Computational Materials Discovery
New technologies are made possible by new materials, and until recently new materials could only be discovered experimentally. Recent advances in solving the crystal structure prediction problem means that the computational design of materials is now a reality.
Computational Materials Discovery provides a comprehensive review of this field covering different computational methodologies as well as specific applications of materials design. The book starts by illustrating how and why first-principle calculations have gained importance in the process of materials discovery. The book is then split into three sections, the first exploring different approaches and ideas including crystal structure prediction from evolutionary approaches, data mining methods and applications of machine learning. Section two then looks at examples of designing specific functional materials with special technological relevance for example photovoltaic materials, superconducting materials, topological insulators and thermoelectric materials. The final section considers recent developments in creating low-dimensional materials.
With contributions from pioneers and leaders in the field, this unique and timely book provides a convenient entry point for graduate students, researchers and industrial scientists on both the methodologies and applications of the computational design of materials.
Computational Materials Discovery, The Royal Society of Chemistry, 2018.
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Table of contents
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Chapter 1: Computational Materials Discovery: Dream or Reality?p1-14ByArtem R. Oganov;Artem R. OganovSkolkovo Institute of Science and Technology, Skolkovo Innovation Center3 Nobel St.Moscow 143026Russia[email protected]Moscow Institute of Physics and Technology9 Institutskiy LaneDolgoprudny CityMoscow Region 141700Russia[email protected]International Center for Materials Discovery, Northwestern Polytechnical UniversityXi'an 710072ChinaSearch for other works by this author on:Alexander G. Kvashnin;Alexander G. KvashninSkolkovo Institute of Science and Technology, Skolkovo Innovation Center3 Nobel St.Moscow 143026Russia[email protected]Moscow Institute of Physics and Technology9 Institutskiy LaneDolgoprudny CityMoscow Region 141700Russia[email protected]Search for other works by this author on:Gabriele SalehGabriele SalehSchool of Physics, AMBER and CRANN Institute, Trinity College Dublin, College GreenDublin 2Ireland[email protected]Search for other works by this author on:
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Chapter 2: Computational Materials Discovery Using Evolutionary Algorithmsp15-65ByArtem R. Oganov;Artem R. OganovSkolkovo Institute of Science and Technology, Skolkovo Innovation Center3 Nobel St.Moscow 143026RussiaMoscow Institute of Physics and Technology9 Institutskiy LaneDolgoprudny cityMoscow Region 141700RussiaDukhov Research Institute of Automatics (VNIIA)22, ul. SushchevskayaMoscow 127055RussiaInternational Center for Materials Discovery, Northwestern Polytechnical UniversityXi'an 710072ChinaSearch for other works by this author on:Ivan Kruglov;Ivan KruglovMoscow Institute of Physics and Technology9 Institutskiy LaneDolgoprudny cityMoscow Region 141700RussiaDukhov Research Institute of Automatics (VNIIA)22, ul. SushchevskayaMoscow 127055RussiaSearch for other works by this author on:M. Mahdi Davari EsfahaniM. Mahdi Davari EsfahaniSearch for other works by this author on:
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Chapter 3: Applications of Machine Learning for Representing Interatomic Interactionsp66-86ByAlexander V. ShapeevAlexander V. ShapeevSearch for other works by this author on:
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Chapter 4: Embedding Methods in Materials Discoveryp87-116ByPeter V. Sushko;Peter V. SushkoPhysical Sciences Division, Physical & Computational Sciences Directorate, Pacific North-West National LaboratoryP.O. Box 999RichlandWA 99352USA[email protected]Search for other works by this author on:Chen Huang;Chen HuangDepartment of Scientific Computing, Florida State UniversityTallahasseeFlorida 32306-4120USASearch for other works by this author on:Niranjan Govind;Niranjan GovindEnvironmental Molecular Sciences Laboratory, Pacific Northwest National LaboratoryP.O. Box 999RichlandWashington 99352USASearch for other works by this author on:Karol KowalskiKarol KowalskiEnvironmental Molecular Sciences Laboratory, Pacific Northwest National LaboratoryP.O. Box 999RichlandWashington 99352USASearch for other works by this author on:
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Chapter 5: Chemical Bonding Investigations for Materials1p117-175ByGabriele Saleh;Gabriele SalehSchool of Physics, AMBER and CRANN Institute, Trinity College Dublin, College GreenDublin 2IrelandSearch for other works by this author on:Davide Ceresoli;Davide CeresoliCNR-ISTM, Istituto di Scienze e Tecnologie Molecolari, c/o Dipartimento di Chimica, Università degli Studi di Milanovia Golgi 19Milano 20133Italy[email protected]Search for other works by this author on:Giovanni Macetti;Giovanni MacettiDipartimento di Chimica, Università degli Studi di Milanovia Golgi 19Milano 20134ItalySearch for other works by this author on:Carlo GattiCarlo GattiCNR-ISTM, Istituto di Scienze e Tecnologie Molecolari, c/o Dipartimento di Chimica, Università degli Studi di Milanovia Golgi 19Milano 20133Italy[email protected]Istituto Lombardo Accademia di Scienze e Letterevia Brera 28Milano 20121ItalySearch for other works by this author on:
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Chapter 6: Computational Design of Photovoltaic Materialsp176-197ByKeith T. Butler;Keith T. ButlerDepartment of Chemistry, University of BathBath BA2 7AYUKSearch for other works by this author on:Daniel W. Davies;Daniel W. DaviesDepartment of Chemistry, University of BathBath BA2 7AYUKSearch for other works by this author on:Aron WalshAron WalshDepartment of Materials Science and Engineering, Yonsei UniversitySeoul 03722KoreaSearch for other works by this author on:
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Chapter 7: First-Principles Computational Approaches to Superconducting Transition Temperatures: Phonon-Mediated Mechanism and Beyondp198-239ByRyosuke AkashiRyosuke AkashiDepartment of Physics, The University of Tokyo, Hongo, Bunkyo-kuTokyo 113-0033Japan[email protected]Search for other works by this author on:
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Chapter 8: Quest for New Thermoelectric Materialsp240-292ByVladan Stevanović;Vladan StevanovićColorado School of Mines, Department of Metallurgy and Materials Engineering1500 Illinois St.80401USA[email protected]Search for other works by this author on:Prashun Gorai;Prashun GoraiColorado School of Mines, Department of Metallurgy and Materials Engineering1500 Illinois St.80401USA[email protected]Search for other works by this author on:Brenden Ortiz;Brenden OrtizColorado School of Mines, Department of Physics1500 Illinois St.80401USASearch for other works by this author on:Eric S. TobererEric S. TobererColorado School of Mines, Department of Physics1500 Illinois St.80401USASearch for other works by this author on:
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Chapter 9: Rational Design of Polymer Dielectrics: An Application of Density Functional Theory and Machine Learningp293-319ByA. Mannodi-Kanakkithodi;A. Mannodi-KanakkithodiUniversity of Connecticut, Materials Science and Engineering DepartmentN Eagleville RoadStorrsCT-06269USA[email protected]Search for other works by this author on:R. RamprasadR. RamprasadUniversity of Connecticut, Materials Science and Engineering DepartmentN Eagleville RoadStorrsCT-06269USA[email protected]Search for other works by this author on:
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Chapter 10: Rationalising and Predicting the Structure and Bonding of Bare and Ligated Transition Metal Clusters and Nanoparticles1p320-351ByGilles Frapper;Gilles FrapperIC2MP UMR 7285 CNRS-Université de Poitiers4 rue Michel BrunetF-86073 Poitiers Cedex 9France[email protected]Search for other works by this author on:Jean-François HaletJean-François HaletInstitut des Sciences Chimiques de Rennes, UMR 6226 CNRS-Ecole Nationale Supérieure de Chimie de Rennes-Université de Rennes 1Avenue du Général LeclercF-35042 Rennes CedexFrance[email protected]Search for other works by this author on:
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Chapter 11: Recent Advances in the Theory of Non-carbon Nanotubesp352-391ByAndrey N. EnyashinAndrey N. EnyashinInstitute of Solid State Chemistry, Ural Branch of Russian Academy of SciencesPervomayskaya Str. 91Ekaterinburg 620990Russian Federation[email protected]Search for other works by this author on:
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Chapter 12: Discovery of Novel Topological Materials Via High-throughput Computational Searchp392-422ByGabriel Autès;Gabriel AutèsInstitute of Physics, Ecole Polytechnique Fédérale de Lausanne (EPFL)CH-1015 LausanneSwitzerland[email protected]National Centre for Computational Design and Discovery of Novel Materials MARVEL, Ecole Polytechnique Fédérale de Lausanne (EPFL)CH-1015 LausanneSwitzerland[email protected]Search for other works by this author on:Oleg V. YazyevOleg V. YazyevInstitute of Physics, Ecole Polytechnique Fédérale de Lausanne (EPFL)CH-1015 LausanneSwitzerland[email protected]National Centre for Computational Design and Discovery of Novel Materials MARVEL, Ecole Polytechnique Fédérale de Lausanne (EPFL)CH-1015 LausanneSwitzerland[email protected]Search for other works by this author on:
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Chapter 13: Computational Discovery of Organic LED Materialsp423-446ByRafael Gómez-Bombarelli;Rafael Gómez-BombarelliMassachusetts Institute of Technology, Department of Materials Science and Engineering77 Massachusetts AveCambridgeMA 02139USASearch for other works by this author on:Alán Aspuru-GuzikAlán Aspuru-GuzikSearch for other works by this author on:
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