This book presents an overview of how AI is transforming materials science to meet the challenges of everyday life and across various technological domains. The author delves into various AI techniques such as machine learning, deep learning, and data-driven approaches, showcasing their application in materials discovery, characterization, and property prediction. As a reference, the book provides researchers and academicians established, state-of-the-science insights into the integration of AI with computational methods like molecular dynamics simulations, density functional theory calculations, and multiscale modelling, enhancing accuracy and efficiency in material research. In addition, the book highlights the successful applications of AI in optimizing material performance, accelerating materials development cycles, and enabling novel discoveries in the fields ranging from energy to environment materials. Artificial Intelligence in Computational Materials Science: Methods and Applications serves as a vital resource for researchers, engineers, and students interested in harnessing the potential of AI's for the advancement of materials science, innovating across industries, and addressing complex scientific challenges.
Reihe
Sprache
Verlagsort
Verlagsgruppe
Springer International Publishing
Illustrationen
130
27 s/w Abbildungen, 130 farbige Abbildungen
IV, 423 p. 157 illus., 130 illus. in color.
ISBN-13
978-3-031-88604-1 (9783031886041)
Schweitzer Klassifikation
Dr. Amodini Mishra's research expertise lies in the development of advanced along with focuses on understanding the structure-property relationships towards exploring the potential applications in energy, environment, and healthcare.Dr. Sudheesh K. Shukla working the field of translational research and the development of bioelectronic devices for disease detection and environmental applications. His research integrates chemistry (material science) and engineering to advance healthcare and environmental monitoring. Dr. Akhilesh Pandey is a distinguished scientist with expertise in solid-state physics and materials science. Dr. Pandey's research focuses on the development of advanced materials and devices for various applications, including defence, energy, and aerospace. Mr. Virat Dixit is a visionary materials science engineer at the forefront of innovation, bridging the gap between quantum physics and materials science. With his distinctive blend of scientific expertise and industry experience, he continues to drive innovation and excellence in the field of computational materials along with advance technology. Dr. Anju Mishra research primarily concentrates on developing innovative catalysts for sustainable materials which offering environmentally friendly and efficient approach to traditional methods of computational materials. Dr. Avesh Kumar is a dedicated academician and researcher in the field of nanomaterials and photonics along with the traditional computational technology.