Using artificial intelligence to accelerate materials development

Phase Mapper: Accelerating Materials Discovery with AI

(2018) Junwen Bai et al.   AI MAGAZINE

Decoding the glass genome

(2018) John C. Mauro   CURRENT OPINION IN SOLID STATE & MATERIALS SCIENCE

Two-dimensional materials from high-throughput computational exfoliation of experimentally known compounds

(2018) Nicolas Mounet et al.   Nature Nanotechnology

Prediction of a Large-Gap and Switchable Kane-Mele Quantum Spin Hall Insulator

(2018) Antimo Marrazzo et al.   PHYSICAL REVIEW LETTERS

Accelerating the discovery of materials for clean energy in the era of smart automation

(2018) Daniel P. Tabor et al.   Nature Reviews Materials

Accelerated discovery of metallic glasses through iteration of machine learning and high-throughput experiments

(2018) Fang Ren et al.   Science Advances

Machine learning for molecular and materials science

(2018) Keith T. Butler et al.   NATURE

3D printing of high-strength aluminium alloys

(2017) John H. Martin et al.   NATURE

Bypassing the Kohn-Sham equations with machine learning

(2017) Felix Brockherde et al.   Nature Communications

Physical realization of a quantum spin liquid based on a complex frustration mechanism

(2016) Christian Balz et al.   Nature Physics

Continuous excitations of the triangular-lattice quantum spin liquid YbMgGaO4

(2016) Joseph A. M. Paddison et al.   Nature Physics

Accelerated search for materials with targeted properties by adaptive design

(2016) Dezhen Xue et al.   Nature Communications

Autonomy in materials research: a case study in carbon nanotube growth

(2016) Pavel Nikolaev et al.   npj Computational Materials

Nested-Batch-Mode Learning and Stochastic Optimization with An Application to Sequential MultiStage Testing in Materials Science

(2015) Yingfei Wang et al.   SIAM JOURNAL ON SCIENTIFIC COMPUTING

High-Entropy Alloys: A Critical Review

(2014) Ming-Hung Tsai et al.   Materials Research Letters

Ranking the Stars: A Refined Pareto Approach to Computational Materials Design

(2013) Kurt Lejaeghere et al.   PHYSICAL REVIEW LETTERS

A search model for topological insulators with high-throughput robustness descriptors

(2012) Kesong Yang et al.   NATURE MATERIALS

Opportunities and challenges for first-principles materials design and applications to Li battery materials

(2011) Gerbrand Ceder   MRS BULLETIN