skip to main content
OSTI.GOV title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: High-throughput screening of inorganic compounds for the discovery of novel dielectric and optical materials

Journal Article · · Scientific Data
 [1];  [2];  [3]; ORCiD logo [4];  [4];  [5];  [6];  [6];  [2];  [7]
  1. Stanford Univ., CA (United States). Dept. of Materials Science and Engineering
  2. Hearst Mining Memorial Building, Berkeley, CA (United States). Dept. of Materials Science and Engineering
  3. Stanford Univ., CA (United States). Dept. of Mechanical Engineering
  4. Lawrence Berkeley National Lab. (LBNL), Berkeley, CA (United States)
  5. Lawrence Berkeley National Lab. (LBNL), Berkeley, CA (United States); Illinois Inst. of Technology, Chicago, IL (United States). Dept. of Mechanical, Materials and Aerospace Engineering
  6. Volkswagen Group Research, Wolfsburg (Germany)
  7. Stanford Univ., CA (United States). Dept. of Materials Science and Engineering,Dept. of Mechanical Engineering

Dielectrics are an important class of materials that are ubiquitous in modern electronic applications. Even though their properties are important for the performance of devices, the number of compounds with known dielectric constant is on the order of a few hundred. Here, we use Density Functional Perturbation Theory as a way to screen for the dielectric constant and refractive index of materials in a fast and computationally efficient way. Our results constitute the largest dielectric tensors database to date, containing 1,056 compounds. Details regarding the computational methodology and technical validation are presented along with the format of our publicly available data. In addition, we integrate our dataset with the Materials Project allowing users easy access to material properties. Finally, we explain how our dataset and calculation methodology can be used in the search for novel dielectric compounds.

Research Organization:
Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)
Sponsoring Organization:
USDOE Office of Science (SC), Basic Energy Sciences (BES)
Grant/Contract Number:
AC02-05CH11231
OSTI ID:
1379698
Journal Information:
Scientific Data, Vol. 4; ISSN 2052-4463
Publisher:
Nature Publishing GroupCopyright Statement
Country of Publication:
United States
Language:
English
Citation Metrics:
Cited by: 113 works
Citation information provided by
Web of Science

References (60)

Generalized Gradient Approximation Made Simple journal October 1996
High-Throughput Combinatorial Database of Electronic Band Structures for Inorganic Scintillator Materials journal June 2011
Projector augmented-wave method journal December 1994
From ultrasoft pseudopotentials to the projector augmented-wave method journal January 1999
Electron-energy-loss spectra and the structural stability of nickel oxide: An LSDA+U study journal January 1998
Optical Phonon Modes and Localized Effective Charges of Transition-Metal Dichalcogenides journal July 1978
High throughput exploration of ZrxSi1−xO2 dielectrics by evolutionary first-principles approaches journal November 2014
New developments in the Inorganic Crystal Structure Database (ICSD): accessibility in support of materials research and design journal May 2002
Static Dielectric Constant of SiC journal September 1970
Ab initiomolecular dynamics for liquid metals journal January 1993
On optimal and data-based histograms journal January 1979
Generalized Gradient Approximation Made Simple [Phys. Rev. Lett. 77, 3865 (1996)] journal February 1997
Efficiency of ab-initio total energy calculations for metals and semiconductors using a plane-wave basis set journal July 1996
First-principles study of lattice dynamics and thermodynamic properties of La Cl 3 and La Br 3 journal August 2007
A polymer dataset for accelerated property prediction and design journal March 2016
Efficient iterative schemes for ab initio total-energy calculations using a plane-wave basis set journal October 1996
Physics And Chemistry Of The Inorganic Azides journal August 1959
Electronic structure, chemical bonding, and optical properties of ferroelectric and antiferroelectric NaNO 2 journal January 1999
The Dielectric Constants of Some Inorganic Solvents journal February 1904
A high-throughput infrastructure for density functional theory calculations journal June 2011
Benchmarking density functional perturbation theory to enable high-throughput screening of materials for dielectric constant and refractive index journal March 2016
Dynamical matrices, Born effective charges, dielectric permittivity tensors, and interatomic force constants from density-functional perturbation theory journal April 1997
Phonon spectra and lattice dynamics of lithium nitride journal June 1977
Python Materials Genomics (pymatgen): A robust, open-source python library for materials analysis journal February 2013
Charting the complete elastic properties of inorganic crystalline compounds journal March 2015
Data Mined Ionic Substitutions for the Discovery of New Compounds journal January 2011
FireWorks: a dynamic workflow system designed for high-throughput applications: FireWorks: A Dynamic Workflow System Designed for High-Throughput Applications journal May 2015
Compilation of the Static Dielectric Constant of Inorganic Solids journal April 1973
Dielectrics and Electrooptics book January 2005
Infrared Lattice‐Vibration Spectra in NiF 2 , CoF 2 , and FeF 2 journal February 1966
Rational design of all organic polymer dielectrics journal September 2014
A database to enable discovery and design of piezoelectric materials journal September 2015
Infrared Lattice Vibrational Spectra of AgCl, AgBr, and AgI journal April 1967
Phonons and related crystal properties from density-functional perturbation theory journal July 2001
Pressure dependence of the refractive index and dielectric constant in a fluoroperovskite, KMg F 3 journal June 1984
Anomalous changes in the dielectric constants of MnF 2 near its Néel temperature journal March 1984
Ab initio molecular-dynamics simulation of the liquid-metal–amorphous-semiconductor transition in germanium journal May 1994
Commentary: The Materials Project: A materials genome approach to accelerating materials innovation journal July 2013
The Materials Application Programming Interface (API): A simple, flexible and efficient API for materials data based on REpresentational State Transfer (REST) principles journal February 2015
Tunable dielectric response of transition metals dichalcogenides MX2 (M=Mo, W; X=S, Se, Te): Effect of quantum confinement journal December 2012
Novel high-κ dielectrics for next-generation electronic devices screened by automated ab initio calculations journal June 2015
Dielectric Properties of Hydrogen Halides. II. Hydrogen Chloride journal February 1954
Oxidation energies of transition metal oxides within the GGA + U framework journal May 2006
Crystallographic databases edited by F. H. Allen, G. Gergerhoff and R. Sievers journal June 1988
Dielectric properties of thallium halides and their mixed crystals journal October 1971
On Optimal and Data-Based Histograms journal December 1979
High-throughput screening of inorganic compounds for dielectric and optical properties to enable the discovery of novel materials dataset January 2017
Dielectrics and Electrooptics book January 2018
Voltage- and time-dependent valence state transition in cobalt oxide catalysts during the oxygen evolution reaction journal April 2020
Reducing Dzyaloshinskii-Moriya interaction and field-free spin-orbit torque switching in synthetic antiferromagnets journal May 2021
High-resolution X-ray luminescence extension imaging journal February 2021
Electronic structure of AlFeN films exhibiting crystallographic orientation change from c- to a-axis with Fe concentrations and annealing effect journal February 2020
A database to enable discovery and design of piezoelectric materials dataset January 2015
Far-infrared reflection spectra, TO- and LO-phonon frequencies, coupled and decoupled plasmon-phonon modes, dielectric constants, and effective dynamical charges of manganese, iron, and platinum group pyrite type compounds journal January 1985
Electroelastic Properties of the Sulfides, Selenides, and Tellurides of Zinc and Cadmium journal February 1963
Conductivity of Polycrystals journal April 1963
Elastic Constants of Crystals from Linear-Response Theory journal December 1987
Optical Properties of Alkaline-Earth Chalcogenides. I. Single Crystal Growth and Infrared Reflection Spectra Due to Optical Phonons journal July 1982
Charting the complete elastic properties of inorganic crystalline compounds dataset January 2022
High-throughput screening of inorganic compounds for the discovery of novel dielectric and optical materials dataset January 2022

Cited By (12)

High-throughput computation and evaluation of raman spectra journal July 2019
High dielectric ternary oxides from crystal structure prediction and high-throughput screening journal March 2020
Computational screening of high-performance optoelectronic materials using OptB88vdW and TB-mBJ formalisms journal May 2018
Thermodynamics, kinetics and electronic properties of point defects in β-FeSi 2 journal January 2019
Nanoinformatics, and the big challenges for the science of small things journal January 2019
Inverse molecular design using machine learning: Generative models for matter engineering journal July 2018
Growing field of materials informatics: databases and artificial intelligence journal January 2020
High-throughput screening of inorganic compounds for dielectric and optical properties to enable the discovery of novel materials dataset January 2017
Computational screening of organic polymer dielectrics for novel accelerator technologies journal June 2018
High-throughput ab initio calculations on dielectric constant and band gap of non-oxide dielectrics journal October 2018
High Dielectric Ternary Oxides from Crystal Structure Prediction and High-throughput Screening preprint January 2019
Transfer learning for materials informatics using crystal graph convolutional neural network text January 2020