Emerging materials intelligence ecosystems propelled by machine learning
The age of cognitive computing and artificial intelligence (AI) is just dawning. Inspired by its
successes and promises, several AI ecosystems are blossoming, many of them within the …
successes and promises, several AI ecosystems are blossoming, many of them within the …
The machine learning revolution in materials?
KG Reyes, B Maruyama - MRS Bulletin, 2019 - cambridge.org
Machine learning (ML) and artificial intelligence (AI) are quickly becoming commonplace in
materials research. In addition to the standard workflow of fitting a model to a large set of …
materials research. In addition to the standard workflow of fitting a model to a large set of …
Unleashing the power of artificial intelligence in materials design
The integration of artificial intelligence (AI) algorithms in materials design is revolutionizing
the field of materials engineering thanks to their power to predict material properties, design …
the field of materials engineering thanks to their power to predict material properties, design …
Catalyze materials science with machine learning
Discovering and understanding new materials with desired properties are at the heart of
materials science research, and machine learning (ML) has recently offered special …
materials science research, and machine learning (ML) has recently offered special …
Why big data and compute are not necessarily the path to big materials science
Applied machine learning has rapidly spread throughout the physical sciences. In fact,
machine learning-based data analysis and experimental decision-making have become …
machine learning-based data analysis and experimental decision-making have become …
Machine learning in materials science: From explainable predictions to autonomous design
G Pilania - Computational Materials Science, 2021 - Elsevier
The advent of big data and algorithmic developments in the field of machine learning (and
artificial intelligence, in general) have greatly impacted the entire spectrum of physical …
artificial intelligence, in general) have greatly impacted the entire spectrum of physical …
MatGPT: A vane of materials informatics from past, present, to future
Combining materials science, artificial intelligence (AI), physical chemistry, and other
disciplines, materials informatics is continuously accelerating the vigorous development of …
disciplines, materials informatics is continuously accelerating the vigorous development of …
Deep generative models for materials discovery and machine learning-accelerated innovation
AS Fuhr, BG Sumpter - Frontiers in Materials, 2022 - frontiersin.org
Machine learning and artificial intelligence (AI/ML) methods are beginning to have
significant impact in chemistry and condensed matter physics. For example, deep learning …
significant impact in chemistry and condensed matter physics. For example, deep learning …
AI applications through the whole life cycle of material discovery
We provide a review of machine learning (ML) tools for material discovery and sophisticated
applications of different ML strategies. Although there have been a few published reviews on …
applications of different ML strategies. Although there have been a few published reviews on …
Artificial intelligence and advanced materials
C López - Advanced Materials, 2023 - Wiley Online Library
Artificial intelligence (AI) is gaining strength, and materials science can both contribute to
and profit from it. In a simultaneous progress race, new materials, systems, and processes …
and profit from it. In a simultaneous progress race, new materials, systems, and processes …