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Manamel LT, Singh A, Saha P, Sathyanarayana S, Bhattacharya S, Das BC. Unveiling Negative Differential Resistance and Superionic Conductivity: Water Anchored on Layered Materials. J Phys Chem Lett 2024; 15:8167-8176. [PMID: 39093126 DOI: 10.1021/acs.jpclett.4c01319] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/04/2024]
Abstract
Unravelling the perplexing nature of negative differential resistance (NDR) in 2D transition metal dichalcogenide (2D TMD) devices, especially regarding intrinsic properties, is hindered by experiments conducted in ambient environments. A thorough investigation is essential for unveiling the actual mechanism. In this study, we provide compelling evidence of the NDR effect with a remarkably high peak-to-valley current ratio and proton-diffused superionic conductivity in quantum-confined water molecules anchored to a thin film of 2D TMDs. Our investigation underscores the crucial role of ambient moisture for this robust NDR effect independent of underlying materials used. The bonding of water molecules to the existing sulfur defect sites on 2D TMD nanoflakes facilitates the formation of bridges between two planar metal electrodes, thus enabling superionic in-plane protonic conduction. During electrolysis of chemisorbed water, protons are liberated at the anode and migrate toward the cathode during bias voltage sweeping. Nevertheless, proton diffusion encounters increasing impedance beyond a certain applied bias, thereby restricting current flow even with higher biasing voltages, which is attributed to the interfacial Schottky energy barrier influenced by the Fermi level pinning effect. Our DFT simulations corroborate this mechanism, revealing minimal intermolecular interaction of H+ ions compared to OH- ions at distinct atomic sites on 2D TMD nanoflakes.
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Affiliation(s)
- Litty Thomas Manamel
- eNDR Lab, School of Physics, IISER Thiruvananthapuram, Vithura, Trivandrum 695551, Kerala, India
| | - Arunima Singh
- Department of Physics, Indian Institute of Technology Delhi, Hauz Khas, New Delhi 110016, India
| | - Puranjay Saha
- eNDR Lab, School of Physics, IISER Thiruvananthapuram, Vithura, Trivandrum 695551, Kerala, India
| | - Sandaap Sathyanarayana
- eNDR Lab, School of Physics, IISER Thiruvananthapuram, Vithura, Trivandrum 695551, Kerala, India
| | - Saswata Bhattacharya
- Department of Physics, Indian Institute of Technology Delhi, Hauz Khas, New Delhi 110016, India
| | - Bikas C Das
- eNDR Lab, School of Physics, IISER Thiruvananthapuram, Vithura, Trivandrum 695551, Kerala, India
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2
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Xu B, Park J, Zhang D, De Santiago HA, Li W, Liu X, Luo J, Lany S, Qi Y. Local Ordering, Distortion, and Redox Activity in (La 0.75Sr 0.25)(Mn 0.25Fe 0.25Co 0.25Al 0.25)O 3 Investigated by a Computational Workflow for Compositionally Complex Perovskite Oxides. CHEMISTRY OF MATERIALS : A PUBLICATION OF THE AMERICAN CHEMICAL SOCIETY 2024; 36:4990-5001. [PMID: 38828189 PMCID: PMC11138530 DOI: 10.1021/acs.chemmater.3c03038] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/30/2023] [Revised: 04/28/2024] [Accepted: 04/30/2024] [Indexed: 06/05/2024]
Abstract
Mixing multiple cations can result in a significant configurational entropy, offer a new compositional space with vast tunability, and introduce new computational challenges. For applications such as the two-step solar thermochemical hydrogen (STCH) generation techniques, we demonstrate that using density functional theory (DFT) combined with Metropolis Monte Carlo method (DFT-MC) can efficiently sample the possible cation configurations in compositionally complex perovskite oxide (CCPO) materials, with (La0.75Sr0.25)(Mn0.25Fe0.25Co0.25Al0.25)O3 as an example. In the presence of oxygen vacancies (VO), DFT-MC simulations reveal a significant increase of the local site preference of the cations (short-range ordering), compared to a more random mixing without VO. Co is found to be the redox-active element and the VO is the preferentially generated next to Co due to the stretched Co-O bonds. A clear definition of the vacancy formation energy (Evf) is proposed for CCPO in an ensemble of structures evolved in parallel from independent DFT-MC paths. By combining the distribution of Evf with VO interactions into a statistical model, the oxygen nonstoichiometry (δ), under the STCH thermal reduction and oxidation conditions, is predicted and compared with the experiments. Similar to the experiments, the predicted δ can be used to extract the enthalpy and entropy of reduction using the van't Hoff method, providing direct comparisons with the experimental results. This procedure provides a full predictive workflow for using DFT-MC to obtain possible local ordering or fully random structures, understand the redox activity of each element, and predict the thermodynamic properties of CCPOs, for computational screening and design of these CCPO materials at STCH conditions.
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Affiliation(s)
- Boyuan Xu
- Department
of Physics, Brown University, Providence, Rhode Island 02912, United States
| | - Jiyun Park
- School
of Engineering, Brown University, Providence, Rhode Island 02912, United States
| | - Dawei Zhang
- Program
in Materials Science and Engineering, University
of California San Diego, La Jolla, California 92093, United States
| | - Héctor A De Santiago
- Department
of Mechanical, Materials and Aerospace Engineering, Benjamin M. Statler
College of Engineering and Mineral Resources, West Virginia University, Morgantown, West Virginia 26506, United States
| | - Wei Li
- Department
of Mechanical, Materials and Aerospace Engineering, Benjamin M. Statler
College of Engineering and Mineral Resources, West Virginia University, Morgantown, West Virginia 26506, United States
| | - Xingbo Liu
- Department
of Mechanical, Materials and Aerospace Engineering, Benjamin M. Statler
College of Engineering and Mineral Resources, West Virginia University, Morgantown, West Virginia 26506, United States
| | - Jian Luo
- Program
in Materials Science and Engineering, University
of California San Diego, La Jolla, California 92093, United States
- Department
of NanoEngineering, University of California
San Diego, La Jolla, California 92093, United States
| | - Stephan Lany
- Materials
Science Center, National Renewable Energy
Laboratory, Golden, Colorado 80401, United States
| | - Yue Qi
- School
of Engineering, Brown University, Providence, Rhode Island 02912, United States
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3
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Lany S. Chemical Potential Analysis as an Alternative to the van't Hoff Method: Hypothetical Limits of Solar Thermochemical Hydrogen. J Am Chem Soc 2024; 146:14114-14127. [PMID: 38739418 PMCID: PMC11117408 DOI: 10.1021/jacs.4c02688] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2024] [Revised: 04/21/2024] [Accepted: 04/25/2024] [Indexed: 05/14/2024]
Abstract
The van't Hoff method is a standard approach for determining reaction enthalpies and entropies, e.g., in the thermochemical reduction of oxides, which is an important process for solar thermochemical fuels and numerous other applications. However, by analyzing the oxygen partial pressure pO2, e.g., as measured by thermogravimetric analysis (TGA), this method convolutes the properties of the probe gas with the solid-state properties of the examined oxides, which define their suitability for specific applications. The "chemical potential method" is here proposed as an alternative. Using the oxygen chemical potential ΔμO instead of pO2 for the analysis, this method does not only decouple gas-phase and solid-state contributions but also affords a simple and transparent approach to extracting the temperature dependence of the reduction enthalpy and entropy, which carries important information about the defect mechanism. For demonstration of the approach, this work considers three model systems; (1) a generic oxide with noninteracting, charge-neutral oxygen vacancy defects, (2) Sr0.86Ce0.14MnO3(1-δ) alloys with interacting vacancies, and (3) a model for charged vacancy formation in CeO2, which reproduces the extensive experimental TGA data available in the literature. The reduction behavior of these model systems obtained from the chemical potential method is correlated with simulated results for the thermochemical water splitting cycle, highlighting the exceptional behavior of CeO2, which originates from defect ionization. The theoretical performance limits for solar thermochemical hydrogen within the charged defect mechanism are assessed by considering hypothetical materials described by a variation of the CeO2 model parameters within a plausible range.
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Affiliation(s)
- Stephan Lany
- National Renewable Energy
Laboratory, Golden, Colorado 80401, United States
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4
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Energy materials screening with defect graph neural networks. NATURE COMPUTATIONAL SCIENCE 2023; 3:671-672. [PMID: 38177322 DOI: 10.1038/s43588-023-00510-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/06/2024]
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5
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Witman MD, Goyal A, Ogitsu T, McDaniel AH, Lany S. Defect graph neural networks for materials discovery in high-temperature clean-energy applications. NATURE COMPUTATIONAL SCIENCE 2023; 3:675-686. [PMID: 38177319 DOI: 10.1038/s43588-023-00495-2] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/15/2022] [Accepted: 07/05/2023] [Indexed: 01/06/2024]
Abstract
We present a graph neural network approach that fully automates the prediction of defect formation enthalpies for any crystallographic site from the ideal crystal structure, without the need to create defected atomic structure models as input. Here we used density functional theory reference data for vacancy defects in oxides, to train a defect graph neural network (dGNN) model that replaces the density functional theory supercell relaxations otherwise required for each symmetrically unique crystal site. Interfaced with thermodynamic calculations of reduction entropies and associated free energies, the dGNN model is applied to the screening of oxides in the Materials Project database, connecting the zero-kelvin defect enthalpies to high-temperature process conditions relevant for solar thermochemical hydrogen production and other energy applications. The dGNN approach is applicable to arbitrary structures with an accuracy limited principally by the amount and diversity of the training data, and it is generalizable to other defect types and advanced graph convolution architectures. It will help to tackle future materials discovery problems in clean energy and beyond.
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Affiliation(s)
| | - Anuj Goyal
- National Renewable Energy Laboratory, Golden, CO, USA
- Indian Institute of Technology Hyderabad, Kandi, Telangana, India
| | - Tadashi Ogitsu
- Lawrence Livermore National Laboratory, Livermore, CA, USA
| | | | - Stephan Lany
- National Renewable Energy Laboratory, Golden, CO, USA.
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Matuszek K, Kar M, Pringle JM, MacFarlane DR. Phase Change Materials for Renewable Energy Storage at Intermediate Temperatures. Chem Rev 2023; 123:491-514. [PMID: 36417460 DOI: 10.1021/acs.chemrev.2c00407] [Citation(s) in RCA: 19] [Impact Index Per Article: 19.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
Thermal energy storage technologies utilizing phase change materials (PCMs) that melt in the intermediate temperature range, between 100 and 220 °C, have the potential to mitigate the intermittency issues of wind and solar energy. This technology can take thermal or electrical energy from renewable sources and store it in the form of heat. This is of particular utility when the end use of the energy is also as heat. For this purpose, the material should have a phase change between 100 and 220 °C with a high latent heat of fusion. Although a range of PCMs are known for this temperature range, many of these materials are not practically viable for stability and safety reasons, a perspective not often clear in the primary literature. This review examines the recent development of thermal energy storage materials for application with renewables, the different material classes, their physicochemical properties, and the chemical structural origins of their advantageous thermal properties. Perspectives on further research directions needed to reach the goal of large scale, highly efficient, inexpensive, and reliable intermediate temperature thermal energy storage technologies are also presented.
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Affiliation(s)
- Karolina Matuszek
- School of Chemistry, Monash University, Clayton, Victoria3800, Australia
| | - Mega Kar
- School of Chemistry, Monash University, Clayton, Victoria3800, Australia
| | - Jennifer M Pringle
- Institute for Frontier Materials, Deakin University Burwood, Burwood, Victoria3125, Australia
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7
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Strange NA, Park JE, Goyal A, Bell RT, Trindell JA, Sugar JD, Stone KH, Coker EN, Lany S, Shulda S, Ginley DS. Formation of 6H-Ba 3Ce 0.75Mn 2.25O 9 during Thermochemical Reduction of 12R-Ba 4CeMn 3O 12: Identification of a Polytype in the Ba(Ce,Mn)O 3 Family. Inorg Chem 2022; 61:6128-6137. [PMID: 35404603 DOI: 10.1021/acs.inorgchem.2c00282] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
The resurgence of interest in a hydrogen economy and the development of hydrogen-related technologies has initiated numerous research and development efforts aimed at making the generation, storage, and transportation of hydrogen more efficient and affordable. Solar thermochemical hydrogen production (STCH) is a process that potentially exhibits numerous benefits such as high reaction efficiencies, tunable thermodynamics, and continued performance over extended cycling. Although CeO2 has been the de facto standard STCH material for many years, more recently 12R-Ba4CeMn3O12 (BCM) has demonstrated enhanced hydrogen production at intermediate H2/H2O conditions compared to CeO2, making it a contender for large-scale hydrogen production. However, the thermo-reduction stability of 12R-BCM dictates the oxygen partial pressure (pO2) and temperature conditions optimal for cycling. In this study, we identify the formation of a 6H-BCM polytype at high temperature and reducing conditions, experimentally and computationally, as a mechanism and pathway for 12R-BCM decomposition. 12R-BCM was synthesized with high purity and then controllably reduced using thermogravimetric analysis (TGA). Synchrotron X-ray diffraction (XRD) data is used to identify the formation of a 6H-Ba3Ce0.75Mn2.25O9 (6H-BCM) polytype that is formed at 1350 °C under strongly reducing pO2. Density functional theory (DFT) total energy and defect calculations show a window of thermodynamic stability for the 6H-polytype consistent with the XRD results. These data provide the first evidence of the 6H-BCM polytype and could provide a mechanistic explanation for the superior water-splitting behaviors of 12R-BCM.
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Affiliation(s)
- Nicholas A Strange
- SLAC National Accelerator Laboratory, Menlo Park, California 94025, United States
| | - James Eujin Park
- Sandia National Laboratories, Albuquerque, New Mexico 87185, United States
| | - Anuj Goyal
- National Renewable Energy Laboratory, Golden, Colorado 80401, United States
| | - Robert T Bell
- National Renewable Energy Laboratory, Golden, Colorado 80401, United States
| | - Jamie A Trindell
- Sandia National Laboratories, Livermore, California 94550, United States
| | - Joshua D Sugar
- Sandia National Laboratories, Livermore, California 94550, United States
| | - Kevin H Stone
- SLAC National Accelerator Laboratory, Menlo Park, California 94025, United States
| | - Eric N Coker
- Sandia National Laboratories, Albuquerque, New Mexico 87185, United States
| | - Stephan Lany
- National Renewable Energy Laboratory, Golden, Colorado 80401, United States
| | - Sarah Shulda
- National Renewable Energy Laboratory, Golden, Colorado 80401, United States
| | - David S Ginley
- National Renewable Energy Laboratory, Golden, Colorado 80401, United States
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8
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Anand S, Male JP, Wolverton C, Snyder GJ. Visualizing defect energetics. MATERIALS HORIZONS 2021; 8:1966-1975. [PMID: 34846473 DOI: 10.1039/d1mh00397f] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
Abstract
Defect energetics impact most thermal, electrical and ionic transport phenomena in crystalline compounds. The key to chemically controlling these properties through defect engineering is understanding the stability of (a) the defect and (b) the compound itself relative to competing phases at other compositions in the system. The stability of a compound is already widely understood in the community using intuitive diagrams of formation enthalpy (ΔHf) vs. composition, in which the stable phases form the 'convex-hull'. In this work, we re-write the expression of defect formation enthalpy (ΔHdef) in terms of the ΔHf of the compound and its defective structure. We show that ΔHdef for a point defect can be simply visualized as intercepts in a two-dimensional convex-hull plot regardless of the number of components in the system and choice of chemical conditions. By plotting ΔHf of the compound and its defects all together, this visualization scheme directly links defect energetics to the compositional phase stability of the compound. Hence, we simplify application level defect thermodynamics within a widely used visual tool understandable from basic materials science knowledge. Our work will be beneficial to a wide community of experimental chemists seeking to build an intuition for appropriate choice of chemical conditions for defect engineering.
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Affiliation(s)
- Shashwat Anand
- Department of Materials Science and Engineering, Northwestern University, Evanston, USA.
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9
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Trottier RM, Bare ZJL, Millican SL, Musgrave CB. Predicting Spinel Disorder and Its Effect on Oxygen Transport Kinetics in Hercynite. ACS APPLIED MATERIALS & INTERFACES 2020; 12:23831-23843. [PMID: 32364703 DOI: 10.1021/acsami.0c02819] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/11/2023]
Abstract
The iron aluminate spinel hercynite (FeAl2O4) is a promising redox material for solar thermochemical hydrogen production (STCH). Although it has a high H2 production capacity, the kinetics of its oxidation and reduction may be too slow to be practical for STCH. However, our results suggest that Fe-rich hercynite may have substantially faster redox kinetics, which could make hercynite competitive with other materials for STCH. We used density functional theory to investigate the origin of hercynite's slow kinetic behavior and show that it arises from the high activation barrier of 2.46 eV for oxygen vacancy (VO) diffusion in normal hercynite. To model the effect of disorder caused by spinel inversion, we examined 11 of the most common cation arrangements and found a near 1:1 correlation between the diffusion barrier and VO formation energy, both of which decrease by 0.6 eV for each additional nearest-neighbor Fe atom. To examine this trend, we used integrated crystal orbital Hamilton population (ICOHP) analysis to estimate the difference in the metal-oxygen bond strengths of cations neighboring VO and the diffusion transition state. The ICOHP predicted bond strengths correlate to both the diffusion barrier and VO formation energy. We also computed the effect of the charge state of the oxygen vacancy and found that positively charged vacancies are stable at low Fermi energies and have a diffusion barrier of only 0.79 eV, 1.67 eV lower than that of the neutral vacancy, demonstrating that stabilizing these charged vacancies may enable faster oxidation and reduction kinetics in hercynite. We show that uncompensated Fe antisite defects, which are present in Fe-rich hercynite, provide redox flexibility that stabilizes the charged VO and thereby increase the rate of VO diffusion. Finally, we predict that at higher VO concentrations the diffusion barrier depends on the relative positions of the vacancies and decreases when they are next-nearest neighbors.
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Affiliation(s)
- Ryan M Trottier
- Department of Chemical and Biological Engineering, University of Colorado Boulder, Boulder, Colorado 80309, United States
| | - Zachary J L Bare
- Department of Chemical and Biological Engineering, University of Colorado Boulder, Boulder, Colorado 80309, United States
| | - Samantha L Millican
- Department of Chemical and Biological Engineering, University of Colorado Boulder, Boulder, Colorado 80309, United States
| | - Charles B Musgrave
- Department of Chemical and Biological Engineering, University of Colorado Boulder, Boulder, Colorado 80309, United States
- Department of Chemistry, University of Colorado Boulder, Boulder, Colorado 80309, United States
- Materials Science and Engineering Program, University of Colorado Boulder, Boulder, Colorado 80309, United States
- Renewable and Sustainable Energy Institute, University of Colorado Boulder, Boulder, Colorado 80309, United States
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10
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Naghavi SS, He J, Wolverton C. CeTi 2O 6-A Promising Oxide for Solar Thermochemical Hydrogen Production. ACS APPLIED MATERIALS & INTERFACES 2020; 12:21521-21527. [PMID: 32320199 DOI: 10.1021/acsami.0c01083] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/11/2023]
Abstract
A large entropy of reduction is crucial in achieving materials capable of high-efficiency solar thermochemical hydrogen (STCH) production through two-step thermochemical water splitting cycles. We have recently demonstrated that the onsite electronic entropy of reduction attains an extreme value of 4.26 kB at 1500 K in Ce4+ → Ce3+ redox reactions, which explains the high performance and uniqueness of CeO2 as an archetypal STCH material. However, ceria requires high temperatures (T > 1500 °C) to achieve a reasonable reduction extent because of its large reduction enthalpy, which is a major obstacle in practical applications. Therefore, new materials with a large entropy of reduction and lower reduction enthalpy are required. Here, we perform a systematic screening to search for Ce4+-based oxides which possess thermodynamics superior to CeO2 for STCH production. We first search the Inorganic Crystal Structure Database (ICSD) and literature for Ce4+-based oxides and subsequently use density functional theory to compute their reduction enthalpies (i.e., oxygen vacancy formation energies). We find that CeTi2O6 with the brannerite structure is the most promising candidate for STCH because it possesses three essential characteristics of an STCH material: (i) a smaller reduction enthalpy compared to ceria yet large enough to split water, (ii) a high thermal stability, as reported experimentally, and (iii) a large entropy of reduction associated with Ce4+ → Ce3+ redox. Our proposed design strategy suggests that further exploration of Ce4+ oxides for STCH production is warranted.
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Affiliation(s)
- S Shahab Naghavi
- Department of Physical and Computational Chemistry, Shahid Beheshti University, G.C., Evin, 1983969411 Tehran, Iran
| | - Jiangang He
- Department of Materials Science and Engineering, Northwestern University, Evanston, Illinois 60208, United States
| | - C Wolverton
- Department of Materials Science and Engineering, Northwestern University, Evanston, Illinois 60208, United States
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Pan J, Cordell J, Tucker GJ, Tamboli AC, Zakutayev A, Lany S. Interplay between Composition, Electronic Structure, Disorder, and Doping due to Dual Sublattice Mixing in Nonequilibrium Synthesis of ZnSnN 2 :O. ADVANCED MATERIALS (DEERFIELD BEACH, FLA.) 2019; 31:e1807406. [PMID: 30672031 DOI: 10.1002/adma.201807406] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/15/2018] [Revised: 12/19/2018] [Indexed: 06/09/2023]
Abstract
The opportunity for enhanced functional properties in semiconductor solid solutions has attracted vast scientific interest for a variety of novel applications. However, the functional versatility originating from the additional degrees of freedom due to atomic composition and ordering comes along with new challenges in characterization and modeling. Developing predictive synthesis-structure-property relationships is prerequisite for effective materials design strategies. Here, a first-principles based model for property prediction in such complex semiconductor materials is presented. This framework incorporates nonequilibrium synthesis, dopants and defects, and the change of the electronic structure with composition and short range order. This approach is applied to ZnSnN2 (ZTN) which has attracted recent interest for photovoltaics. The unintentional oxygen incorporation and its correlation with the cation stoichiometry leads to the formation of a solid solution with dual sublattice mixing. A nonmonotonic doping behavior as a function of the composition is uncovered. The degenerate doping of near-stoichiometric ZTN, which is detrimental for potential applications, can be lowered into the 1017 cm-3 range in highly off-stoichiometric material, in quantitative agreement with experiments.
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Affiliation(s)
- Jie Pan
- Materials Science Center, National Renewable Energy Laboratory, Golden, CO, 80401, USA
| | - Jacob Cordell
- Materials Science Center, National Renewable Energy Laboratory, Golden, CO, 80401, USA
- Department of Mechanical Engineering, Colorado School of Mines, Golden, CO, 80401, USA
| | - Garritt J Tucker
- Department of Mechanical Engineering, Colorado School of Mines, Golden, CO, 80401, USA
| | - Adele C Tamboli
- Materials Science Center, National Renewable Energy Laboratory, Golden, CO, 80401, USA
| | - Andriy Zakutayev
- Materials Science Center, National Renewable Energy Laboratory, Golden, CO, 80401, USA
| | - Stephan Lany
- Materials Science Center, National Renewable Energy Laboratory, Golden, CO, 80401, USA
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