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Information Science for Materials Discovery and Design
Turab Lookman (ed.); Francis J. Alexander (ed.); Krishna Rajan (ed.)
Springer (2015)
Kovakantinen kirja
190,00
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Frustrated Materials and Ferroic Glasses
Turab Lookman (ed.); Xiaobing Ren (ed.)
Springer (2018)
Kovakantinen kirja
117,20
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Materials Discovery and Design : By Means of Data Science and Optimal Learning
Turab Lookman (ed.); Stephan Eidenbenz (ed.); Frank Alexander (ed.); Cris Barnes (ed.)
Springer (2018)
Kovakantinen kirja
147,10
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Frustrated Materials and Ferroic Glasses
Turab Lookman; Xiaobing Ren
Springer Nature Switzerland AG (2019)
Pehmeäkantinen kirja
83,40
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Materials Discovery and Design - By Means of Data Science and Optimal Learning
Turab Lookman; Stephan Eidenbenz; Frank Alexander; Cris Barnes
Springer Nature Switzerland AG (2019)
Pehmeäkantinen kirja
147,10
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ostoskoriin kpl
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Information Science for Materials Discovery and Design
Turab Lookman; Francis J. Alexander; Krishna Rajan
Springer International Publishing AG (2019)
Pehmeäkantinen kirja
190,00
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ostoskoriin kpl
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Data-Based Methods for Materials Design and Discovery - Basic Ideas and General Methods
Ghanshyam Pilania; Prasanna V. Balachandran; James E. Gubernatis; Turab Lookman
Morgan & Claypool Publishers (2020)
Pehmeäkantinen kirja
110,40
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Data-Based Methods for Materials Design and Discovery - Basic Ideas and General Methods
Ghanshyam Pilania; Prasanna V. Balachandran; James E. Gubernatis; Turab Lookman
Morgan & Claypool Publishers (2020)
Kovakantinen kirja
122,00
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Data-Based Methods for Materials Design and Discovery - Basic Ideas and General Methods
Ghanshyam Pilania; Prasanna V. Balachandran; James E. Gubernatis; Turab Lookman
Springer International Publishing AG (2020)
Pehmeäkantinen kirja
49,60
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Information Science for Materials Discovery and Design
190,00 €
Springer
Sivumäärä: 307 sivua
Asu: Kovakantinen kirja
Julkaisuvuosi: 2015, 28.12.2015 (lisätietoa)
Kieli: Englanti
Tuotesarja: Springer Series in Materials Science 225

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’’ toour toolkit to make the “Materials Genome'' a reality, the science of Materials Informatics.



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Tilaustuote | Arvioimme, että tuote lähetetään meiltä noin 4-5 viikossa | Tilaa jouluksi viimeistään 27.11.2024
Myymäläsaatavuus
Helsinki
Tapiola
Turku
Tampere
Information Science for Materials Discovery and Designzoom
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ISBN:
9783319238708
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