From the computer to the laboratory: materials discovery and design using first-principles calculations

被引:152
|
作者
Hautier, Geoffroy [1 ]
Jain, Anubhav [2 ]
Ong, Shyue Ping [3 ]
机构
[1] Catholic Univ Louvain, Inst Condensed Matter & Nanosci IMCN Nanocop Phys, B-1348 Louvain, Belgium
[2] Univ Calif Berkeley, Lawrence Berkeley Natl Lab, Computat Res Div, Berkeley, CA 94720 USA
[3] MIT, Dept Mat Sci & Engn, Cambridge, MA 02139 USA
关键词
DENSITY-FUNCTIONAL THEORY; COMPUTATIONAL MATERIALS DESIGN; CRYSTAL-STRUCTURE PREDICTION; ELECTRONIC-STRUCTURE THEORY; HYDROGEN STORAGE; AB-INITIO; 1ST PRINCIPLES; THERMOELECTRIC-MATERIALS; GLOBAL OPTIMIZATION; CATHODE MATERIALS;
D O I
10.1007/s10853-012-6424-0
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The development of new technological materials has historically been a difficult and time-consuming task. The traditional role of computation in materials design has been to better understand existing materials. However, an emerging paradigm for accelerated materials discovery is to design new compounds in silico using first-principles calculations, and then perform experiments on the computationally designed candidates. In this paper, we provide a review of ab initio computational materials design, focusing on instances in which a computational approach has been successfully applied to propose new materials of technological interest in the laboratory. Our examples include applications in renewable energy, electronic, magnetic and multiferroic materials, and catalysis, demonstrating that computationally guided materials design is a broadly applicable technique. We then discuss some of the common features and limitations of successful theoretical predictions across fields, examining the different ways in which first-principles calculations can guide the final experimental result. Finally, we present a future outlook in which we expect that new models of computational search, such as high-throughput studies, will play a greater role in guiding materials advancements.
引用
收藏
页码:7317 / 7340
页数:24
相关论文
共 50 条
  • [21] The properties of BiSb nanoribbons from first-principles calculations
    Lv, H. Y.
    Liu, H. J.
    Tan, X. J.
    Pan, L.
    Wen, Y. W.
    Shi, J.
    Tang, X. F.
    NANOSCALE, 2012, 4 (02) : 511 - 517
  • [22] Single-Molecule Piezoelectric Deformation: Rational Design from First-Principles Calculations
    Quan, Xinfeng
    Marvin, Christopher W.
    Seebald, Leah
    Hutchison, Geoffrey R.
    JOURNAL OF PHYSICAL CHEMISTRY C, 2013, 117 (33) : 16783 - 16790
  • [23] Accelerated Materials Design of Lithium Superionic Conductors Based on First-Principles Calculations and Machine Learning Algorithms
    Fujimura, Koji
    Seko, Atsuto
    Koyama, Yukinori
    Kuwabara, Akihide
    Kishida, Ippei
    Shitara, Kazuki
    Fisher, Craig A. J.
    Moriwake, Hiroki
    Tanaka, Isao
    ADVANCED ENERGY MATERIALS, 2013, 3 (08) : 980 - 985
  • [24] First-principles computational insights into lithium battery cathode materials
    Zhao, Shu
    Wang, Boya
    Zhang, Zihe
    Zhang, Xu
    He, Shiman
    Yu, Haijun
    ELECTROCHEMICAL ENERGY REVIEWS, 2022, 5 (01) : 1 - 31
  • [25] First-principles calculations of multivacancies in germanium
    Sholihun
    Ishii, Fumiyuki
    Saito, Mineo
    JAPANESE JOURNAL OF APPLIED PHYSICS, 2016, 55 (01)
  • [26] Investigating Orientational Defects in Energetic Material RDX Using First-Principles Calculations
    Pal, Anirban
    Meunier, Vincent
    Picu, Catalin R.
    JOURNAL OF PHYSICAL CHEMISTRY A, 2016, 120 (11) : 1917 - 1924
  • [27] Basic guidelines of first-principles calculations for suitable selection of electrochemical Li storage materials: a review
    Kansara, Shivam
    Kang, Hyokyeong
    Ryu, Seongje
    Sun, H. Hohyun
    Hwang, Jang-Yeon
    JOURNAL OF MATERIALS CHEMISTRY A, 2023, 11 (45) : 24482 - 24518
  • [28] Nanoparticle shapes by using Wulff constructions and first-principles calculations
    Barmparis, Georgios D.
    Lodziana, Zbigniew
    Lopez, Nuria
    Remediakis, Ioannis N.
    BEILSTEIN JOURNAL OF NANOTECHNOLOGY, 2015, 6 : 361 - 368
  • [29] Phase diagram and electrochemical properties of mixed olivines from first-principles calculations
    Malik, Rahul
    Zhou, Fei
    Ceder, Gerbrand
    PHYSICAL REVIEW B, 2009, 79 (21):
  • [30] New constraints on Xe incorporation mechanisms in olivine from first-principles calculations
    Crepisson, Celine
    Blanchard, Marc
    Lazzeri, Michele
    Balan, Etienne
    Sanloup, Chrystele
    GEOCHIMICA ET COSMOCHIMICA ACTA, 2018, 222 : 146 - 155