Research Update: Towards designed functionalities in oxide-based electronic materials
Source abstract
Abstract
One of the grand challenges facing materials-by-design approaches for complex oxide deployment in electronic devices is how to balance transformative first-principles based predictions with experimental feasibility. Here, we briefly review the functionality-driven approach (inverse design) for materials discovery, encapsulated in three modalities for materials discovery (m3D) that integrate experimental feedback. We compare it to both traditional theoretical and high-throughput database-directed approaches aimed at advancing oxide-based materials into technologies.
Source: crossref · Quality: baseline
Research context
OpenAlex topics: Machine Learning in Materials Science · Electronic and Structural Properties of Oxides · Catalysis and Oxidation Reactions
SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.
Affiliations
Northwestern University 1 Department of Materials Science and Engineering, , Evanston, Illinois 60208, USA
Northwestern University 2 Department of Chemistry, , Evanston, Illinois 60208, USA
University of Colorado 3 , Boulder, Colorado 80309, USA
Funding
National Science Foundation · U.S. Department of Energy
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