DOE PAGES title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: Inverse Design of Ultralow Lattice Thermal Conductivity Materials via Materials Database Screening of Lone Pair Cation Coordination Environment

Abstract

The presence of lone pair (LP) electrons is strongly associated with the disruption of lattice heat transport, which is a critical component of strategies to achieve efficient thermoelectric energy conversion. By exploiting an empirical relationship between lattice thermal conductivity, κL, and the bond angles of pnictogen group LP cation coordination environments, we develop an inverse design strategy based on a materials database screening to identify chalcogenide materials with ultralow κL for thermoelectrics. Screening the ~635 000 real and hypothetical inorganic crystals of the Open Quantum Materials Database based on the constituent elements, nominal electron counting, LP cation coordination environment, and synthesizability, we identify 189 compounds expected to exhibit ultralow κL. As a validation, we explicitly compute the lattice dynamical properties of two of the compounds (Cu2AgBiPbS4 and MnTl2As2S5) using first-principles calculations and successfully find both achieve ultralow κL values at room temperature of ~0.3-0.4 W/(m·K) corresponding to the amorphous limit. Furthermore, our data-driven approach provides promising candidates for thermoelectric materials and opens new avenues for the design of phononic properties of materials.

Authors:
ORCiD logo [1];  [2]; ORCiD logo [1]
  1. Northwestern Univ., Evanston, IL (United States)
  2. Northwestern Univ., Evanston, IL (United States); Univ. of Illinois at Urbana-Champaign, IL (United States)
Publication Date:
Research Org.:
Northwestern Univ., Evanston, IL (United States)
Sponsoring Org.:
USDOE Office of Science (SC), Basic Energy Sciences (BES); National Science Foundation (NSF)
OSTI Identifier:
1777411
Grant/Contract Number:  
SC0014520; AC02-05CH11231; ACI-1548562
Resource Type:
Accepted Manuscript
Journal Name:
Journal of Physical Chemistry Letters
Additional Journal Information:
Journal Volume: 11; Journal Issue: 14; Journal ID: ISSN 1948-7185
Publisher:
American Chemical Society
Country of Publication:
United States
Language:
English
Subject:
36 MATERIALS SCIENCE; Elements; Phonons; Lattices; Pnictides; Cations

Citation Formats

Isaacs, Eric B., Lu, Grace M., and Wolverton, Christopher. Inverse Design of Ultralow Lattice Thermal Conductivity Materials via Materials Database Screening of Lone Pair Cation Coordination Environment. United States: N. p., 2020. Web. doi:10.1021/acs.jpclett.0c01077.
Isaacs, Eric B., Lu, Grace M., & Wolverton, Christopher. Inverse Design of Ultralow Lattice Thermal Conductivity Materials via Materials Database Screening of Lone Pair Cation Coordination Environment. United States. https://doi.org/10.1021/acs.jpclett.0c01077
Isaacs, Eric B., Lu, Grace M., and Wolverton, Christopher. Tue . "Inverse Design of Ultralow Lattice Thermal Conductivity Materials via Materials Database Screening of Lone Pair Cation Coordination Environment". United States. https://doi.org/10.1021/acs.jpclett.0c01077. https://www.osti.gov/servlets/purl/1777411.
@article{osti_1777411,
title = {Inverse Design of Ultralow Lattice Thermal Conductivity Materials via Materials Database Screening of Lone Pair Cation Coordination Environment},
author = {Isaacs, Eric B. and Lu, Grace M. and Wolverton, Christopher},
abstractNote = {The presence of lone pair (LP) electrons is strongly associated with the disruption of lattice heat transport, which is a critical component of strategies to achieve efficient thermoelectric energy conversion. By exploiting an empirical relationship between lattice thermal conductivity, κL, and the bond angles of pnictogen group LP cation coordination environments, we develop an inverse design strategy based on a materials database screening to identify chalcogenide materials with ultralow κL for thermoelectrics. Screening the ~635 000 real and hypothetical inorganic crystals of the Open Quantum Materials Database based on the constituent elements, nominal electron counting, LP cation coordination environment, and synthesizability, we identify 189 compounds expected to exhibit ultralow κL. As a validation, we explicitly compute the lattice dynamical properties of two of the compounds (Cu2AgBiPbS4 and MnTl2As2S5) using first-principles calculations and successfully find both achieve ultralow κL values at room temperature of ~0.3-0.4 W/(m·K) corresponding to the amorphous limit. Furthermore, our data-driven approach provides promising candidates for thermoelectric materials and opens new avenues for the design of phononic properties of materials.},
doi = {10.1021/acs.jpclett.0c01077},
journal = {Journal of Physical Chemistry Letters},
number = 14,
volume = 11,
place = {United States},
year = {Tue Jun 23 00:00:00 EDT 2020},
month = {Tue Jun 23 00:00:00 EDT 2020}
}

Works referenced in this record:

Introduction to Thermoelectricity
book, January 2010


Complex thermoelectric materials
journal, February 2008

  • Snyder, G. Jeffrey; Toberer, Eric S.
  • Nature Materials, Vol. 7, Issue 2, p. 105-114
  • DOI: 10.1038/nmat2090

MATERIALS SCIENCE: Enhanced: Thermoelectricity in Semiconductor Nanostructures
journal, February 2004


High-Thermoelectric Performance of Nanostructured Bismuth Antimony Telluride Bulk Alloys
journal, May 2008


Bulk nanostructured thermoelectric materials: current research and future prospects
journal, January 2009

  • Minnich, A. J.; Dresselhaus, M. S.; Ren, Z. F.
  • Energy & Environmental Science, Vol. 2, Issue 5
  • DOI: 10.1039/b822664b

Nanostructured Thermoelectrics: Big Efficiency Gains from Small Features
journal, July 2010

  • Vineis, Christopher J.; Shakouri, Ali; Majumdar, Arun
  • Advanced Materials, Vol. 22, Issue 36, p. 3970-3980
  • DOI: 10.1002/adma.201000839

Role of Disorder and Anharmonicity in the Thermal Conductivity of Silicon-Germanium Alloys: A First-Principles Study
journal, January 2011


High-performance bulk thermoelectrics with all-scale hierarchical architectures
journal, September 2012

  • Biswas, Kanishka; He, Jiaqing; Blum, Ivan D.
  • Nature, Vol. 489, Issue 7416, p. 414-418
  • DOI: 10.1038/nature11439

Phonon conduction in PbSe, PbTe, and PbTe 1 x Se x from first-principles calculations
journal, May 2012


Phonon transport analysis of silicon germanium alloys using molecular dynamics simulations
journal, May 2013

  • Hori, Takuma; Shiga, Takuma; Shiomi, Junichiro
  • Journal of Applied Physics, Vol. 113, Issue 20
  • DOI: 10.1063/1.4807301

Survey of ab initio phonon thermal transport
journal, December 2018


Computational strategies for design and discovery of nanostructured thermoelectrics
journal, May 2019

  • Hao, Shiqiang; Dravid, Vinayak P.; Kanatzidis, Mercouri G.
  • npj Computational Materials, Vol. 5, Issue 1
  • DOI: 10.1038/s41524-019-0197-9

Crystalline Solids with Intrinsically Low Lattice Thermal Conductivity for Thermoelectric Energy Conversion
journal, May 2018


Visualizing the Role of Bi 6s “Lone Pairs” in the Off-Center Distortion in Ferromagnetic BiMnO 3
journal, September 2001

  • Seshadri, Ram; Hill, Nicola A.
  • Chemistry of Materials, Vol. 13, Issue 9
  • DOI: 10.1021/cm010090m

First-principles indicators of metallicity and cation off-centricity in the IV-VI rocksalt chalcogenides of divalent Ge, Sn, and Pb
journal, March 2003


Structure and Bonding in SnWO 4 , PbWO 4 , and BiVO 4 :  Lone Pairs vs Inert Pairs
journal, May 2007

  • Stoltzfus, Matthew W.; Woodward, Patrick M.; Seshadri, Ram
  • Inorganic Chemistry, Vol. 46, Issue 10
  • DOI: 10.1021/ic061157g

Stereochemistry of post-transition metal oxides: revision of the classical lone pair model
journal, January 2011

  • Walsh, Aron; Payne, David J.; Egdell, Russell G.
  • Chemical Society Reviews, Vol. 40, Issue 9
  • DOI: 10.1039/c1cs15098g

Intrinsically Minimal Thermal Conductivity in Cubic IVVI2 Semiconductors
journal, July 2008


Structural effects on the lattice thermal conductivity of ternary antimony- and bismuth-containing chalcogenide semiconductors
journal, May 2010

  • Skoug, Eric J.; Cain, Jeffrey D.; Morelli, Donald T.
  • Applied Physics Letters, Vol. 96, Issue 18
  • DOI: 10.1063/1.3425886

First-principles description of anomalously low lattice thermal conductivity in thermoelectric Cu-Sb-Se ternary semiconductors
journal, February 2012


Exploring Thallium Compounds as Thermoelectric Materials:  Seventeen New Thallium Chalcogenides
journal, May 2005

  • McGuire, Michael A.; Reynolds, Thomas K.; DiSalvo, Francis J.
  • Chemistry of Materials, Vol. 17, Issue 11
  • DOI: 10.1021/cm050412c

Two-channel model for ultralow thermal conductivity of crystalline Tl 3 VSe 4
journal, June 2018

  • Mukhopadhyay, Saikat; Parker, David S.; Sales, Brian C.
  • Science, Vol. 360, Issue 6396
  • DOI: 10.1126/science.aar8072

Bournonite PbCuSbS 3 : Stereochemically Active Lone-Pair Electrons that Induce Low Thermal Conductivity
journal, August 2015

  • Dong, Yongkwan; Khabibullin, Artem R.; Wei, Kaya
  • ChemPhysChem, Vol. 16, Issue 15
  • DOI: 10.1002/cphc.201500476

BiCuSeO oxyselenides: new promising thermoelectric materials
journal, January 2014

  • Zhao, Li-Dong; He, Jiaqing; Berardan, David
  • Energy Environ. Sci., Vol. 7, Issue 9
  • DOI: 10.1039/C4EE00997E

The impact of lone-pair electrons on the lattice thermal conductivity of the thermoelectric compound CuSbS 2
journal, January 2017

  • Du, Baoli; Zhang, Ruizhi; Chen, Kan
  • Journal of Materials Chemistry A, Vol. 5, Issue 7
  • DOI: 10.1039/C6TA10420G

Tetrahedrites as thermoelectric materials: an overview
journal, January 2015

  • Chetty, R.; Bali, A.; Mallik, R. C.
  • Journal of Materials Chemistry C, Vol. 3, Issue 48
  • DOI: 10.1039/C5TC02537K

Screening for Cu–S based thermoelectric materials using crystal structure features
journal, January 2017

  • Zhang, Rui-zhi; Chen, Kan; Du, Baoli
  • Journal of Materials Chemistry A, Vol. 5, Issue 10
  • DOI: 10.1039/C6TA10607B

Role of Lone-Pair Electrons in Producing Minimum Thermal Conductivity in Nitrogen-Group Chalcogenide Compounds
journal, November 2011


Studies on bond and atomic valences. I. correlation between bond valence and bond angles in Sb III chalcogen compounds: the influence of lone-electron pairs
journal, February 1996


Lone-Pair Electrons Do Not Necessarily Lead to Low Lattice Thermal Conductivity: An Exception of Two-Dimensional Penta-CN 2
journal, April 2018

  • Wang, Huimin; Qin, Guangzhao; Qin, Zhenzhen
  • The Journal of Physical Chemistry Letters, Vol. 9, Issue 10
  • DOI: 10.1021/acs.jpclett.8b00820

Inverse Band Structure Design via Materials Database Screening: Application to Square Planar Thermoelectrics
journal, February 2018


Materials Informatics Approach to the Identification of One-Band Correlated Materials Analogous to the Cuprates
journal, May 2019


Inverse design in search of materials with target functionalities
journal, March 2018


Materials Design and Discovery with High-Throughput Density Functional Theory: The Open Quantum Materials Database (OQMD)
journal, September 2013


The Open Quantum Materials Database (OQMD): assessing the accuracy of DFT formation energies
journal, December 2015


Inhomogeneous Electron Gas
journal, November 1964


Self-Consistent Equations Including Exchange and Correlation Effects
journal, November 1965


The inorganic crystal structure data base
journal, May 1983

  • Bergerhoff, G.; Hundt, R.; Sievers, R.
  • Journal of Chemical Information and Modeling, Vol. 23, Issue 2
  • DOI: 10.1021/ci00038a003

New developments in the Inorganic Crystal Structure Database (ICSD): accessibility in support of materials research and design
journal, May 2002

  • Belsky, Alec; Hellenbrandt, Mariette; Karen, Vicky Lynn
  • Acta Crystallographica Section B Structural Science, Vol. 58, Issue 3
  • DOI: 10.1107/S0108768102006948

The thermodynamic scale of inorganic crystalline metastability
journal, November 2016

  • Sun, Wenhao; Dacek, Stephen T.; Ong, Shyue Ping
  • Science Advances, Vol. 2, Issue 11
  • DOI: 10.1126/sciadv.1600225

Effective coordination numbers (ECoN) and mean Active fictive ionic radii (MEFIR) [1,2] *
journal, January 1979


Cation Disorder and Bond Anharmonicity Optimize the Thermoelectric Properties in Kinetically Stabilized Rocksalt AgBiS 2 Nanocrystals
journal, July 2013

  • Guin, Satya N.; Biswas, Kanishka
  • Chemistry of Materials, Vol. 25, Issue 15
  • DOI: 10.1021/cm401630d

Crystal Growth, Thermoelectric Properties, and Electronic Structure of AgBi 3 S 5 and AgSb x Bi 3 - x S 5 ( x = 0.3)
journal, July 2005

  • Kim, Jun-Ho; Chung, Duck-Young; Bilc, Daniel
  • Chemistry of Materials, Vol. 17, Issue 14
  • DOI: 10.1021/cm0502931

High Thermoelectric Performance in Electron-Doped AgBi 3 S 5 with Ultralow Thermal Conductivity
journal, May 2017

  • Tan, Gangjian; Hao, Shiqiang; Zhao, Jing
  • Journal of the American Chemical Society, Vol. 139, Issue 18
  • DOI: 10.1021/jacs.7b02399

p-type Bi2Se3 for topological insulator and low-temperature thermoelectric applications
journal, May 2009

  • Hor, Y. S.; Richardella, A.; Roushan, P.
  • Physical Review B, Vol. 79, Issue 19, Article No. 195208
  • DOI: 10.1103/PhysRevB.79.195208

Tetradymites as thermoelectrics and topological insulators
journal, September 2017


Multiple Converged Conduction Bands in K 2 Bi 8 Se 13 : A Promising Thermoelectric Material with Extremely Low Thermal Conductivity
journal, December 2016

  • Pei, Yanling; Chang, Cheng; Wang, Zhe
  • Journal of the American Chemical Society, Vol. 138, Issue 50
  • DOI: 10.1021/jacs.6b09568

High Thermoelectric Properties of n-Type AgBiSe 2
journal, March 2013

  • Pan, Lin; Bérardan, David; Dragoe, Nita
  • Journal of the American Chemical Society, Vol. 135, Issue 13
  • DOI: 10.1021/ja312474n

The Thermoelectric Properties of Bismuth Telluride
journal, April 2019

  • Witting, Ian T.; Chasapis, Thomas C.; Ricci, Francesco
  • Advanced Electronic Materials, Vol. 5, Issue 6
  • DOI: 10.1002/aelm.201800904

Understanding the evolution of anomalous anharmonicity in Bi 2 Te 3 x Se x
journal, March 2017


The Thermoelectric Properties of AgSbTe 2 –AgBiTe 2 , AgSbTe 2 –PbTe and–SnTe Systems
journal, February 1963

  • Irie, Taizo; Takahama, Teizo; Ono, Takasi
  • Japanese Journal of Applied Physics, Vol. 2, Issue 2
  • DOI: 10.1143/JJAP.2.72

SnTe–AgBiTe 2 as an efficient thermoelectric material with low thermal conductivity
journal, January 2014

  • Tan, Gangjian; Shi, Fengyuan; Sun, Hui
  • J. Mater. Chem. A, Vol. 2, Issue 48
  • DOI: 10.1039/C4TA05530F

Effect of nonstoichiometry on the thermoelectric properties of GeBi4Te7
journal, March 1999

  • Kuznetsov, V. L.; Kuznetsova, L. A.; Rowe, D. M.
  • Journal of Applied Physics, Vol. 85, Issue 6
  • DOI: 10.1063/1.369662

Crystal Structures and Thermoelectric Properties of Layered Compounds in the ATe–Bi 2 Te 3 (A = Ge, Sn, Pb) Systems
journal, May 2004


High Performance Thermoelectric Tl 9 BiTe 6 with an Extremely Low Thermal Conductivity
journal, May 2001


Thermoelectric properties of Tl9BiTe6
journal, March 2003

  • Yamanaka, Shinsuke; Kosuga, Atsuko; Kurosaki, Ken
  • Journal of Alloys and Compounds, Vol. 352, Issue 1-2, p. 275-278
  • DOI: 10.1016/S0925-8388(02)01114-3

Thermoelectric Properties of Thallium Compounds with Extremely Low Thermal Conductivity
journal, January 2005


Enhanced Thermoelectric Properties of Variants of Tl 9 SbTe 6 and Tl 9 BiTe 6
journal, October 2013

  • Guo, Quansheng; Chan, Meghan; Kuropatwa, Bryan A.
  • Chemistry of Materials, Vol. 25, Issue 20
  • DOI: 10.1021/cm402593f

Thermoelectric properties of Cu 3 SbSe 3 with intrinsically ultralow lattice thermal conductivity
journal, January 2014

  • Tyagi, Kriti; Gahtori, Bhasker; Bathula, Sivaiah
  • J. Mater. Chem. A, Vol. 2, Issue 38
  • DOI: 10.1039/C4TA02590C

Thermoelectric and mechanical properties of spark plasma sintered Cu 3 SbSe 3 and Cu 3 SbSe 4 : Promising thermoelectric materials
journal, December 2014

  • Tyagi, Kriti; Gahtori, Bhasker; Bathula, Sivaiah
  • Applied Physics Letters, Vol. 105, Issue 26
  • DOI: 10.1063/1.4904996

Synthesis and transport property of AgSbTe2 as a promising thermoelectric compound
journal, November 2008

  • Wang, Heng; Li, Jing-Feng; Zou, Minmin
  • Applied Physics Letters, Vol. 93, Issue 20
  • DOI: 10.1063/1.3029774

Measurements of the energy band gap and valence band structure of AgSbTe 2
journal, June 2008


Thermoelectric properties of thallium antimony telluride
journal, August 2004


THE CRYSTAL STRUCTURE OF ANGELAITE, Cu2AgPbBiS4
journal, February 2010


The crystal structure of synthetic Tl 2 MnAs 2 S 5
journal, January 1982

  • Gostojić, M.; Edenharter, A.; Nowacki, W.
  • Zeitschrift für Kristallographie, Vol. 158, Issue 1_2
  • DOI: 10.1524/zkri.1982.0004

Avoided crossing of rattler modes in thermoelectric materials
journal, August 2008

  • Christensen, Mogens; Abrahamsen, Asger B.; Christensen, Niels B.
  • Nature Materials, Vol. 7, Issue 10
  • DOI: 10.1038/nmat2273

Phonon engineering through crystal chemistry
journal, January 2011

  • Toberer, Eric S.; Zevalkink, Alex; Snyder, G. Jeffrey
  • Journal of Materials Chemistry, Vol. 21, Issue 40
  • DOI: 10.1039/c1jm11754h

Model for Lattice Thermal Conductivity at Low Temperatures
journal, February 1959


Estimation of the isotope effect on the lattice thermal conductivity of group IV and group III-V semiconductors
journal, November 2002


First-principles Debye–Callaway approach to lattice thermal conductivity
journal, September 2016


Non-equilibrium processing leads to record high thermoelectric figure of merit in PbTe–SrTe
journal, July 2016

  • Tan, Gangjian; Shi, Fengyuan; Hao, Shiqiang
  • Nature Communications, Vol. 7, Issue 1
  • DOI: 10.1038/ncomms12167

Quaternary Chalcogenide Semiconductors with 2D Structures: Rb 2 ZnBi 2 Se 5 and Cs 6 Cd 2 Bi 8 Te 17
journal, July 2018


Lower limit to the thermal conductivity of disordered crystals
journal, September 1992

  • Cahill, David G.; Watson, S. K.; Pohl, R. O.
  • Physical Review B, Vol. 46, Issue 10, p. 6131-6140
  • DOI: 10.1103/PhysRevB.46.6131

Lone pair electrons minimize lattice thermal conductivity
journal, January 2013

  • Nielsen, Michele D.; Ozolins, Vidvuds; Heremans, Joseph P.
  • Energy Environ. Sci., Vol. 6, Issue 2
  • DOI: 10.1039/C2EE23391F

Projector augmented-wave method
journal, December 1994


From ultrasoft pseudopotentials to the projector augmented-wave method
journal, January 1999


Efficiency of ab-initio total energy calculations for metals and semiconductors using a plane-wave basis set
journal, July 1996


Generalized Gradient Approximation Made Simple
journal, October 1996

  • Perdew, John P.; Burke, Kieron; Ernzerhof, Matthias
  • Physical Review Letters, Vol. 77, Issue 18, p. 3865-3868
  • DOI: 10.1103/PhysRevLett.77.3865

First-principles calculations of the ferroelastic transition between rutile-type and CaCl 2 -type SiO 2 at high pressures
journal, October 2008


First-principles study of codoping in lanthanum bromide
journal, April 2015


The atomic simulation environment—a Python library for working with atoms
journal, June 2017

  • Hjorth Larsen, Ask; Jørgen Mortensen, Jens; Blomqvist, Jakob
  • Journal of Physics: Condensed Matter, Vol. 29, Issue 27
  • DOI: 10.1088/1361-648X/aa680e

High-throughput electronic band structure calculations: Challenges and tools
journal, August 2010