Materials science with large-scale data and informatics: Unlocking new opportunities
Universal access to abundant scientific data, and the software to analyze the data at scale,
could fundamentally transform the field of materials science. Today, the materials community …
could fundamentally transform the field of materials science. Today, the materials community …
Key computational modeling issues in integrated computational materials engineering
Designing materials for targeted performance requirements as required in Integrated
Computational Materials Engineering (ICME) demands a combined strategy of bottom–up …
Computational Materials Engineering (ICME) demands a combined strategy of bottom–up …
Additive manufacturing: Toward holistic design
Additive manufacturing offers unprecedented opportunities to design complex structures
optimized for performance envelopes inaccessible under conventional manufacturing …
optimized for performance envelopes inaccessible under conventional manufacturing …
Physics-informed machine learning for composition–process–property design: Shape memory alloy demonstration
Abstract Machine learning (ML) is shown to predict new alloys and their performances in a
high dimensional, multiple-target-property design space that considers chemistry, multi-step …
high dimensional, multiple-target-property design space that considers chemistry, multi-step …