models for interpretable X-ray absorption near-edge structure spectrum-property relationships
Steven B. Torrisi, Matthew R. Carbone, Brian A. Rohr, Joseph H. Montoya, Yang Ha, Junko Yano, Santosh K. Suram and Linda Hung
npj Comput. Mater., 2020, 6, 109
BEEP: A Python library for Battery Evaluation and Early Prediction
Patrick Herring, Chirranjeevi Balaji Gopal, Muratahan Aykol, Joseph H. Montoya, Abraham Anapolsky, Peter M.Attia, William Gent, Jens S.Hummelshøj, Linda Hung, Ha-Kyung Kwon, Patrick Moore, Daniel Schweigert, Kristen A.Severson, Santosh Suram, Zi Yang, Richard D.Braatz and Brian D.Storey
SoftwareX, 2020, 11, 100506
Network analysis of synthesizable materials discovery
Muratahan Aykol, Vinay I. Hegde, Linda Hung, Santosh Suram, Patrick Herring, Chris Wolverton and Jens S. Hummelshøj
Nat. Commun., 2019, 10, 2018
Please join us in welcoming Dr Hung to Digital Discovery!