Ai In Materials Science And Solid State Physics
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Ai In Materials Science And Solid State Physics
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Author : L. John Kennedy
language : en
Publisher: Wiley-Scrivener
Release Date : 2022-08-16
Ai In Materials Science And Solid State Physics written by L. John Kennedy and has been published by Wiley-Scrivener this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-08-16 with Computers categories.
Artificial Intelligence Driven Materials Design
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Author : Piyush Tagade
language : en
Publisher: Springer
Release Date : 2024-10-01
Artificial Intelligence Driven Materials Design written by Piyush Tagade and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-10-01 with Science categories.
This book presents the application of machine learning and deep learning to Materials Design. Traditional materials design relies on a trial and error based iterative approach towards attaining target material properties often interspersed with accidental discoveries. This approach is very time consuming as both processing/fabrication, characterization of new compositions/structures are quite laborious. The field of machine learning and deep learning can greatly benefit expediting this approach by narrowing down the search space and reducing the number of compounds/structures that are explored in the lab. This book covers the fundamentals of how one goes about applying Artificial Intelligence to materials design followed by specific examples. The book contains 4 sections. In the first section, fundamentals of AI, materials structure representation/digitization and theoretical framework are discussed. In the second section, materials optimization using evolutionary algorithms is discussed. In the third section, application of AI for forward prediction, i.e., given a material structure, how to predict properties, is considered. In the fourth section, we cover inverse prediction or inverse materials design, that is, predicting materials/structures with target properties. The inverse design of materials is an emerging field of materials design and the techniques we present are very novel. We provide examples from both organic and inorganic materials space with diverse fields of applications. The book includes sample codes for these example problems to help readers gain hands-on experience.
An Introduction To Materials Informatics
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Author : Tongyi Zhang
language : en
Publisher: Springer
Release Date : 2024-02-20
An Introduction To Materials Informatics written by Tongyi Zhang and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-02-20 with Technology & Engineering categories.
This textbook educates current and future materials workers, engineers, and researchers on Materials Informatics. Volume I serves as an introduction, merging AI, ML, materials science, and engineering. It covers essential topics and algorithms in 11 chapters, including Linear Regression, Neural Networks, and more. Suitable for diverse fields like materials science, physics, and chemistry, it enables quick and easy learning of Materials Informatics for readers without prior AI and ML knowledge.
Artificial Intelligence For Materials Science
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Author : Yuan Cheng
language : en
Publisher: Springer Nature
Release Date : 2021-03-26
Artificial Intelligence For Materials Science written by Yuan Cheng and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-03-26 with Technology & Engineering categories.
Machine learning methods have lowered the cost of exploring new structures of unknown compounds, and can be used to predict reasonable expectations and subsequently validated by experimental results. As new insights and several elaborative tools have been developed for materials science and engineering in recent years, it is an appropriate time to present a book covering recent progress in this field. Searchable and interactive databases can promote research on emerging materials. Recently, databases containing a large number of high-quality materials properties for new advanced materials discovery have been developed. These approaches are set to make a significant impact on human life and, with numerous commercial developments emerging, will become a major academic topic in the coming years. This authoritative and comprehensive book will be of interest to both existing researchers in this field as well as others in the materials science community who wish to take advantage of these powerful techniques. The book offers a global spread of authors, from USA, Canada, UK, Japan, France, Russia, China and Singapore, who are all world recognized experts in their separate areas. With content relevant to both academic and commercial points of view, and offering an accessible overview of recent progress and potential future directions, the book will interest graduate students, postgraduate researchers, and consultants and industrial engineers.
Handbook Of Smart Materials Technologies And Devices
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Author : Chaudhery Mustansar Hussain
language : en
Publisher: Springer Nature
Release Date : 2022-11-09
Handbook Of Smart Materials Technologies And Devices written by Chaudhery Mustansar Hussain and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-11-09 with Technology & Engineering categories.
This handbook brings together technical expertise, conceptual background, applications, and societal aspects of Industry 4.0: the evolution of automation and data exchange in fabrication technologies, materials processing, and device manufacturing at both experimental and theoretical model scales. The book assembles all the aspects of Industry 4.0, starting from the emergence of the concept to the consequences of its progression. Drawing on expert contributors from around the world, the volume details the technologies that sparked the fourth revolution and illustrates their characteristics, potential, and methods of use in the industrial and societal domains. In addition, important topics such as ethics, privacy and security are considered in a reality where all data is shared and saved remotely. The collection of contribution serve a very broad audience working in the fields of science and engineering, chemical engineering, materials science, nanotechnology, energy, environment, green chemistry, sustainability, electrical and electronic engineering, solid-state physics, surface science, aerosol technology, chemistry, colloid science, device engineering, and computer technology. This handbook ideal reference libraries in universities and industrial institutions, government and independent institutes, individual research groups and scientists.
Ai For Physics
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Author : Volker Knecht
language : en
Publisher: CRC Press
Release Date : 2022-08-29
Ai For Physics written by Volker Knecht and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-08-29 with Computers categories.
Written in accessible language without mathematical formulas, this short book provides an overview of the wide and varied applications of artificial intelligence (AI) across the spectrum of physical sciences. Focusing in particular on AI's ability to extract patterns from data, known as machine learning (ML), the book includes a chapter on important machine learning algorithms and their respective applications in physics. It then explores the use of ML across a number of important sub-fields in more detail, ranging from particle, molecular and condensed matter physics, to astrophysics, cosmology and the theory of everything. The book covers such applications as the search for new particles and the detection of gravitational waves from the merging of black holes, and concludes by discussing what the future may hold.
Materials In A New Era
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Author : National Research Council
language : en
Publisher: National Academies Press
Release Date : 2000-01-09
Materials In A New Era written by National Research Council and has been published by National Academies Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2000-01-09 with Technology & Engineering categories.
The 1999 Solid State Sciences Committee Forum, entitled "Materials in a New Era," was held at the National Academy of Sciences in Washington, D.C., on February 16-17, 1999. The forum was designed to launch the report entitled Condensed-Matter and Materials Physics: Basic Research for Tomorrow 's Technology. That report, part of the decadal survey series, Physics in a New Era, reviews some of the outstanding accomplishments in materials research over the last decade. It indicates some emerging areas and conveys the true excitement in the field from a perspective of basic science and potential societal impact.
Accessions Of Unlimited Distribution Reports
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Author :
language : en
Publisher:
Release Date : 1974-01-11
Accessions Of Unlimited Distribution Reports written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1974-01-11 with Nuclear reactors categories.
Accelerated Materials Discovery
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Author : Phil De Luna
language : en
Publisher: Walter de Gruyter GmbH & Co KG
Release Date : 2022-02-21
Accelerated Materials Discovery written by Phil De Luna and has been published by Walter de Gruyter GmbH & Co KG this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-02-21 with Computers categories.
Typical timelines to go from discovery to impact in the advanced materials sector are between 10 to 30 years. Advances in robotics and artificial intelligence are poised to accelerate the discovery and development of new materials dramatically. This book is a primer for any materials scientist looking to future-proof their careers and get ahead of the disruption that artificial intelligence and robotic automation is just starting to unleash. It is meant to be an overview of how we can use these disruptive technologies to augment and supercharge our abilities to discover new materials that will solve world’s biggest challenges. Written by world leading experts on accelerated materials discovery from academia (UC Berkeley, Caltech, UBC, Cornell, etc.), industry (Toyota Research Institute, Citrine Informatics) and national labs (National Research Council of Canada, Lawrence Berkeley National Labs).
Materials Science And Intelligent Technologies Applications
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Author : Khanittha Wongseedakaew
language : en
Publisher: Trans Tech Publications Ltd
Release Date : 2014-10-08
Materials Science And Intelligent Technologies Applications written by Khanittha Wongseedakaew and has been published by Trans Tech Publications Ltd this book supported file pdf, txt, epub, kindle and other format this book has been release on 2014-10-08 with Technology & Engineering categories.
Collection of selected, peer reviewed papers from the 2014 3rd International Conference on Key Engineering Materials and Computer Science (KEMCS 2014), August 5-6, 2014, Singapore. The 57 papers are grouped as follows: Chapter 1: Materials Science and Materials Engineering, Chapter 2: Artificial Intelligence and Data Mining, Data, Image and Signal Processing, Intelligent Automation and Control, Chapter 3: Computer Science and Information Technologies, Chapter 4: Electrical and Magnetoelectric Applications, Chapter 5: Advanced Technologies in Social, Education, Economics, Statistics and Management Applications.