Christopher Wolverton

Find an error

Name: WOLVERTON, CHRIS
Organization: Northwestern University , USA
Department: Department of Materials Science and Engineering
Title: Professor(PhD)

TOPICS

Co-reporter:Maximilian Amsler, Zhenpeng Yao, and Chris Wolverton
Chemistry of Materials November 28, 2017 Volume 29(Issue 22) pp:9819-9819
Publication Date(Web):October 24, 2017
DOI:10.1021/acs.chemmater.7b03997
We report on the discovery of a quasi two-dimensional copper–bismuth nano sheet from ab initio calculations, which we call cubine. According to our predictions, single layers of cubine can be isolated from the recently reported high-pressure CuBi bulk material at an energetic cost of merely ≈20 meV/Å2, comparable to values to separate single layers of graphene from graphite. Our calculations suggest that cubine has remarkable electronic and electrochemical properties: It is a superconductor with a moderate electron–phonon coupling λ = 0.5, leading to Tc ≈ 1 K, and can be readily intercalated with lithium with a high diffusibility, rendering it a promising candidate material to boost the rate capacity of current electrodes in lithium-ion batteries.
Co-reporter:Zhenpeng Yao, Soo Kim, Muratahan Aykol, Qianqian Li, Jinsong Wu, Jiangang He, and Chris Wolverton
Chemistry of Materials November 14, 2017 Volume 29(Issue 21) pp:9011-9011
Publication Date(Web):October 9, 2017
DOI:10.1021/acs.chemmater.7b02058
Transition metal oxides such as Co3O4 and NiO are of significant interest as conversion anode materials for lithium-ion batteries (LIBs), due to their remarkably high theoretical capacities and low cost. While many previous experiments have found that the charge/discharge reactions of Co3O4 and NiO can be highly reversible, detailed information about the mechanisms of these reactions, such as the origin of the voltage hysteresis (>1.0 V) between the charge/discharge cycles, is still poorly understood. In this work, we develop and utilize a new computational mechanistic approach that helps elucidate the hysteresis and nonequilibrium reaction pathways associated with these conversion materials. We apply this methodology to investigate a variety of lithiation reaction pathways of Co3O4 and NiO by systematically exploring the energetics of a large number of equilibrium and nonequilibrium LixCo3O4 (0 ≤ x ≤ 8) and LixNiO (0 ≤ x ≤ 2) structural configurations using first-principles calculations. The overall value of the voltages from our nonequilibrium pathway is in much better agreement with experimental lithiation than the calculated equilibrium voltage while the overall value of the latter reasonably agrees with experimental delithiation. Hence, we propose the charge and discharge processes proceed through equilibrium and nonequilibrium reaction paths, respectively, which contribute significantly to the experimentally observed voltage hysteresis in Co3O4 and NiO. Additionally, we find a low-energy, lithiated intermediate phase (Li3Co3O4) with an oxygen framework equal to that of the initial Co3O4 spinel phase. This intermediate phase represents the capacity threshold below which limited volume expansion and better reversibility can be realized and above which reactions lead to structural degradation and huge expansion.
Co-reporter:Jiangang He, Shiqiang Hao, Yi Xia, S. Shahab Naghavi, Vidvuds Ozoliņš, and Chris Wolverton
Chemistry of Materials March 28, 2017 Volume 29(Issue 6) pp:2529-2529
Publication Date(Web):December 23, 2016
DOI:10.1021/acs.chemmater.6b04230
The search for new energy harvesting materials that directly convert (waste) heat into electricity has received increasing attention. Transition metal oxides are a promising class of thermoelectric (TE) materials that can operate at high temperature due to their chemical and thermal stability. However, the high lattice thermal conductivity, poor electrical conductivity, and low thermopower have significantly impeded their applications to date. Using first-principles calculations, we predict a known oxide Bi2PdO4 to be a highly efficient hole-doped TE material with low lattice thermal conductivity and high power factor. These properties are due to (i) the strong anharmonicity stemming from Bi3+ 6s2 lone pair electrons (leading to low lattice thermal conductivity) and (ii) the flat-and-dispersive valence band structure with high band degeneracy originating from the localized Pd2+ dz2 orbitals in the stacked square planar ligand field (leading to a large power factor). Our results highlight the possibility of oxides as potential TE materials and also afford a novel strategy of designing TE materials by synthesizing compounds which combine a lone pair active cation with a d8 cation in a stacked square planar ligand field.
Co-reporter:S. Shahab Naghavi, Vinay I. Hegde, C. Wolverton
Acta Materialia 2017 Volume 132(Volume 132) pp:
Publication Date(Web):15 June 2017
DOI:10.1016/j.actamat.2017.04.060
Using first-principles density functional theory (DFT), we calculate the diffusivities of 32 different solute elements—all transition metals, together with Al and Si—in fcc cobalt within the formalism of the five-frequency model. For self-diffusion in fcc cobalt, we compare the accuracy of various approximations to the exchange-correlation energy functional of DFT in estimating the activation energy, and find that only the Perdew-Burke-Ernzerhof (PBE) approximation agrees well with experimental reports and all other functionals largely overestimate it. Our calculations also show that an accurate estimation of the self-diffusion coefficient requires explicit calculation of the effective jump frequency and vacancy formation entropy via phonons. Using accurate self-diffusion data and scaling all solute-related attempt frequencies with respect to the attempt frequency for self-diffusion using a simple relation involving the atomic mass and melting temperature of the solute yields solute diffusivities in excellent agreement with experiments, where such data is available. We find that large solutes spontaneously relax toward the nearest neighbor vacancy to relieve the misfit strain, and the extent of this relaxation correlates negatively with the migration energy. Thus, in general, larger solutes have lower migration energies and diffuse faster than smaller solutes in fcc cobalt. However, extremely large solutes, e.g., group III elements Sc, Y, Lu, tend to be trapped in an energy valley located halfway toward the vacancy, and monovacancy mediated diffusion may no longer be valid in such cases. Finally, for all the solutes considered, we systematically tabulate the diffusion-related quantities calculated—diffusion prefactors, migration and activation energies—constructing an extensive and accurate first-principles database for solute diffusion in fcc cobalt.Download high-res image (460KB)Download full-size image
Co-reporter:A.M. Jokisaari, S.S. Naghavi, C. Wolverton, P.W. Voorhees, O.G. Heinonen
Acta Materialia 2017 Volume 141(Volume 141) pp:
Publication Date(Web):1 December 2017
DOI:10.1016/j.actamat.2017.09.003
Cobalt-based alloys with γ/γ′ microstructures have the potential to become the next generation of superalloys, but alloy compositions and processing steps must be optimized to improve coarsening, creep, and rafting behavior. While these behaviors are different than in nickel-based superalloys, alloy development can be accelerated by understanding the thermodynamic factors influencing microstructure evolution. In this work, we develop a phase field model informed by first-principles density functional theory and experimental data to predict the equilibrium shapes of Co-Al-W γ′ precipitates. Three-dimensional simulations of single and multiple precipitates are performed to understand the effect of elastic and interfacial energy on coarsened and rafted microstructures; the elastic energy is dependent on the elastic stiffnesses, misfit strain, precipitate size, applied stress, and precipitate spatial distribution. We observe characteristic microstructures dependent on the type of applied stress that have the same γ′ morphology and orientation seen in experiments, indicating that the elastic stresses arising from coherent γ/γ′ interfaces are important for morphological evolution during creep. The results also indicate that the narrow γ channels between γ′ precipitates are energetically favored, and provide an explanation for the experimentally observed directional coarsening that occurs without any applied stress.Download high-res image (189KB)Download full-size image
Co-reporter:Maximilian Amsler;S. Shahab Naghavi;Chris Wolverton
Chemical Science (2010-Present) 2017 vol. 8(Issue 3) pp:2226-2234
Publication Date(Web):2017/02/28
DOI:10.1039/C6SC04683E
The synthesis of materials in high-pressure experiments has recently attracted increasing attention, especially since the discovery of record breaking superconducting temperatures in the sulfur–hydrogen and other hydrogen-rich systems. Commonly, the initial precursor in a high pressure experiment contains constituent elements that are known to form compounds at ambient conditions, however the discovery of high-pressure phases in systems immiscible under ambient conditions poses an additional materials design challenge. We performed an extensive multi component ab initio structural search in the immiscible Fe–Bi system at high pressure and report on the surprising discovery of two stable compounds at pressures above ≈36 GPa, FeBi2 and FeBi3. According to our predictions, FeBi2 is a metal at the border of magnetism with a conventional electron–phonon mediated superconducting transition temperature of Tc = 1.3 K at 40 GPa.
Co-reporter:Logan Ward, Chris Wolverton
Current Opinion in Solid State and Materials Science 2017 Volume 21, Issue 3(Volume 21, Issue 3) pp:
Publication Date(Web):1 June 2017
DOI:10.1016/j.cossms.2016.07.002
•Procedure for using machine learning models with atomistic calculation data.•Many examples of how machine learning can accelerate atomistic calculations.•Discussion of future challenges and opportunities in this field.In recent years, there has been a large effort in the materials science community to employ materials informatics to accelerate materials discovery or to develop new understanding of materials behavior. Materials informatics methods utilize machine learning techniques to extract new knowledge or predictive models out of existing materials data. In this review, we discuss major advances in the intersection between data science and atom-scale calculations with a particular focus on studies of solid-state, inorganic materials. The examples discussed in this review cover methods for accelerating the calculation of computationally-expensive properties, identifying promising regions for materials discovery based on existing data, and extracting chemical intuition automatically from datasets. We also identify key issues in this field, such as limited distribution of software necessary to utilize these techniques, and opportunities for areas of research that would help lead to the wider adoption of materials informatics in the atomistic calculations community.
Co-reporter:Soo Kim;Muratahan Aykol;Vinay I. Hegde;Zhi Lu;Scott Kirklin;Jason R. Croy;Michael M. Thackeray;Chris Wolverton
Energy & Environmental Science (2008-Present) 2017 vol. 10(Issue 10) pp:2201-2211
Publication Date(Web):2017/10/11
DOI:10.1039/C7EE01782K
Lithium-ion batteries (LIBs) have been used widely in portable electronics, and hybrid-electric and all-electric vehicles for many years. However, there is a growing need to develop new cathode materials that will provide higher cell energy densities for advanced applications. Several candidates, including Li2MnO3-stabilized LiM′O2 (M′ = Mn/Ni/Co) structures, Li2Ru0.75Sn0.25O3 (i.e., 3Li2RuO3–Li2SnO3), and disordered Li2MoO3–LiCrO2 compounds can yield capacities exceeding 200 mA h g−1, alluding to the constructive role that Li2MO3 (M4+) end-member compounds play in the electrochemistry of these systems. Here, we catalog the family of Li2MO3 compounds as active cathodes or inactive stabilizing agents using high-throughput density functional theory (HT-DFT). With an exhaustive search based on design rules that include phase stability, cell potential, resistance to oxygen evolution, and metal migration, we predict a number of new Li2MIO3–Li2MIIO3 active/inactive electrode pairs, in which MI and MII are transition- or post-transition metal ions, that can be tested experimentally for high-energy-density LIBs.
Co-reporter:Shiqiang Hao, Fengyuan Shi, Vinayak P. Dravid, Mercouri G. Kanatzidis, and Christopher Wolverton
Chemistry of Materials 2016 Volume 28(Issue 9) pp:3218
Publication Date(Web):April 18, 2016
DOI:10.1021/acs.chemmater.6b01164
Thermoelectric materials enable direct conversion between thermal and electrical energy and provide a viable route for power generation and electric refrigeration. In this paper, we use first-principles based methods to predict a very high figure of merit (ZT) performance in hole doped GeSe crystals along the crystallographic b-axis, with maximum ZT ranging from 0.8 at 300 K to 2.5 at 800 K. This extremely high thermoelectric performance is due to a threefold synergy of properties in this material: (1) the exceptionally low lattice thermal conductivity in GeSe due to anharmonicity of vibrational modes, (2) the increased electrical conductivity due to hole doping and increased carrier concentration, and (3) an enhanced Seebeck coefficient via a multiband effect induced by hole doping. The predicted ZT results of hole-doped GeSe are higher than that of hole doped SnSe, which we have recently reported as having experimentally observed record-breaking thermoelectric efficiency. The overall ZT of hole doped GeSe crystals outperforms all current state-of-the-art thermoelectric materials, and this work provides an urgent computational materials prediction that is in need of experimental testing.
Co-reporter:Antoine A. Emery, James E. Saal, Scott Kirklin, Vinay I. Hegde, and Chris Wolverton
Chemistry of Materials 2016 Volume 28(Issue 16) pp:5621
Publication Date(Web):June 20, 2016
DOI:10.1021/acs.chemmater.6b01182
The use of hydrogen as fuel is a promising avenue to aid in the reduction of greenhouse effect gases released in the atmosphere. In this work, we present a high-throughput density functional theory (HT-DFT) study of 5,329 cubic and distorted perovskite ABO3 compounds to screen for thermodynamically favorable two-step thermochemical water splitting (TWS) materials. From a data set of more than 11,000 calculations, we screened materials based on the following: (a) thermodynamic stability and (b) oxygen vacancy formation energy that allow favorable TWS. From our screening strategy, we identify 139 materials as potential new candidates for TWS application. Several of these compounds, such as CeCoO3 and BiVO3, have not been experimentally explored yet for TWS and present promising avenues for further research. We show that taking into consideration all phases present in the A–B–O ternary phase, as opposed to only calculating the formation energy of a compound, is crucial to assess correctly the stability of a compound as it reduces the number of potential candidates from 5,329 to 383. Finally, our large data set of compounds containing stabilites, oxidation states, and ionic sizes allowed us to revisit the structural maps for perovskites by showing stable and unstable compounds simultaneously.
Co-reporter:Soo Kim, Jae-Kyo Noh, Muratahan Aykol, Zhi Lu, Haesik Kim, Wonchang Choi, Chunjoong Kim, Kyung Yoon Chung, Chris Wolverton, and Byung-Won Cho
ACS Applied Materials & Interfaces 2016 Volume 8(Issue 1) pp:363
Publication Date(Web):December 8, 2015
DOI:10.1021/acsami.5b08906
In this work, we report the electrochemical properties of 0.5Li2MnO3·0.25LiNi0.5Co0.2Mn0.3O2·0.25LiNi0.5Mn1.5O4 and 0.333Li2MnO3·0.333LiNi0.5Co0.2Mn0.3O2·0.333LiNi0.5Mn1.5O4 layered-layered-spinel (L*LS) cathode materials prepared by a high-energy ball-milling process. Our L*LS cathode materials can deliver a large and stable capacity of ∼200 mAh g−1 at high voltages up to 4.9 V, and do not show the anomalous capacity increase upon cycling observed in previously reported three-component cathode materials synthesized with different routes. Furthermore, we have performed synchrotron-based in situ X-ray diffraction measurements and found that there are no significant structural distortions during charge/discharge runs. Lastly, we carry out (opt-type) van der Waals-corrected density functional theory (DFT) calculations to explain the enhanced cycle characteristics and reduced phase transformations in our ball-milled L*LS cathode materials. Our simple synthesis method brings a new perspective on the use of the high-power L*LS cathodes in practical devices.Keywords: high-energy ball-milling process; layered-layered-spinel cathode; lithium-ion battery; nanocomposite; three-component electrode
Co-reporter:S. Kirklin, James E. Saal, Vinay I. Hegde, C. Wolverton
Acta Materialia 2016 Volume 102() pp:125-135
Publication Date(Web):1 January 2016
DOI:10.1016/j.actamat.2015.09.016

Abstract

The search for high-strength alloys and precipitation hardened systems has largely been accomplished through Edisonian trial and error experimentation. Here, we present a novel strategy using high-throughput computational approaches to search for promising precipitate/alloy systems. We perform density functional theory (DFT) calculations of an extremely large space of ∼200,000 potential compounds in search of effective strengthening precipitates for a variety of different alloy matrices, e.g., Fe, Al, Mg, Ni, Co, and Ti. Our search strategy involves screening phases that are likely to produce coherent precipitates (based on small lattice mismatch) and are composed of relatively common alloying elements. When combined with the Open Quantum Materials Database (OQMD), we can computationally screen for precipitates that either have a stable two-phase equilibrium with the host matrix, or are likely to precipitate as metastable phases. Our search produces (for the structure types considered) nearly all currently known high-strength precipitates in a variety of fcc, bcc, and hcp matrices, thus giving us confidence in the strategy. In addition, we predict a number of new, currently-unknown precipitate systems that should be explored experimentally as promising high-strength alloy chemistries.

Co-reporter:David H. Snydacker
The Journal of Physical Chemistry C 2016 Volume 120(Issue 11) pp:5932-5939
Publication Date(Web):March 1, 2016
DOI:10.1021/acs.jpcc.6b00575
The performance of olivine cathode materials can be improved using core/shell structures such as LiMnPO4/LiFePO4 and LiMnPO4/LiNiPO4. We use density functional theory to calculate the energetics, phase stability, and voltages of transition-metal mixing for a series of olivine phosphate materials. For LiMn1–yFeyPO4, LiFe1–yNiyPO4, and LiMn1–yNiyPO4, we find phase-separating tendencies with (mean-field) maximum miscibility gap temperatures of 120, 320, and 760 K respectively. At room temperature, we find that Mn is completely miscible in LiFePO4, whereas Mn solubility in LiNiPO4 is just 0.3%. Therefore, we suggest that core/shell LiMnPO4/LiNiPO4 particles could be more effective at containing Mn in the particle core and limiting Mn dissolution into the electrolyte relative to LiMnPO4/LiFePO4 particles. We calculate shifts in redox potentials for dilute transition metals, M, substituted into LixM′PO4 host materials. Unmixed LixMnPO4 exhibits a redox potential of 4.0 V, but we find that dilute Mn in a LiNiPO4 shell exhibits a redox potential of 4.3 V and therefore remains redox inactive at lower cathode potentials. We find that strain plays a large role in the redox potentials of some mixed systems (LixMn1–yFeyPO4) but not others (LixMn1–yNiyPO4).
Co-reporter:Jeff W. Doak, Kyle Jay Michel and C. Wolverton  
Journal of Materials Chemistry A 2015 vol. 3(Issue 40) pp:10630-10649
Publication Date(Web):22 Sep 2015
DOI:10.1039/C5TC02252E
Defect calculations are standard practice for understanding the electronic structure of dopants and alloying elements in semiconductors and insulators. However, these calculations have untapped potential to quantitatively determine thermodynamic properties of doped semiconductor systems. We present a methodology which couples defect energetics and compound formation energies to determine defect concentrations in a host material as functions of temperature and chemical equilibrium. From these defect concentrations we find the solvus boundaries of the host phase in a multi-dimensional composition space. As an example, we present first-principles calculations of the solvus boundaries of PbTe and PbS in Na–Pb–Te and Na–Pb–S. We calculate the formation energies of compounds in Na–Pb–S–Te and the defect energetics of a large number of intrinsic and Na-containing defects in PbTe and PbS. With these, we obtain equilibrium defect concentrations and solvus boundaries for PbTe and PbS. We find vacancies are the lowest-energy intrinsic defects in PbTe and PbS. We also find Na substituted for Pb is the lowest-energy Na defect in both PbTe and PbS. We find that the PbTe solvus boundary in Na–Pb–Te is a sharply peaked function of composition. We find negative defect formation energies for Na on Pb in PbS, suggesting the existence of a ternary compound in the Na–Pb–S system. The methodology presented herein is a general and straightforward way to extend the use of defect calculations from making inferences about the electronic structure of dopants to calculating solvus boundaries in multicomponent systems.
Co-reporter:A. Issa, J.E. Saal, C. Wolverton
Acta Materialia 2015 Volume 83() pp:75-83
Publication Date(Web):15 January 2015
DOI:10.1016/j.actamat.2014.09.024

Abstract

Aging reactions in Mg–RE alloys strengthen magnesium, due to the formation of metastable β and β precipitates. We use first-principles calculations to critically assess binary Mg–RE (RE = Ce, Pr, Nd, Sm, Gd, Tb, Dy, Ho, Er, Tm and Y) aging reactions, metastable phases and interfacial energy. We find the following. (i) Our calculations correctly predict the formation of different variants of β phases for Mg–RE systems across the RE series. (ii) Surprisingly, the Mg/β prismatic interfaces are unstable, with a negative interfacial energy. (iii) This interfacial instability implies the existence of a more energetically stable compound than β, which we show to be the β precipitate. By exposing the link between Mg/β prismatic interfaces and the β structure, we propose that β phase formation is due to an energetic preference for an ordered arrangement of Mg and β. (iv) Our Mg/β interfacial energy results also indicate that atomically thin β planar Guinier–Preston zones can form as a precursor to β precipitation.

Co-reporter:Logan Ward;Kyle Michel ;Chris Wolverton
Acta Crystallographica Section A 2015 Volume 71( Issue 5) pp:542-548
Publication Date(Web):
DOI:10.1107/S2053273315012516

The structures of three Na–Pb compounds, γ, δ and δ′, have remained incompletely solved for nearly 60 years. The space group, lattice parameters and positions of the Pb atoms of these three structures have been determined, but the positions of the Na atoms are still unknown. In this work, the First-Principles Assisted Structure Solution (FPASS) method [Meredig & Wolverton (2013). Nat. Mater.12, 123–127] has been used to complete the description of these three structures using only experimental information available from the literature as input. The paper also discusses the relative advantages of constrained crystal structure prediction tools, like FPASS, in comparison to conventional crystal structure prediction methods in reference to their abilities to complete the solution of other unsolved structures.

Co-reporter:Muratahan Aykol
The Journal of Physical Chemistry C 2015 Volume 119(Issue 33) pp:19053-19058
Publication Date(Web):August 4, 2015
DOI:10.1021/acs.jpcc.5b06240
Co-reporter:Muratahan Aykol;Scott Kirklin ;C. Wolverton
Advanced Energy Materials 2014 Volume 4( Issue 17) pp:
Publication Date(Web):
DOI:10.1002/aenm.201400690

Metal oxide cathode coatings are capable of scavenging the hydrofluoric acid (HF) (present in LiPF6-based electrolytes) and improving the electrochemical performance of Li-ion batteries. Here, a first-principles thermodynamic framework is introduced for designing cathode coatings that consists of four elements: i) HF-scavenging enthalpies, ii) volumetric and iii) gravimetric HF-scavenging capacities of the oxides, and iv) cyclable Li loss into coating components. 81 HF-scavenging reactions involving binary s-, p- and d-block metal oxides and fluorides are enumerated and these materials are screened to find promising coatings based on attributes (i-iv). The screen successfully produces known effective coating materials (e.g., Al2O3 and MgO), providing a validation of our framework. Using this design strategy, promising coating materials, such as trivalent oxides of d-block transition metals Sc, Ti, V, Cr, Mn and Y, are predicted. Finally, a new protection mechanism that successful coating materials could provide by scavenging the wide bandgap and low Li ion conductivity LiF precipitates from the cathode surfaces is suggested.

Co-reporter:Jae-Hyun Cho ; Muratahan Aykol ; Soo Kim ; Jung-Hoon Ha ; C. Wolverton ; Kyung Yoon Chung ; Kwang-Bum Kim ;Byung-Won Cho
Journal of the American Chemical Society 2014 Volume 136(Issue 46) pp:16116-16119
Publication Date(Web):November 3, 2014
DOI:10.1021/ja508463z
We have conducted extensive theoretical and experimental investigations to unravel the origin of the electrochemical properties of hybrid Mg2+/Li+ rechargeable batteries at the atomistic and macroscopic levels. By revealing the thermodynamics of Mg2+ and Li+ co-insertion into the Mo6S8 cathode host using density functional theory calculations, we show that there is a threshold Li+ activity for the pristine Mo6S8 cathode to prefer lithiation instead of magnesiation. By precisely controlling the insertion chemistry using a dual-salt electrolyte, we have enabled ultrafast discharge of our battery by achieving 93.6% capacity retention at 20 C and 87.5% at 30 C, respectively, at room temperature.
Co-reporter:Shiqiang Hao ; Li-Dong Zhao ; Chang-Qiang Chen ; Vinayak P. Dravid ; Mercouri G. Kanatzidis ;Christopher M. Wolverton
Journal of the American Chemical Society 2014 Volume 136(Issue 4) pp:1628-1635
Publication Date(Web):January 7, 2014
DOI:10.1021/ja411857y
We examine the thermodynamics of phase separation and ordering in the ternary CaxPb1–xS and SrxPb1–xS systems by density-functional theory combined with a cluster expansion and Monte Carlo simulations. Similar to most other ternary III–V or IV–VI semiconductor alloys, we find that bulk phase separation is thermodynamically preferred for PbS–CaS. However, we predict the surprising existence of stable, ordered ternary compounds in the PbS–SrS system. These phases are previously unreported ordered rocksalt-based compounds: SrPb3S4, SrPbS2, and Sr3PbS4. The stability of these predicted ordered phases is confirmed by transmission electron microscopy observations and band gap measurements. We believe this work paves the way for a combined theory-experiment approach to decipher complex phase relations in multicomponent chalcogenide systems.
Co-reporter:Bryce Meredig and C. Wolverton
Chemistry of Materials 2014 Volume 26(Issue 6) pp:1985
Publication Date(Web):March 4, 2014
DOI:10.1021/cm403727z
Doped zirconias comprise a chemically diverse, technologically important class of materials used in catalysis, energy generation, and other key applications. The thermodynamics of zirconia doping, though extremely important to tuning these materials’ properties, remains poorly understood. We address this issue by performing hundreds of very large-scale density functional theory defect calculations on doped cubic zirconia systems and elucidate the dilute-limit stability of essentially all interesting cations on the cubic zirconia lattice. Although this comprehensive thermodynamics database is useful in its own right, it raises the question: what forces mechanistically drive dopant stability in zirconia? A standard tactic to answering such questions is to identify—generally by chemical intuition—a simple, easily measured, or predicted descriptor property, such as boiling point, bulk modulus, or density, that strongly correlates with a more complex target quantity (in this case, dopant stability). Thus, descriptors often provide important clues about the underlying chemistry of real-world systems. Here, we create an automated methodology, which we call clustering–ranking–modeling (CRM), for discovering robust chemical descriptors within large property databases and apply CRM to zirconia dopant stability. CRM, which is a general method and operates on both experimental and computational data, identifies electronic structure features of dopant oxides that strongly predict those oxides’ stability when dissolved in zirconia.
Co-reporter:A. Issa, J.E. Saal, C. Wolverton
Acta Materialia 2014 Volume 65() pp:240-250
Publication Date(Web):15 February 2014
DOI:10.1016/j.actamat.2013.10.066

Abstract

In an effort to understand the exceptional precipitation strength in Mg–RE (RE = rare earth) alloys, we use first-principles density functional theory calculations to study the energetic stability, elastic constants and coherency strain energy of Mg3RE-D019 precipitate phases in a Mg matrix and make extensive comparisons with experimental and theoretical work, where available. We find the metastable β′′-D019 phases are energetically competitive with the stable Mg-rich phases for all RE elements. We also investigate the coherency strain energy of Mg–Mg3RE binary systems using first-principles methods and harmonic elasticity theory. We find the two approaches to computing coherency strain energy in good agreement, indicating the validity of using harmonic elasticity equations, which we extend to hexagonal systems, to study the direction-dependent coherency strain energy of D019 precipitates in Mg–RE binary systems. From our coherency strain calculations, we find the D019 precipitates to strongly prefer prismatic, as opposed to basal, habit planes for all Mg–RE systems. This work thus provides an explanation for the observed prismatic plate-shaped morphology of many Mg–RE precipitates, which is ultimately responsible for their strengthening response.

Co-reporter:S. Kirklin, M. K. Y. Chan, L. Trahey, M. M. Thackeray and C. Wolverton  
Physical Chemistry Chemical Physics 2014 vol. 16(Issue 40) pp:22073-22082
Publication Date(Web):28 Aug 2014
DOI:10.1039/C4CP03597F
Recent experiments have shown that lithium and oxygen can be electrochemically removed from Li5FeO4 (5Li2O·Fe2O3) and re-accommodated during discharge, creating the possibility of its use as a high-capacity electrode in a hybrid Li-ion/Li–O2 electrochemical cell. Taking this novel chemistry as a model, we use density functional theory (DFT) within a high-throughput framework to screen for analogous reactions in other materials. We search for candidate materials possessing high capacity, voltages compatible with existing electrolytes, and reasonable electrical conductivity. We identify several promising candidate materials that may operate by a similar reaction mechanism and are worthy of investigation, such as Li6MnO4, Li6CoO4, Li4MoO5 and Li8IrO6. This work paves the way for accelerated exploration of this intriguing new battery chemistry.
Co-reporter:Alexander E. Thompson, Bryce Meredig, Marius Stan, C. Wolverton
Journal of Nuclear Materials 2014 Volume 446(1–3) pp:155-162
Publication Date(Web):March 2014
DOI:10.1016/j.jnucmat.2013.11.040
We have developed an improved uranium dioxide interatomic potential by fitting to forces, energies, and stresses of first principles molecular dynamics calculations via a genetic algorithm approach called Iterative Potential Refinement (IPR). We compare the defect energetics and vibrational properties of the IPR-fit potential with other interatomic potentials, density functional theory calculations, and experimental phonon dispersions. We find that among previously published potentials examined, there is no potential that simultaneously yields accurate defect energetics and accurate vibrational properties. In contrast, our IPR-fit potential produces both accurate defects and the best agreement with the experimental phonon dispersion and phonon density of states. This combination of accurate properties makes this IPR-fit potential useful for simulating UO2 in high temperature, defect-rich environments typical for nuclear fuel. Additionally, we verify that density functional theory with a Hubbard U correction accurately reproduces the experimentally derived UO2 phonon density of states.
Co-reporter:Alexander E. Thompson, Bryce Meredig, Marius Stan, C. Wolverton
Journal of Nuclear Materials 2014 Volume 452(1–3) pp:634
Publication Date(Web):September 2014
DOI:10.1016/j.jnucmat.2014.05.056
Co-reporter:Heine A. Hansen
The Journal of Physical Chemistry C 2014 Volume 118(Issue 47) pp:27402-27414
Publication Date(Web):October 30, 2014
DOI:10.1021/jp508666c
We use density functional theory to investigate the reaction between reduced CeO2–x(111) and water. H2O dissociation to hydroxyl is facile on surface vacancies and lattice oxygen, while subsequent decomposition of hydroxyl into H2 has a high barrier, which results in reversible adsorption of H2O under ultra-high-vacuum conditions. The barrier to H2 formation through hydroxyl decomposition decreases by 0.2 eV, while H2O formation becomes more difficult at high hydroxyl coverage. However, on isolated oxygen vacancies on a hydroxyl covered surface, H2 may be produced through a CeH intermediate with a 1.14 eV barrier. Oxygen vacancies are found to be more stable in the subsurface than in the surface layer at all vacancy coverages and for hydroxyl coverages less than 25–50%. The competition of H2O desorption and vacancy diffusion from the subsurface to the surface may prevent formation of hydroxyl from H2O dosing at low temperature, while the highly stable hydroxyl phase may provide a thermodynamic driving force for further surface reduction in the presence of water. On the basis of our calculations we suggest substitutional doping with a cation that binds H stronger than Ce may improve the decomposition of hydroxyls into hydrogen.
Co-reporter:Scott Kirklin;Bryce Meredig ;Chris Wolverton
Advanced Energy Materials 2013 Volume 3( Issue 2) pp:252-262
Publication Date(Web):
DOI:10.1002/aenm.201200593

Abstract

We use density functional theory (DFT) in conjunction with grand canonical linear programming (GCLP), a powerful automated tool for analyzing ground state thermodynamics, to exhaustively enumerate the 515 thermodynamically stable lithiation reactions of transition metal silicides, stannides and phosphides, and compute cell potential, volume expansion, and capacity for each. These reactions comprise an exhaustive list of all possible thermodynamically stable ternary conversion reactions for these transition metal compounds. The reactions are calculated based on a library DFT energies of 291 compounds, including all transition metal silicides, phosphides and stannides found in the Inorganic Crystal Structure Database (ICSD). We screen our computational database for the most appealing anode properties based on gravimetric capacity, volumetric capacity, cell potential, and volume expansion when compared with graphitic carbon anodes. This high-throughput computational approach points towards several promising anode compositions with properties significantly superior to graphitic carbon, including CoSi2, TiP and NiSi2.

Co-reporter:Jishnu Bhattacharya and C. Wolverton  
Physical Chemistry Chemical Physics 2013 vol. 15(Issue 17) pp:6486-6498
Publication Date(Web):08 Mar 2013
DOI:10.1039/C3CP50910A
Spinel oxides represent an important class of cathode materials for Li-ion batteries. Two major variants of the spinel crystal structure are normal and inverse. The relative stability of normal and inverse ordering at different stages of lithiation has important consequences in lithium diffusivity, voltage, capacity retention and battery life. In this paper, we investigate the relative structural stability of normal and inverse structures of the 3d transition metal oxide spinels with first-principles DFT calculations. We have considered ternary spinel oxides LixM2O4 with M = Ti, V, Cr, Mn, Fe, Co and Ni in both lithiated (x = 1) and delithiated (x = 0) conditions. We find that for all lithiated spinels, the normal structure is preferred regardless of the metal. We observe that the normal structure for all these oxides has a lower size mismatch between octahedral cations compared to the inverse structure. With delithiation, many of the oxides undergo a change in stability with vanadium in particular, showing a tendency to occupy tetrahedral sites. We find that in the delithiated oxide, only vanadium ions can access a +5 oxidation state which prefers tetrahedral coordination. We have also calculated the average voltage of lithiation for these spinels. The calculated voltages agree well with the previously measured and calculated values, wherever available. For the yet to be characterized spinels, our calculation provides voltage values which can motivate further experimental attention. Lastly, we observe that all the normal spinel oxides of the 3d transition metal series have a driving force for a transformation to the non-spinel structure upon delithiation.
Co-reporter:Shiqiang Hao and C. Wolverton
The Journal of Physical Chemistry C 2013 Volume 117(Issue 16) pp:8009-8013
Publication Date(Web):March 29, 2013
DOI:10.1021/jp311982d
Lithium batteries have become a dominant power source for portable electronic devices and also for electric vehicles because of their superior energy density. Electrode coating materials, including amorphous metal oxides and fluorides, are beneficial to improve battery performance such as durability and safety. We use methods that combine first principles density functional theory calculations and statistical mechanics to investigate Li transport in amorphous Al2O3 and AlF3. Because of unfavorable Li binding sites and relatively high diffusion barriers, the Li diffusivities are found to be very low, about 1.1 × 10–13 (2.7 × 10–14) m2s–1 at 600 K for a-AlF3 (a-Al2O3). The diffusivities are also much lower than those in benchmark materials, Li-β-alumina and LiFePO4, which have open channel structures. This work is one part of a framework for understanding the battery performance improvement associated with coatings and should aid in future discovering of coating materials.
Co-reporter:Xuenian Chen, Yongsheng Zhang, Yongli Wang, Wei Zhou, Douglas A. Knight, Teshome B. Yisgedu, Zhenguo Huang, Hima K. Lingam, Beau Billet, Terrence J. Udovic, Gilbert M. Brown, Sheldon G. Shore, Christopher Wolverton and Ji-Cheng Zhao  
Chemical Science 2012 vol. 3(Issue 11) pp:3183-3191
Publication Date(Web):21 Aug 2012
DOI:10.1039/C2SC21100A
The structure of the amorphous aluminoborane compound AlB4H11 was identified through a collaborative study closely coupling a first-principles density functional based approach with experimental measurements using IR, NMR, and neutron vibrational spectroscopy (NVS). The AlB4H11 structure was found to contain distinct [BH4] and [B3H7] units without any [AlH4] units. It forms a –[B3H7]–Al(BH4)– polymer chain with the [BH4] units twisted relative to each other perpendicular to the chain direction and bonded to Al, and a chain backbone consists of [B3H7] and Al where the [B3H7] unit exhibits a triangular boron configuration. The computed lowest energy structure shows good agreement with results of IR, NVS and NMR spectra; this agreement demonstrates the extended applicability of the structure prediction approach to the prediction of even amorphous compounds.
Co-reporter:Dongwon Shin, Christopher Wolverton
Acta Materialia 2012 Volume 60(13–14) pp:5135-5142
Publication Date(Web):August 2012
DOI:10.1016/j.actamat.2012.06.010

Abstract

The mechanical strength of Mg–Al–Zn alloys can be affected by a fine spatial dispersion of β-Mg17Al12 precipitates in the Mg matrix. In an effort to understand the phase stability and the unusual asymmetric off-stoichiometry observed in β-Mg17Al12, we have performed a series of first-principles density functional theory (DFT) calculations of bulk and defect properties of Mg17Al12. Specifically, we consider native point defects (i.e. vacancies and anti-sites) in all four sublattices of Mg17Al12, i.e. 2a, 8c, 24g (Mg) and 24g (Al). The T = 0 K static energies of defect Mg17Al12 supercells indicate that anti-site defects are energetically favored over vacancies, and the lowest anti-site defect formation energies are in 24g sites for both AlMg and MgAl. These Al-rich and Mg-rich anti-site defect formation energies are similar in magnitude, and thus do not explain the asymmetric off-stoichiometry of Mg17Al12. We also investigate the effect of atomic vibrations via DFT phonon calculations on native point defect free energies of Mg17Al12 and combine these entropic contributions with the point defect formation energies to evaluate the thermodynamics of off-stoichiometry in this phase. We find that the formation of the AlMg anti-site is not strongly stabilized by vibrational entropy. Thus, we conclude that the observed asymmetry in the off-stoichiometry of the β-Mg17Al12 phase in the Mg–Al phase diagram is not explained by simple native point defect thermodynamics, and must involve a more complicated defect formation mechanism, such as multi-defect clustering.

Co-reporter:Dongwon Shin, Christopher Wolverton
Acta Materialia 2010 Volume 58(Issue 2) pp:531-540
Publication Date(Web):January 2010
DOI:10.1016/j.actamat.2009.09.031

Abstract

Solute–vacancy binding is a key quantity in understanding diffusion kinetics, and may also have a considerable impact on the hardening response in Mg alloys. However, the binding energetics between solute impurities and vacancies in Mg are notoriously difficult to measure accurately and are largely unknown. Here, we present a large database of solute–vacancy binding energies in Mg from first-principles calculations based on density functional theory. Our vacancy formation energy and dilute mixing energy, which are byproducts of the solute–vacancy binding calculations, show good agreement with experiments, where available. We have investigated the simple physical effects controlling solute–vacancy binding in Mg and find that there is a modest correlation between binding energy and solute size, with larger solute atoms more favorably binding with neighboring vacancies to relax the strain induced by the solutes. Most early 3d transition metal solutes do not favorably bind with vacancies, indicating that a simple bond-counting argument is not sufficient to explain the trends in binding, in contrast to the case of binding in Al. We also predict positive vacancy binding energies for some commonly used microalloying elements in Mg which are known to improve age hardenability, i.e. Na, In, Zn, Ag and Ca. Even larger vacancy binding energies are found for some other solutes (e.g. Cu, Sn, Pb, Bi and Pt), which await experimental validation.

Co-reporter:C. Wolverton
Acta Materialia 2007 Volume 55(Issue 17) pp:5867-5872
Publication Date(Web):October 2007
DOI:10.1016/j.actamat.2007.06.039

Abstract

Previous efforts to understand solute–vacancy binding in aluminum alloys have been hampered by a scarcity of reliable, quantitative experimental measurements. Here, we report a large database of solute–vacancy binding energies determined from first-principles density functional calculations. The calculated binding energies agree well with accurate measurements where available, and provide an accurate predictor of solute–vacancy binding in other systems. We find: (i) some common solutes in commercial Al alloys (e.g., Cu and Mg) possess either very weak (Cu), or even repulsive (Mg), binding energies. Hence, we assert that some previously reported large binding energies for these solutes are erroneous. (ii) Large binding energies are found for Sn, Cd and In, confirming the proposed mechanism for the reduced natural aging in Al–Cu alloys containing microalloying additions of these solutes. (iii) In addition, we predict that similar reduction in natural aging should occur with additions of Si, Ge and Au. (iv) Even larger binding energies are found for other solutes (e.g., Pb, Bi, Sr, Ba), but these solutes possess essentially no solubility in Al. (v) We have explored the physical effects controlling solute–vacancy binding in Al. We find that there is a strong correlation between binding energy and solute size, with larger solute atoms possessing a stronger binding with vacancies. (vi) Most transition-metal 3d solutes do not bind strongly with vacancies, and some are even energetically strongly repelled from vacancies, particularly for the early 3d solutes, Ti and V.

Co-reporter:S. Shahab Naghavi, Vinay I. Hegde, Abhinav Saboo, C. Wolverton
Acta Materialia (1 February 2017) Volume 124() pp:
Publication Date(Web):1 February 2017
DOI:10.1016/j.actamat.2016.10.065
Using extensive first-principles density functional calculations, we calculate thermodynamic properties of binary fcc cobalt-based alloys with 25 different solute elements. For each solute element X, we calculate its (a) nearest- and next-nearest-neighbor solute–vacancy binding energy, (b) dilute impurity mixing energy with respect to the equilibrium and hypothetical fcc-based reference states of the solute, (c) enthalpy of formation of cobalt-rich binary ordered compounds in the Co–X system, (d) solubility enthalpy, and other derived quantities. We find that the solute–vacancy binding energies of all the studied solutes in fcc cobalt are positive (indicating favorable binding), in contrast to nickel, aluminum, magnesium, and copper-based alloys, where mid 3d transition metal solutes have unfavorable solute–vacancy binding. We study the physical and chemical effects influencing solute–vacancy binding energy, and find that (a) it correlates broadly with solute size—larger solute atoms possess stronger binding with vacancies—and this is understood in terms of strain relief and secondary next-nearest-neighbor interactions, and (b) it follows a parabolic trend as a function of d-occupancy across the transition metal series—falling to a minimum at the middle of the series—and this is understood in terms of a d-band filling effect. We also find this d-band filling effect in other calculated quantities such as the dilute impurity volumes and dilute impurity mixing energies. To aid in building thermodynamic databases, we tabulate all the calculated thermodynamic quantities, and compare them with experimental phase diagrams data and previous literature, and find good agreement where such data is available.
Co-reporter:Xuenian Chen, Yongsheng Zhang, Yongli Wang, Wei Zhou, Douglas A. Knight, Teshome B. Yisgedu, Zhenguo Huang, Hima K. Lingam, Beau Billet, Terrence J. Udovic, Gilbert M. Brown, Sheldon G. Shore, Christopher Wolverton and Ji-Cheng Zhao
Chemical Science (2010-Present) 2012 - vol. 3(Issue 11) pp:NaN3191-3191
Publication Date(Web):2012/08/21
DOI:10.1039/C2SC21100A
The structure of the amorphous aluminoborane compound AlB4H11 was identified through a collaborative study closely coupling a first-principles density functional based approach with experimental measurements using IR, NMR, and neutron vibrational spectroscopy (NVS). The AlB4H11 structure was found to contain distinct [BH4] and [B3H7] units without any [AlH4] units. It forms a –[B3H7]–Al(BH4)– polymer chain with the [BH4] units twisted relative to each other perpendicular to the chain direction and bonded to Al, and a chain backbone consists of [B3H7] and Al where the [B3H7] unit exhibits a triangular boron configuration. The computed lowest energy structure shows good agreement with results of IR, NVS and NMR spectra; this agreement demonstrates the extended applicability of the structure prediction approach to the prediction of even amorphous compounds.
Co-reporter:Jeff W. Doak, Kyle Jay Michel and C. Wolverton
Journal of Materials Chemistry A 2015 - vol. 3(Issue 40) pp:NaN10649-10649
Publication Date(Web):2015/09/22
DOI:10.1039/C5TC02252E
Defect calculations are standard practice for understanding the electronic structure of dopants and alloying elements in semiconductors and insulators. However, these calculations have untapped potential to quantitatively determine thermodynamic properties of doped semiconductor systems. We present a methodology which couples defect energetics and compound formation energies to determine defect concentrations in a host material as functions of temperature and chemical equilibrium. From these defect concentrations we find the solvus boundaries of the host phase in a multi-dimensional composition space. As an example, we present first-principles calculations of the solvus boundaries of PbTe and PbS in Na–Pb–Te and Na–Pb–S. We calculate the formation energies of compounds in Na–Pb–S–Te and the defect energetics of a large number of intrinsic and Na-containing defects in PbTe and PbS. With these, we obtain equilibrium defect concentrations and solvus boundaries for PbTe and PbS. We find vacancies are the lowest-energy intrinsic defects in PbTe and PbS. We also find Na substituted for Pb is the lowest-energy Na defect in both PbTe and PbS. We find that the PbTe solvus boundary in Na–Pb–Te is a sharply peaked function of composition. We find negative defect formation energies for Na on Pb in PbS, suggesting the existence of a ternary compound in the Na–Pb–S system. The methodology presented herein is a general and straightforward way to extend the use of defect calculations from making inferences about the electronic structure of dopants to calculating solvus boundaries in multicomponent systems.
Co-reporter:Maximilian Amsler, S. Shahab Naghavi and Chris Wolverton
Chemical Science (2010-Present) 2017 - vol. 8(Issue 3) pp:NaN2234-2234
Publication Date(Web):2016/12/07
DOI:10.1039/C6SC04683E
The synthesis of materials in high-pressure experiments has recently attracted increasing attention, especially since the discovery of record breaking superconducting temperatures in the sulfur–hydrogen and other hydrogen-rich systems. Commonly, the initial precursor in a high pressure experiment contains constituent elements that are known to form compounds at ambient conditions, however the discovery of high-pressure phases in systems immiscible under ambient conditions poses an additional materials design challenge. We performed an extensive multi component ab initio structural search in the immiscible Fe–Bi system at high pressure and report on the surprising discovery of two stable compounds at pressures above ≈36 GPa, FeBi2 and FeBi3. According to our predictions, FeBi2 is a metal at the border of magnetism with a conventional electron–phonon mediated superconducting transition temperature of Tc = 1.3 K at 40 GPa.
Co-reporter:Jishnu Bhattacharya and C. Wolverton
Physical Chemistry Chemical Physics 2013 - vol. 15(Issue 17) pp:NaN6498-6498
Publication Date(Web):2013/03/08
DOI:10.1039/C3CP50910A
Spinel oxides represent an important class of cathode materials for Li-ion batteries. Two major variants of the spinel crystal structure are normal and inverse. The relative stability of normal and inverse ordering at different stages of lithiation has important consequences in lithium diffusivity, voltage, capacity retention and battery life. In this paper, we investigate the relative structural stability of normal and inverse structures of the 3d transition metal oxide spinels with first-principles DFT calculations. We have considered ternary spinel oxides LixM2O4 with M = Ti, V, Cr, Mn, Fe, Co and Ni in both lithiated (x = 1) and delithiated (x = 0) conditions. We find that for all lithiated spinels, the normal structure is preferred regardless of the metal. We observe that the normal structure for all these oxides has a lower size mismatch between octahedral cations compared to the inverse structure. With delithiation, many of the oxides undergo a change in stability with vanadium in particular, showing a tendency to occupy tetrahedral sites. We find that in the delithiated oxide, only vanadium ions can access a +5 oxidation state which prefers tetrahedral coordination. We have also calculated the average voltage of lithiation for these spinels. The calculated voltages agree well with the previously measured and calculated values, wherever available. For the yet to be characterized spinels, our calculation provides voltage values which can motivate further experimental attention. Lastly, we observe that all the normal spinel oxides of the 3d transition metal series have a driving force for a transformation to the non-spinel structure upon delithiation.
Co-reporter:S. Kirklin, M. K. Y. Chan, L. Trahey, M. M. Thackeray and C. Wolverton
Physical Chemistry Chemical Physics 2014 - vol. 16(Issue 40) pp:
Publication Date(Web):
DOI:10.1039/C4CP03597F
Iron lithium phosphorus oxide
Lithium nickel phosphorus oxide
ALUMINUM, COMPD. WITH IRON AND VANADIUM (1:2:1)
Lithium manganese oxide
Phosphoric acid, manganese(3+) salt (1:1)
Steel
NICKEL SILICIDE
lithium manganite
Lithium selenide(Li2Se)