23 results on '"Muy, S"'
Search Results
2. Human- and machine-centred designs of molecules and materials for sustainability and decarbonization
- Author
-
Peng, J, Schwalbe-Koda, D, Akkiraju, K, Xie, T, Giordano, L, Yu, Y, John Eom, C, Lunger, J, Zheng, D, Rao, R, Muy, S, Grossman, J, Reuter, K, Gómez-Bombarelli &, R, Shao-Horn, Y, Jiayu Peng, Daniel Schwalbe-Koda, Karthik Akkiraju, Tian Xie, Livia Giordano, Yang Yu, C. John Eom, Jaclyn R. Lunger, Daniel J. Zheng, Reshma R. Rao, Sokseiha Muy, Jeffrey C. Grossman, Karsten Reuter, Rafael Gómez-Bombarelli &, Yang Shao-Horn, Peng, J, Schwalbe-Koda, D, Akkiraju, K, Xie, T, Giordano, L, Yu, Y, John Eom, C, Lunger, J, Zheng, D, Rao, R, Muy, S, Grossman, J, Reuter, K, Gómez-Bombarelli &, R, Shao-Horn, Y, Jiayu Peng, Daniel Schwalbe-Koda, Karthik Akkiraju, Tian Xie, Livia Giordano, Yang Yu, C. John Eom, Jaclyn R. Lunger, Daniel J. Zheng, Reshma R. Rao, Sokseiha Muy, Jeffrey C. Grossman, Karsten Reuter, Rafael Gómez-Bombarelli &, and Yang Shao-Horn
- Abstract
Breakthroughs in molecular and materials discovery require meaningful outliers to be identified in existing trends. As knowledge accumulates, the inherent bias of human intuition makes it harder to elucidate increasingly opaque chemical and physical principles. Moreover, given the limited manual and intellectual throughput of investigators, these principles cannot be efficiently applied to design new materials across a vast chemical space. Many data-driven approaches, following advances in high-throughput capabilities and machine learning, have tackled these limitations. In this Review, we compare traditional, human-centred methods with state-of-the-art, data-driven approaches to molecular and materials discovery. We first introduce the limitations of human-centred Edisonian, model-system and descriptor-based approaches. We then discuss how data-driven approaches can address these limitations by promoting throughput, reducing cognitive overload and biases, and establishing atomistic understanding that is transferable across a broad chemical space. We examine how high-throughput capabilities can be combined with active learning and inverse design to efficiently optimize materials out of millions or an intractable number of candidates. Lastly, we pinpoint challenges to accelerate future workflows and ultimately enable self-driving platforms, which automate and streamline the optimization of molecules and materials in iterative cycles.
- Published
- 2022
3. Ligand-Dependent Energetics for Dehydrogenation: Implications in Li-Ion Battery Electrolyte Stability and Selective Oxidation Catalysis of Hydrogen-Containing Molecules
- Author
-
Giordano, L, Ostergaard, T, Muy, S, Yu, Y, Charles, N, Kim, S, Zhang, Y, Maglia, F, Jung, R, Lund, I, Rossmeisl, J, Shao-Horn, Y, Giordano L., Ostergaard T. M., Muy S., Yu Y., Charles N., Kim S., Zhang Y., Maglia F., Jung R., Lund I., Rossmeisl J., Shao-Horn Y., Giordano, L, Ostergaard, T, Muy, S, Yu, Y, Charles, N, Kim, S, Zhang, Y, Maglia, F, Jung, R, Lund, I, Rossmeisl, J, Shao-Horn, Y, Giordano L., Ostergaard T. M., Muy S., Yu Y., Charles N., Kim S., Zhang Y., Maglia F., Jung R., Lund I., Rossmeisl J., and Shao-Horn Y.
- Abstract
The hydrogen adsorption energetics on the surface of inorganic compounds can be used to predict electrolyte stability in Li-ion batteries and catalytic activity for selective oxidation of small molecules such as H2 and CH4. Using first-principles density functional theory (DFT), the hydrogen adsorption was found to be unfavorable on high-band-gap insulators, which could be attributed to a lower energy level associated with adsorbed hydrogen relative to the bottom of the conduction band. In contrast, the hydrogen adsorption was shown to be the most favorable on metallic and semiconducting compounds, which results from an electron transfer from adsorbed hydrogen to the Fermi level or the bottom of the conduction band. Of significance, computed hydrogen adsorption energetics on insulating, semiconducting, and metallic oxides; phosphates; fluorides; and sulfides were decreased by lowering the ligand p band center, while the energy penalty for ligand vacancy formation was increased, indicative of decreased surface reducibility. A statistical regression analysis, where 16 structural and electronic parameters such as metal-ligand distance, electronegativity difference, Bader charges, bulk and surface metal and ligand band centers, band gap, ligand band width, and work function were examined, further showed that the surface ligand p band center is the most accurate single descriptor that governs the hydrogen adsorption tendency, and additional considerations of the band gap and average metal-ligand distance further reconcile the differences among compounds with different ligands/structures, whose ligand bands are different in shape and width. We discuss the implications of these findings for passivating coatings and design of catalysts and the need for novel theoretical methods to accurately estimate these quantities from first principles. These results establish a universal design principle for future high-throughput studies aiming to design electrode surfaces to minimize
- Published
- 2019
4. Cation- and pH-Dependent Hydrogen Evolution and Oxidation Reaction Kinetics
- Author
-
Huang, B, Rao, R, You, S, Hpone Myint, K, Song, Y, Wang, Y, Ding, W, Giordano, L, Zhang, Y, Wang, T, Muy, S, Katayama, Y, Grossman, J, Willard, A, Xu, K, Jiang, Y, Shao-Horn, Y, Huang, Botao, Rao, Reshma R., You, Sifan, Hpone Myint, Kyaw, Song, Yizhi, Wang, Yanming, Ding, Wendu, Giordano, Livia, Zhang, Yirui, Wang, Tao, Muy, Sokseiha, Katayama, Yu, Grossman, Jeffrey C., Willard, Adam P., Xu, Kang, Jiang, Ying, Shao-Horn, Yang, Huang, B, Rao, R, You, S, Hpone Myint, K, Song, Y, Wang, Y, Ding, W, Giordano, L, Zhang, Y, Wang, T, Muy, S, Katayama, Y, Grossman, J, Willard, A, Xu, K, Jiang, Y, Shao-Horn, Y, Huang, Botao, Rao, Reshma R., You, Sifan, Hpone Myint, Kyaw, Song, Yizhi, Wang, Yanming, Ding, Wendu, Giordano, Livia, Zhang, Yirui, Wang, Tao, Muy, Sokseiha, Katayama, Yu, Grossman, Jeffrey C., Willard, Adam P., Xu, Kang, Jiang, Ying, and Shao-Horn, Yang
- Abstract
The production of molecular hydrogen by catalyzing water splitting is central to achieving the decarbonization of sustainable fuels and chemical transformations. In this work, a series of structure-making/breaking cations in the electrolyte were investigated as spectator cations in hydrogen evolution and oxidation reactions (HER/HOR) in the pH range of 1 to 14, whose kinetics was found to be altered by up to 2 orders of magnitude by these cations. The exchange current density of HER/HOR was shown to increase with greater structure-making tendency of cations in the order of Cs+ < Rb+ < K+ < Na+ < Li+, which was accompanied by decreasing reorganization energy from the Marcus-Hush-Chidsey formalism and increasing reaction entropy. Invoking the Born model of reorganization energy and reaction entropy, the static dielectric constant of the electrolyte at the electrified interface was found to be significantly lower than that of bulk, decreasing with the structure-making tendency of cations at the negatively charged Pt surface. The physical origin of cation-dependent HER/HOR kinetics can be rationalized by an increase in concentration of cations on the negatively charged Pt surface, altering the interfacial water structure and the H-bonding network, which is supported by classical molecular dynamics simulation and surface-enhanced infrared absorption spectroscopy. This work highlights immense opportunities to control the reaction rates by tuning interfacial structures of cation and solvents.
- Published
- 2021
5. Tuning mobility and stability of lithium ion conductors based on lattice dynamics
- Author
-
Muy, S, Bachman, J, Giordano, L, Chang, H, Abernathy, D, Bansal, D, Delaire, O, Hori, S, Kanno, R, Maglia, F, Lupart, S, Lamp, P, Shao-Horn, Y, Muy S., Bachman J. C., Giordano L., Chang H. -H., Abernathy D. L., Bansal D., Delaire O., Hori S., Kanno R., Maglia F., Lupart S., Lamp P., Shao-Horn Y., Muy, S, Bachman, J, Giordano, L, Chang, H, Abernathy, D, Bansal, D, Delaire, O, Hori, S, Kanno, R, Maglia, F, Lupart, S, Lamp, P, Shao-Horn, Y, Muy S., Bachman J. C., Giordano L., Chang H. -H., Abernathy D. L., Bansal D., Delaire O., Hori S., Kanno R., Maglia F., Lupart S., Lamp P., and Shao-Horn Y.
- Abstract
Lithium ion conductivity in many structural families can be tuned by many orders of magnitude, with some rivaling that of liquid electrolytes at room temperature. Unfortunately, fast lithium conductors exhibit poor stability against lithium battery electrodes. In this article, we report a fundamentally new approach to alter ion mobility and stability against oxidation of lithium ion conductors using lattice dynamics. By combining inelastic neutron scattering measurements with density functional theory, fast lithium conductors were shown to have low lithium vibration frequency or low center of lithium phonon density of states. On the other hand, lowering anion phonon densities of states reduces the stability against electrochemical oxidation. Olivines with low lithium band centers but high anion band centers are promising lithium ion conductors with high ion conductivity and stability. Such findings highlight new strategies in controlling lattice dynamics to discover new lithium ion conductors with enhanced conductivity and stability.
- Published
- 2018
6. Lithium Conductivity and Meyer-Neldel Rule in Li3PO4-Li3VO4-Li4GeO4 Lithium Superionic Conductors
- Author
-
Muy, S, Bachman, J, Chang, H, Giordano, L, Maglia, F, Lupart, S, Lamp, P, Zeier, W, Shao-Horn, Y, Muy S., Bachman J. C., Chang H. -H., Giordano L., Maglia F., Lupart S., Lamp P., Zeier W. G., Shao-Horn Y., Muy, S, Bachman, J, Chang, H, Giordano, L, Maglia, F, Lupart, S, Lamp, P, Zeier, W, Shao-Horn, Y, Muy S., Bachman J. C., Chang H. -H., Giordano L., Maglia F., Lupart S., Lamp P., Zeier W. G., and Shao-Horn Y.
- Abstract
The ionic conductivity and activation energy of lithium in the Li3PO4-Li3VO4-Li4GeO4 system was systematically investigated. The sharp decrease in activation energy upon Ge substitution in Li3PO4 and Li3VO4 was attributed to the reduction in the defect formation energy while the variation in activation energy upon increasing Ge content was rationalized in term of the inductive effect. We also found a correlation between the pre-exponential factors and the activation energies in agreement with the well-known Meyer-Neldel rule. The series of compound with and without partial lithium occupancy were shown to fall into two distinct lines. The slope of the line was found to be related to the inverse of the energy scale associated with phonons in the system, which agrees with the multiexcitation entropy theory. The intercept of the line was found to be related to the Gibbs free energy of defect formation. Compiled data of pre-exponential factor and activation energy for commonly studied lithium-ion conductors shows that this correlation is very general, implying an unfavorable trade-off between high pre-exponential factor and low activation energy needed to achieve high ionic conductivity. Understanding the circumstances under which this correlation can be violated might provide a new opportunity to further increase the ionic conductivity in lithium-ion conductors.
- Published
- 2018
7. Inorganic Solid-State Electrolytes for Lithium Batteries: Mechanisms and Properties Governing Ion Conduction
- Author
-
Bachman, J, Muy, S, Grimaud, A, Chang, H, Pour, N, Lux, S, Paschos, O, Maglia, F, Lupart, S, Lamp, P, Giordano, L, Shao Horn, Y, GIORDANO, LIVIA, Shao Horn, Y., Bachman, J, Muy, S, Grimaud, A, Chang, H, Pour, N, Lux, S, Paschos, O, Maglia, F, Lupart, S, Lamp, P, Giordano, L, Shao Horn, Y, GIORDANO, LIVIA, and Shao Horn, Y.
- Abstract
This Review is focused on ion-transport mechanisms and fundamental properties of solid-state electrolytes to be used in electrochemical energy-storage systems. Properties of the migrating species significantly affecting diffusion, including the valency and ionic radius, are discussed. The natures of the ligand and metal composing the skeleton of the host framework are analyzed and shown to have large impacts on the performance of solid-state electrolytes. A comprehensive identification of the candidate migrating species and structures is carried out. Not only the bulk properties of the conductors are explored, but the concept of tuning the conductivity through interfacial effects-specifically controlling grain boundaries and strain at the interfaces-is introduced. High-frequency dielectric constants and frequencies of low-energy optical phonons are shown as examples of properties that correlate with activation energy across many classes of ionic conductors. Experimental studies and theoretical results are discussed in parallel to give a pathway for further improvement of solid-state electrolytes. Through this discussion, the present Review aims to provide insight into the physical parameters affecting the diffusion process, to allow for more efficient and target-oriented research on improving solid-state ion conductors.
- Published
- 2016
8. Non-invasive estimation of dissipation from non-equilibrium fluctuations in chemical reactions
- Author
-
Muy, S., primary, Kundu, A., additional, and Lacoste, D., additional
- Published
- 2013
- Full Text
- View/download PDF
9. What happens to people bitten by rabid dogs after receiving post-exposure prophylaxis in Cambodia: results of the pilot Rabies lookback study
- Author
-
Ly, S., primary, Pho, Y., additional, Ong, S., additional, Sok, T., additional, Ly, S., additional, Sorn, S., additional, Keo, V., additional, Nguon, K., additional, Chan, S., additional, In, S., additional, Taing, C.N., additional, Heng, N.Y., additional, Peng, Y., additional, Hing, C., additional, Yy, B., additional, Muy, S., additional, Buchy, P., additional, and Tarantola, A., additional
- Published
- 2012
- Full Text
- View/download PDF
10. Cation- and pH-Dependent Hydrogen Evolution and Oxidation Reaction Kinetics
- Author
-
Botao Huang, Yanming Wang, Yang Shao-Horn, Yirui Zhang, Ying Jiang, Jeffrey C. Grossman, Yizhi Song, Yu Katayama, Sifan You, Reshma R. Rao, Adam P. Willard, Kang Xu, Tao Wang, Livia Giordano, Sokseiha Muy, Wendu Ding, Kyaw Hpone Myint, Huang, B, Rao, R, You, S, Hpone Myint, K, Song, Y, Wang, Y, Ding, W, Giordano, L, Zhang, Y, Wang, T, Muy, S, Katayama, Y, Grossman, J, Willard, A, Xu, K, Jiang, Y, and Shao-Horn, Y
- Subjects
Born model ,reorganization energy ,Chemistry ,reaction entropy ,Kinetics ,Infrared spectroscopy ,Exchange current density ,interfacial water ,Electrolyte ,structure-making/breaking ion ,Redox ,Article ,Marcus-Hush-Chidsey formalism ,Reaction rate ,hydrogen evolution/oxidation reaction ,Molecular dynamics ,Marcus−Hush−Chidsey formalism ,Physical chemistry ,Water splitting ,interfacial static dielectric constant ,QD1-999 - Abstract
The production of molecular hydrogen by catalyzing water splitting is central to achieving the decarbonization of sustainable fuels and chemical transformations. In this work, a series of structure-making/breaking cations in the electrolyte were investigated as spectator cations in hydrogen evolution and oxidation reactions (HER/HOR) in the pH range of 1 to 14, whose kinetics was found to be altered by up to 2 orders of magnitude by these cations. The exchange current density of HER/HOR was shown to increase with greater structure-making tendency of cations in the order of Cs+ < Rb+ < K+ < Na+ < Li+, which was accompanied by decreasing reorganization energy from the Marcus-Hush-Chidsey formalism and increasing reaction entropy. Invoking the Born model of reorganization energy and reaction entropy, the static dielectric constant of the electrolyte at the electrified interface was found to be significantly lower than that of bulk, decreasing with the structure-making tendency of cations at the negatively charged Pt surface. The physical origin of cation-dependent HER/HOR kinetics can be rationalized by an increase in concentration of cations on the negatively charged Pt surface, altering the interfacial water structure and the H-bonding network, which is supported by classical molecular dynamics simulation and surface-enhanced infrared absorption spectroscopy. This work highlights immense opportunities to control the reaction rates by tuning interfacial structures of cation and solvents.
- Published
- 2021
11. Human- and machine-centred designs of molecules and materials for sustainability and decarbonization
- Author
-
Jiayu Peng, Daniel Schwalbe-Koda, Karthik Akkiraju, Tian Xie, Livia Giordano, Yang Yu, C. John Eom, Jaclyn R. Lunger, Daniel J. Zheng, Reshma R. Rao, Sokseiha Muy, Jeffrey C. Grossman, Karsten Reuter, Rafael Gómez-Bombarelli, Yang Shao-Horn, Peng, J, Schwalbe-Koda, D, Akkiraju, K, Xie, T, Giordano, L, Yu, Y, John Eom, C, Lunger, J, Zheng, D, Rao, R, Muy, S, Grossman, J, Reuter, K, Gómez-Bombarelli &, R, and Shao-Horn, Y
- Subjects
transition-metal oxides ,quantum-chemistry ,catalytic-activity ,surface science ,reduction activity ,Surfaces, Coatings and Films ,Electronic, Optical and Magnetic Materials ,Biomaterials ,oxygen evolution reaction ,Machine learning, materials, catalysis ,Materials Chemistry ,organic photovoltaics ,inorganic crystals ,ammonia-synthesis ,scaling relations ,Energy (miscellaneous) - Abstract
Data-driven approaches based on high-throughput capabilities and machine learning hold promise in revolutionizing human-centred materials discovery for sustainability and decarbonization. This Review examines the strengths and limitations of different traditional and emerging approaches to demonstrate their inherent connection and highlight the evolving paradigms of materials design., Breakthroughs in molecular and materials discovery require meaningful outliers to be identified in existing trends. As knowledge accumulates, the inherent bias of human intuition makes it harder to elucidate increasingly opaque chemical and physical principles. Moreover, given the limited manual and intellectual throughput of investigators, these principles cannot be efficiently applied to design new materials across a vast chemical space. Many data-driven approaches, following advances in high-throughput capabilities and machine learning, have tackled these limitations. In this Review, we compare traditional, human-centred methods with state-of-the-art, data-driven approaches to molecular and materials discovery. We first introduce the limitations of human-centred Edisonian, model-system and descriptor-based approaches. We then discuss how data-driven approaches can address these limitations by promoting throughput, reducing cognitive overload and biases, and establishing atomistic understanding that is transferable across a broad chemical space. We examine how high-throughput capabilities can be combined with active learning and inverse design to efficiently optimize materials out of millions or an intractable number of candidates. Lastly, we pinpoint challenges to accelerate future workflows and ultimately enable self-driving platforms, which automate and streamline the optimization of molecules and materials in iterative cycles.
- Published
- 2022
12. Ligand-Dependent Energetics for Dehydrogenation: Implications in Li-Ion Battery Electrolyte Stability and Selective Oxidation Catalysis of Hydrogen-Containing Molecules
- Author
-
Filippo Maglia, Jan Rossmeisl, Isaac Lund, Sokseiha Muy, Livia Giordano, Yang Yu, Yirui Zhang, Yang Shao-Horn, Roland Jung, Soo Min Kim, Nenian Charles, Thomas M. Østergaard, Giordano, L, Ostergaard, T, Muy, S, Yu, Y, Charles, N, Kim, S, Zhang, Y, Maglia, F, Jung, R, Lund, I, Rossmeisl, J, and Shao-Horn, Y
- Subjects
Hydrogen ,Ligand ,General Chemical Engineering ,Energetics ,Inorganic chemistry ,food and beverages ,chemistry.chemical_element ,02 engineering and technology ,General Chemistry ,Electrolyte ,Electrode-Electrolyte interface ,010402 general chemistry ,021001 nanoscience & nanotechnology ,Li-ion batterie ,01 natural sciences ,0104 chemical sciences ,Ion ,Catalysis ,chemistry ,Materials Chemistry ,Molecule ,Dehydrogenation ,0210 nano-technology ,Density Functional Theory - Abstract
The hydrogen adsorption energetics on the surface of inorganic compounds can be used to predict electrolyte stability in Li-ion batteries and catalytic activity for selective oxidation of small molecules such as H2 and CH4. Using first-principles density functional theory (DFT), the hydrogen adsorption was found to be unfavorable on high-band-gap insulators, which could be attributed to a lower energy level associated with adsorbed hydrogen relative to the bottom of the conduction band. In contrast, the hydrogen adsorption was shown to be the most favorable on metallic and semiconducting compounds, which results from an electron transfer from adsorbed hydrogen to the Fermi level or the bottom of the conduction band. Of significance, computed hydrogen adsorption energetics on insulating, semiconducting, and metallic oxides; phosphates; fluorides; and sulfides were decreased by lowering the ligand p band center, while the energy penalty for ligand vacancy formation was increased, indicative of decreased surface reducibility. A statistical regression analysis, where 16 structural and electronic parameters such as metal-ligand distance, electronegativity difference, Bader charges, bulk and surface metal and ligand band centers, band gap, ligand band width, and work function were examined, further showed that the surface ligand p band center is the most accurate single descriptor that governs the hydrogen adsorption tendency, and additional considerations of the band gap and average metal-ligand distance further reconcile the differences among compounds with different ligands/structures, whose ligand bands are different in shape and width. We discuss the implications of these findings for passivating coatings and design of catalysts and the need for novel theoretical methods to accurately estimate these quantities from first principles. These results establish a universal design principle for future high-throughput studies aiming to design electrode surfaces to minimize electrolyte oxidation by dehydrogenation in Li-ion batteries and enhance the H-H and C-H activation for selective oxidation catalysis.
- Published
- 2019
13. Lithium Conductivity and Meyer-Neldel Rule in Li3PO4–Li3VO4–Li4GeO4 Lithium Superionic Conductors
- Author
-
Saskia Lupart, Filippo Maglia, Sokseiha Muy, Wolfgang G. Zeier, Peter Lamp, Livia Giordano, Yang Shao-Horn, John Christopher Bachman, Hao-Hsun Chang, Muy, S, Bachman, J, Chang, H, Giordano, L, Maglia, F, Lupart, S, Lamp, P, Zeier, W, and Shao-Horn, Y
- Subjects
Materials science ,Phonon ,General Chemical Engineering ,chemistry.chemical_element ,Thermodynamics ,02 engineering and technology ,General Chemistry ,Activation energy ,Conductivity ,010402 general chemistry ,021001 nanoscience & nanotechnology ,01 natural sciences ,0104 chemical sciences ,Gibbs free energy ,symbols.namesake ,chemistry ,Li-ion batteries, solid state electrolytes, ionic conductivity, Li-ion conductor ,Materials Chemistry ,Fast ion conductor ,symbols ,Ionic conductivity ,Lithium ,0210 nano-technology ,Inductive effect - Abstract
The ionic conductivity and activation energy of lithium in the Li3PO4-Li3VO4-Li4GeO4 system was systematically investigated. The sharp decrease in activation energy upon Ge substitution in Li3PO4 and Li3VO4 was attributed to the reduction in the defect formation energy while the variation in activation energy upon increasing Ge content was rationalized in term of the inductive effect. We also found a correlation between the pre-exponential factors and the activation energies in agreement with the well-known Meyer-Neldel rule. The series of compound with and without partial lithium occupancy were shown to fall into two distinct lines. The slope of the line was found to be related to the inverse of the energy scale associated with phonons in the system, which agrees with the multiexcitation entropy theory. The intercept of the line was found to be related to the Gibbs free energy of defect formation. Compiled data of pre-exponential factor and activation energy for commonly studied lithium-ion conductors shows that this correlation is very general, implying an unfavorable trade-off between high pre-exponential factor and low activation energy needed to achieve high ionic conductivity. Understanding the circumstances under which this correlation can be violated might provide a new opportunity to further increase the ionic conductivity in lithium-ion conductors.
- Published
- 2018
14. Tuning mobility and stability of lithium ion conductors based on lattice dynamics
- Author
-
Douglas L. Abernathy, Hao-Hsun Chang, Ryoji Kanno, Filippo Maglia, Olivier Delaire, Dipanshu Bansal, Satoshi Hori, Yang Shao-Horn, Livia Giordano, Peter Lamp, John Christopher Bachman, Saskia Lupart, Sokseiha Muy, Muy, S, Bachman, J, Giordano, L, Chang, H, Abernathy, D, Bansal, D, Delaire, O, Hori, S, Kanno, R, Maglia, F, Lupart, S, Lamp, P, and Shao-Horn, Y
- Subjects
Materials science ,Phonon ,Solid State Electrolyte ,Li-ion batteries ,Physics::Optics ,chemistry.chemical_element ,02 engineering and technology ,Electrolyte ,Conductivity ,010402 general chemistry ,Electrochemistry ,7. Clean energy ,01 natural sciences ,Ion ,Astrophysics::Solar and Stellar Astrophysics ,Environmental Chemistry ,Physics::Atomic Physics ,Condensed Matter::Quantum Gases ,Renewable Energy, Sustainability and the Environment ,021001 nanoscience & nanotechnology ,Pollution ,Lithium battery ,0104 chemical sciences ,Nuclear Energy and Engineering ,chemistry ,Chemical physics ,Lattice dynamic ,Lithium ,Density functional theory ,0210 nano-technology - Abstract
Lithium ion conductivity in many structural families can be tuned by many orders of magnitude, with some rivaling that of liquid electrolytes at room temperature. Unfortunately, fast lithium conductors exhibit poor stability against lithium battery electrodes. In this article, we report a fundamentally new approach to alter ion mobility and stability against oxidation of lithium ion conductors using lattice dynamics. By combining inelastic neutron scattering measurements with density functional theory, fast lithium conductors were shown to have low lithium vibration frequency or low center of lithium phonon density of states. On the other hand, lowering anion phonon densities of states reduces the stability against electrochemical oxidation. Olivines with low lithium band centers but high anion band centers are promising lithium ion conductors with high ion conductivity and stability. Such findings highlight new strategies in controlling lattice dynamics to discover new lithium ion conductors with enhanced conductivity and stability.
- Published
- 2018
15. Inorganic Solid-State Electrolytes for Lithium Batteries: Mechanisms and Properties Governing Ion Conduction
- Author
-
Yang Shao-Horn, Alexis Grimaud, Livia Giordano, Odysseas Paschos, Hao-Hsun Chang, Simon Franz Lux, Saskia Lupart, John Christopher Bachman, Sokseiha Muy, Nir Pour, Filippo Maglia, Peter Lamp, Bachman, J, Muy, S, Grimaud, A, Chang, H, Pour, N, Lux, S, Paschos, O, Maglia, F, Lupart, S, Lamp, P, Giordano, L, and Shao Horn, Y
- Subjects
Activation-Energy ,Li+ Mobility ,Transport-Propertie ,chemistry.chemical_element ,Ionic bonding ,02 engineering and technology ,Conductivity ,010402 general chemistry ,01 natural sciences ,Bond Valence Analysi ,Fast ion conductor ,Pulsed-Laser Deposition ,Ionic radius ,General Chemistry ,021001 nanoscience & nanotechnology ,Thermal conduction ,Thin-Film ,0104 chemical sciences ,Dielectric spectroscopy ,chemistry ,Chemical engineering ,Chemical physics ,Impedance Spectroscopy ,Grain boundary ,Lithium ,Space-Charge Region ,Superionic Conductor ,Tetragonal Li7la3zr2o12 ,0210 nano-technology - Abstract
This Review is focused on ion-transport mechanisms and fundamental properties of solid-state electrolytes to be used in electrochemical energy-storage systems. Properties of the migrating species significantly affecting diffusion, including the valency and ionic radius, are discussed. The natures of the ligand and metal composing the skeleton of the host framework are analyzed and shown to have large impacts on the performance of solid-state electrolytes. A comprehensive identification of the candidate migrating species and structures is carried out. Not only the bulk properties of the conductors are explored, but the concept of tuning the conductivity through interfacial effects-specifically controlling grain boundaries and strain at the interfaces-is introduced. High-frequency dielectric constants and frequencies of low-energy optical phonons are shown as examples of properties that correlate with activation energy across many classes of ionic conductors. Experimental studies and theoretical results are discussed in parallel to give a pathway for further improvement of solid-state electrolytes. Through this discussion, the present Review aims to provide insight into the physical parameters affecting the diffusion process, to allow for more efficient and target-oriented research on improving solid-state ion conductors.
- Published
- 2016
16. Revealing the Interplay of Local Environments and Ionic Transport in Perovskite Solid Electrolytes.
- Author
-
Kim J, Gordiz K, Vivona D, Hu L, Gilgenbach C, Tappan BA, Muy S, LeBeau JM, and Shao-Horn Y
- Abstract
Solid-state ionic conduction is significantly influenced by bottleneck sizes, which impede ion diffusion within solid lattices. Using aberration-corrected scanning transmission electron microscopy and multislice electron ptychography, we directly observed that increased La occupancy in the perovskite solid electrolyte Li
0.5 La0.5 TiO3 correlates with reduced bottleneck sizes formed by four oxygen atoms connecting neighboring A-site cages. This correlation was also confirmed in local aperiodic regions, where smaller bottleneck sizes due to increased La occupancies affect the directionality and dimensionality of the Li+ ion conductivity. Furthermore, while prior studies have focused on averaged Li+ ion diffusion across different bottleneck areas or chemical environments, by devising a molecular dynamics (MD)-based methodology, we quantify the diffusivity of Li+ ions through specific bottleneck regions. Atomistic simulations, including nudged elastic band calculations and this MD-based methodology, revealed that larger bottleneck sizes correlate with smaller local migration barriers and higher local diffusivity. This study elucidates the relationship among local chemistry, lattice structure, and Li+ ion transport, providing insights for the design of advanced oxide solid electrolytes.- Published
- 2024
- Full Text
- View/download PDF
17. Ion Transport at Polymer-Argyrodite Interfaces.
- Author
-
Chen Y, Liang D, Lee EMY, Muy S, Guillaume M, Braida MD, Emery AA, Marzari N, and de Pablo JJ
- Abstract
Solid-state electrolytes, particularly polymer/ceramic composite electrolytes, are emerging as promising candidates for lithium-ion batteries due to their high ionic conductivity and mechanical flexibility. The interfaces that arise between the inorganic and organic materials in these composites play a crucial role in ion transport mechanisms. While lithium ions are proposed to diffuse across or parallel to the interface, few studies have directly examined the quantitative impact of these pathways on ion transport and little is known about how they affect the overall conductivity. Here, we present an atomistic study of lithium-ion (Li
+ ) transport across well-defined polymer-argyrodite interfaces. We present a force field for polymer-argyrodite interfacial systems, and we carry out molecular dynamics and enhanced sampling simulations of several composite systems, including poly(ethylene oxide) (PEO)/Li6 PS5 Cl, hydrogenated nitrile butadiene rubber (HNBR)/Li6 PS5 Cl, and poly(vinylidene fluoride- co -hexafluoropropylene) (PVDF-HFP)/Li6 PS5 Cl. For the materials considered here, Li-ion exhibits a preference for the ceramic material, as revealed by free energy differences for Li-ion between the inorganic and the organic polymer phase in excess of 13 kB T . The relative free energy profiles of Li-ion for different polymeric materials exhibit similar shapes, but their magnitude depends on the strength of interaction between the polymers and Li-ion: the greater the interaction between the polymer and Li-ions, the smaller the free energy difference between the inorganic and organic materials. The influence of the interface is felt over a range of approximately 1.5 nm, after which the behavior of Li-ion in the polymer is comparable to that in the bulk. Near the interface, Li-ion transport primarily occurs parallel to the interfacial plane, and ion mobility is considerably slower near the interface itself, consistent with the reduced segmental mobility of the polymer in the vicinity of the ceramic material. These findings provide insights into ionic complexation and transport mechanisms in composite systems, and will help improve design of improved solid electrolyte systems.- Published
- 2024
- Full Text
- View/download PDF
18. Cation- and pH-Dependent Hydrogen Evolution and Oxidation Reaction Kinetics.
- Author
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Huang B, Rao RR, You S, Hpone Myint K, Song Y, Wang Y, Ding W, Giordano L, Zhang Y, Wang T, Muy S, Katayama Y, Grossman JC, Willard AP, Xu K, Jiang Y, and Shao-Horn Y
- Abstract
The production of molecular hydrogen by catalyzing water splitting is central to achieving the decarbonization of sustainable fuels and chemical transformations. In this work, a series of structure-making/breaking cations in the electrolyte were investigated as spectator cations in hydrogen evolution and oxidation reactions (HER/HOR) in the pH range of 1 to 14, whose kinetics was found to be altered by up to 2 orders of magnitude by these cations. The exchange current density of HER/HOR was shown to increase with greater structure-making tendency of cations in the order of Cs
+ < Rb+ < K+ < Na+ < Li+ , which was accompanied by decreasing reorganization energy from the Marcus-Hush-Chidsey formalism and increasing reaction entropy. Invoking the Born model of reorganization energy and reaction entropy, the static dielectric constant of the electrolyte at the electrified interface was found to be significantly lower than that of bulk, decreasing with the structure-making tendency of cations at the negatively charged Pt surface. The physical origin of cation-dependent HER/HOR kinetics can be rationalized by an increase in concentration of cations on the negatively charged Pt surface, altering the interfacial water structure and the H-bonding network, which is supported by classical molecular dynamics simulation and surface-enhanced infrared absorption spectroscopy. This work highlights immense opportunities to control the reaction rates by tuning interfacial structures of cation and solvents., Competing Interests: The authors declare no competing financial interest., (© 2021 The Authors. Published by American Chemical Society.)- Published
- 2021
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19. On the design of solid-state Li-ion batteries.
- Author
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Muy S and Marzari N
- Published
- 2021
- Full Text
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20. High-Throughput Screening of Solid-State Li-Ion Conductors Using Lattice-Dynamics Descriptors.
- Author
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Muy S, Voss J, Schlem R, Koerver R, Sedlmaier SJ, Maglia F, Lamp P, Zeier WG, and Shao-Horn Y
- Abstract
Low lithium-ion migration barriers have recently been associated with low average vibrational frequencies or phonon band centers, further helping identify descriptors for superionic conduction. To further explore this correlation, here we present the computational screening of ∼14,000 Li-containing compounds in the Materials Project database using a descriptor based on lattice dynamics reported recently to identify new promising Li-ion conductors. An efficient computational approach was optimized to compute the average vibrational frequency or phonon band center of ∼1,200 compounds obtained after pre-screening based on structural stability, band gap, and their composition. Combining a low computed Li phonon band center with large computed electrochemical stability window and structural stability, 18 compounds were predicted to be promising Li-ion conductors, one of which, Li
3 ErCl6 , has been synthesized and exhibits a reasonably high room-temperature conductivity of 0.05-0.3 mS/cm, which shows the promise of Li-ion conductor discovery based on lattice dynamics., (Copyright © 2019 The Authors. Published by Elsevier Inc. All rights reserved.)- Published
- 2019
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21. Comparing the Descriptors for Investigating the Influence of Lattice Dynamics on Ionic Transport Using the Superionic Conductor Na 3 PS 4- x Se x .
- Author
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Krauskopf T, Muy S, Culver SP, Ohno S, Delaire O, Shao-Horn Y, and Zeier WG
- Abstract
Recent work on superionic conductors has demonstrated the influence of lattice dynamics and the softness of the lattice on ionic transport. When examining either the changes in the acoustic phonon spectrum or the whole phonon density of states, both a decreasing activation barrier of migration and a decreasing entropy of migration have been observed, highlighting that the paradigm of "the softer the lattice, the better" does not always hold true. However, both approaches to monitor the changing lattice dynamics probe different frequency ranges of the phonon spectrum, and thus, it is unclear if they are complementary. In this work, we investigate the lattice dynamics of the superionic conductor Na
3 PS4- x Sex by probing the optical phonon modes and the acoustic phonon modes, as well as the phonon density of states via inelastic neutron scattering. Notably, Raman spectroscopy shows the evolution of multiple local symmetry reduced polyhedral species, which likely affect the local diffusion pathways. Meanwhile, density functional theory and the ionic transport data are used to compare the different approaches for assessing the lattice dynamics. This work shows that, while acoustic and inelastic methods may be used to experimentally assess the overall changing lattice stiffness, calculations of the average vibrational energies between the mobile ions and the anion framework are important to assess and computationally screen for ionic conductors.- Published
- 2018
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22. Non-covalent interactions in electrochemical reactions and implications in clean energy applications.
- Author
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Huang B, Muy S, Feng S, Katayama Y, Lu YC, Chen G, and Shao-Horn Y
- Abstract
Understanding and controlling non-covalent interactions associated with solvent molecules and redox-inactive ions provide new opportunities to enhance the reaction entropy changes and reaction kinetics of metal redox centers, which can increase the thermodynamic efficiency of energy conversion and storage devices. Here, we report systematic changes in the redox entropy of one-electron transfer reactions including [Fe(CN)6]3-/4-, [Fe(H2O)6]3+/2+ and [Ag(H2O)4]+/0 induced by the addition of redox inactive ions, where approximately twenty different known structure making/breaking ions were employed. The measured reaction entropy changes of these redox couples were found to increase linearly with higher concentration and greater structural entropy (having greater structure breaking tendency) for inactive ions with opposite charge to the redox centers. The trend could be attributed to the altered solvation shells of oxidized and reduced redox active species due to non-covalent interactions among redox centers, inactive ions and water molecules, which was supported by Raman spectroscopy. Not only were these non-covalent interactions shown to increase reaction entropy, but they were also found to systematically alter the redox kinetics, where increasing redox reaction energy changes associated with the presence of water structure breaking cations were correlated linearly with the greater exchange current density of [Fe(CN)6]3-/4-.
- Published
- 2018
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23. Inorganic Solid-State Electrolytes for Lithium Batteries: Mechanisms and Properties Governing Ion Conduction.
- Author
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Bachman JC, Muy S, Grimaud A, Chang HH, Pour N, Lux SF, Paschos O, Maglia F, Lupart S, Lamp P, Giordano L, and Shao-Horn Y
- Abstract
This Review is focused on ion-transport mechanisms and fundamental properties of solid-state electrolytes to be used in electrochemical energy-storage systems. Properties of the migrating species significantly affecting diffusion, including the valency and ionic radius, are discussed. The natures of the ligand and metal composing the skeleton of the host framework are analyzed and shown to have large impacts on the performance of solid-state electrolytes. A comprehensive identification of the candidate migrating species and structures is carried out. Not only the bulk properties of the conductors are explored, but the concept of tuning the conductivity through interfacial effects-specifically controlling grain boundaries and strain at the interfaces-is introduced. High-frequency dielectric constants and frequencies of low-energy optical phonons are shown as examples of properties that correlate with activation energy across many classes of ionic conductors. Experimental studies and theoretical results are discussed in parallel to give a pathway for further improvement of solid-state electrolytes. Through this discussion, the present Review aims to provide insight into the physical parameters affecting the diffusion process, to allow for more efficient and target-oriented research on improving solid-state ion conductors.
- Published
- 2016
- Full Text
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