Materials Discovery and Design

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Release : 2018-09-22
Genre : Science
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Book Rating : 654/5 ( reviews)

Materials Discovery and Design - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Materials Discovery and Design write by Turab Lookman. This book was released on 2018-09-22. Materials Discovery and Design available in PDF, EPUB and Kindle. This book addresses the current status, challenges and future directions of data-driven materials discovery and design. It presents the analysis and learning from data as a key theme in many science and cyber related applications. The challenging open questions as well as future directions in the application of data science to materials problems are sketched. Computational and experimental facilities today generate vast amounts of data at an unprecedented rate. The book gives guidance to discover new knowledge that enables materials innovation to address grand challenges in energy, environment and security, the clearer link needed between the data from these facilities and the theory and underlying science. The role of inference and optimization methods in distilling the data and constraining predictions using insights and results from theory is key to achieving the desired goals of real time analysis and feedback. Thus, the importance of this book lies in emphasizing that the full value of knowledge driven discovery using data can only be realized by integrating statistical and information sciences with materials science, which is increasingly dependent on high throughput and large scale computational and experimental data gathering efforts. This is especially the case as we enter a new era of big data in materials science with the planning of future experimental facilities such as the Linac Coherent Light Source at Stanford (LCLS-II), the European X-ray Free Electron Laser (EXFEL) and MaRIE (Matter Radiation in Extremes), the signature concept facility from Los Alamos National Laboratory. These facilities are expected to generate hundreds of terabytes to several petabytes of in situ spatially and temporally resolved data per sample. The questions that then arise include how we can learn from the data to accelerate the processing and analysis of reconstructed microstructure, rapidly map spatially resolved properties from high throughput data, devise diagnostics for pattern detection, and guide experiments towards desired targeted properties. The authors are an interdisciplinary group of leading experts who bring the excitement of the nascent and rapidly emerging field of materials informatics to the reader.

Accelerated Materials Discovery

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Release : 2022-02-21
Genre : Computers
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Book Rating : 082/5 ( reviews)

Accelerated Materials Discovery - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Accelerated Materials Discovery write by Phil De Luna. This book was released on 2022-02-21. Accelerated Materials Discovery available in PDF, EPUB and Kindle. 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).

Information Science for Materials Discovery and Design

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Release : 2015-12-12
Genre : Technology & Engineering
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Book Rating : 71X/5 ( reviews)

Information Science for Materials Discovery and Design - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Information Science for Materials Discovery and Design write by Turab Lookman. This book was released on 2015-12-12. Information Science for Materials Discovery and Design available in PDF, EPUB and Kindle. This book deals with an information-driven approach to plan materials discovery and design, iterative learning. The authors present contrasting but complementary approaches, such as those based on high throughput calculations, combinatorial experiments or data driven discovery, together with machine-learning methods. Similarly, statistical methods successfully applied in other fields, such as biosciences, are presented. The content spans from materials science to information science to reflect the cross-disciplinary nature of the field. A perspective is presented that offers a paradigm (codesign loop for materials design) to involve iteratively learning from experiments and calculations to develop materials with optimum properties. Such a loop requires the elements of incorporating domain materials knowledge, a database of descriptors (the genes), a surrogate or statistical model developed to predict a given property with uncertainties, performing adaptive experimental design to guide the next experiment or calculation and aspects of high throughput calculations as well as experiments. The book is about manufacturing with the aim to halving the time to discover and design new materials. Accelerating discovery relies on using large databases, computation, and mathematics in the material sciences in a manner similar to the way used to in the Human Genome Initiative. Novel approaches are therefore called to explore the enormous phase space presented by complex materials and processes. To achieve the desired performance gains, a predictive capability is needed to guide experiments and computations in the most fruitful directions by reducing not successful trials. Despite advances in computation and experimental techniques, generating vast arrays of data; without a clear way of linkage to models, the full value of data driven discovery cannot be realized. Hence, along with experimental, theoretical and computational materials science, we need to add a “fourth leg’’ to our toolkit to make the “Materials Genome'' a reality, the science of Materials Informatics.

Computational Materials Discovery

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Release : 2018-10-30
Genre : Science
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Book Rating : 610/5 ( reviews)

Computational Materials Discovery - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Computational Materials Discovery write by Artem Oganov. This book was released on 2018-10-30. Computational Materials Discovery available in PDF, EPUB and Kindle. A unique and timely book providing an overview of both the methodologies and applications of computational materials design.

Discovery of Design

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Release : 2009-10-01
Genre : Religion
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Book Rating : 238/5 ( reviews)

Discovery of Design - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Discovery of Design write by Dr. Donald DeYoung. This book was released on 2009-10-01. Discovery of Design available in PDF, EPUB and Kindle. A world created in perfection, now unveiled... From the frontiers of scientific discovery, researchers are now taking design elements from the natural world and creating extraordinary breakthroughs that benefit our health, our quality of life, our ability to communicate, and even help us work more efficiently. An exciting look at cutting-edge scientific advances, Discover of Design highlights incredible examples that include: How things like batteries, human organ repair, microlenses, automotive engineering, paint, and even credit card security all have links to natural designs Innovations like solar panels in space unfurled using technology gleaned from beech tree leaves, and optic research rooted in the photonic properties of opal gemstones Current and future research from the fields of stealth technology, communications, cosmetics, nanotechnology, surveillance, and more! Take a fantastic journey into the intersection of science and God's blueprints for life - discovering answers to some of the most intricate challenges we face. Experience this powerful apologetics message in a multi-purpose resource as a personal enrichment tool or as an educational supplement.