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Materials informatics for developing new restorative dental materials: a narrative review [PDF]

open access: yesFrontiers in Dental Medicine, 2023
Materials informatics involves the application of computational methodologies to process and interpret scientific and engineering data concerning materials.
Satoshi Yamaguchi   +2 more
doaj   +4 more sources

Materials informatics approach to understand aluminum alloys [PDF]

open access: yesScience and Technology of Advanced Materials, 2020
The relations between the mechanical properties, heat treatment, and compositions of elements in aluminum alloys are extracted by a materials informatics technique.
Ryo Tamura   +7 more
doaj   +3 more sources

Focus on materials genome and informatics [PDF]

open access: yesScience and Technology of Advanced Materials, 2017
A key challenge in the field of materials sciences is the continued search for new materials with specific desired functions.
Kiyoyuki Terakura, Ichiro Takeuchi
doaj   +3 more sources

Systematic searches for new inorganic materials assisted by materials informatics [PDF]

open access: yesScience and Technology of Advanced Materials
We introduce our proprietary Materials Informatics (MI) technologies and our chemistry-oriented methodology for exploring new inorganic functional materials.
Yukari Katsura   +4 more
doaj   +2 more sources

Methods, progresses, and opportunities of materials informatics

open access: yesInfoMat, 2023
As an implementation tool of data intensive scientific research methods, machine learning (ML) can effectively shorten the research and development (R&D) cycle of new materials by half or even more.
Chen Li, Kun Zheng
doaj   +2 more sources

Materials informatics across the length scales

open access: yesMachine Learning. Engineering
Materials informatics is increasingly used to support modelling, analysis and design across the length scales of materials science, from atomistic simulations to mesoscale evolution, microstructural characterisation and continuum-level property ...
Jamal Abdul Nasir   +10 more
doaj   +3 more sources

A survey of AI-supported materials informatics

open access: yesComputer Science Review
The evolution from traditional artificial intelligence (AI) to advanced AI is explored in the predictive and structural analysis in materials informatics, highlighting how advancements in machine learning have revolutionised the discovery and design of new materials and molecular structures.
Martin Dahlqvist   +2 more
exaly   +3 more sources

Materials informatics and sustainability—The case for urgency

open access: yesData-Centric Engineering, 2021
The development of transformative technologies for mitigating our global environmental and technological challenges will require significant innovation in the design, development, and manufacturing of advanced materials and chemicals.
Hannah R. Melia   +2 more
doaj   +1 more source

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