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Repa GM, Fredin LA. Lessons Learned from Catalysis to Qubits: General Strategies to Build Accessible and Accurate First-Principles Models of Point Defects. THE JOURNAL OF PHYSICAL CHEMISTRY. C, NANOMATERIALS AND INTERFACES 2023; 127:21930-21939. [PMID: 38024198 PMCID: PMC10658620 DOI: 10.1021/acs.jpcc.3c06267] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/19/2023] [Revised: 10/19/2023] [Accepted: 10/20/2023] [Indexed: 12/01/2023]
Abstract
Defects and dopants play critical roles in defining the properties of a material. Achieving a mechanistic understanding of how such properties arise is challenging with current experimental methods, and computational approaches suffer from significant modeling limitations that frequently require a posteriori fitting. Consequently, the pace of dopant discovery as a means of tuning material properties for a particular application has been slow. However, recent advances in computation have enabled researchers to move away from semiempirical schemes to reposition density functional theory as a predictive tool and improve the accessibility of highly accurate first-principles methods to all researchers. This Perspective discusses some of these recent achievements that provide more accurate first-principles geometric, thermodynamic, optical, and electronic properties simultaneously. Advancements related to supercells, basis sets, functionals, and optimization protocols, as well as suggestions for evaluating the quality of a computational model through comparison to experimental data, are discussed. Moreover, recent computational results in the fields of energy materials, heterogeneous catalysis, and quantum informatics are reviewed along with an evaluation of current frontiers and opportunities in the field of computational materials chemistry.
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Affiliation(s)
- Gil M. Repa
- Department of Chemistry, Lehigh University, Bethlehem, Pennsylvania 18015, United States
| | - Lisa A. Fredin
- Department of Chemistry, Lehigh University, Bethlehem, Pennsylvania 18015, United States
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2
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Pan Y. Theoretical prediction of the structure and hardness of TiB 4 tetraborides from first-principles calculations. Phys Chem Chem Phys 2023; 25:24417-24427. [PMID: 37655594 DOI: 10.1039/d3cp03091a] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/02/2023]
Abstract
To search for a novel transition metal boride superhard material, the structural configuration, hardness and bonding state of the boron rich TiB4 tetraborides are studied using the first-principles method. Similar to the TMB4 tetraboride, four tetraborides, orthorhombic (Immm), orthorhombic (Cmcm), tetragonal (P4/mbm) and hexagonal (P63/mmc) phases, are predicted based on the phonon dispersion and thermodynamic model. The stable TiB4 with orthorhombic (Immm and Cmcm) is first predicted. In particular, the theoretical hardness of Cmcm and Immm TiB4 is 53.3 GPa and 35.6 GPa, respectively. We predict that orthorhombic (Cmcm) TiB4 is a potential superhard material. Here, the calculated lattice parameters of the Cmcm TiB4 are a = 5.2230 Å, b = 3.0627 Å and c = 9.8026 Å. The calculated lattice parameters of the Immm TiB4 are a = 5.0374 Å, b = 5.6542 Å and c = 3.0069 Å. Naturally, the high hardness of Cmcm TiB4 is related to the octagon B-B cage structure, which is composed of three different B-B covalent bonds. Although the B-B cage structure is formed in Immm TiB4, the hard discrepancy is that the bond strength of the B-B covalent bond in Immm TiB4 is weaker than the bond strength of the B-B covalent bond in Cmcm TiB4. In addition, the Debye temperature of the Cmcm TiB4 is higher than those of the other three TiB4 tetraborides. The high-temperature thermodynamic properties of TiB4 tetraboride are determined by the vibration in the B atom and B-B covalent bond. Therefore, our study indicates that a novel orthorhombic (Cmcm) TiB4 superhard material is found.
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Affiliation(s)
- Yong Pan
- Schools of New Energy and Materials, Southwest Petroleum University, Chengdu, 610500, China.
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3
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Morales-García Á, Viñes F, Sousa C, Illas F. Toward a Rigorous Theoretical Description of Photocatalysis Using Realistic Models. J Phys Chem Lett 2023; 14:3712-3720. [PMID: 37042213 PMCID: PMC10123813 DOI: 10.1021/acs.jpclett.3c00359] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2023] [Accepted: 03/22/2023] [Indexed: 06/19/2023]
Abstract
This Perspective aims at providing a road map to computational heterogeneous photocatalysis highlighting the knowledge needed to boost the design of efficient photocatalysts. A plausible computational framework is suggested focusing on static and dynamic properties of the relevant excited states as well of the involved chemistry for the reactions of interest. This road map calls for explicitly exploring the nature of the charge carriers, the excited-state potential energy surface, and its time evolution. Excited-state descriptors are introduced to locate and characterize the electrons and holes generated upon excitation. Nonadiabatic molecular dynamics simulations are proposed as a convenient tool to describe the time evolution of the photogenerated species and their propagation through the crystalline structure of photoactive material, ultimately providing information about the charge carrier lifetime. Finally, it is claimed that a detailed understanding of the mechanisms of heterogeneously photocatalyzed reactions demands the analysis of the excited-state potential energy surface.
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4
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Slobodchikov AA, Nekrasov IA, Begunovich LV, Makarov IA, Korshunov MM, Ovchinnikov SG. Electronic Structure and Minimal Models for Flat and Corrugated CuO Monolayers: An Ab Initio Study. MATERIALS (BASEL, SWITZERLAND) 2023; 16:658. [PMID: 36676396 PMCID: PMC9862436 DOI: 10.3390/ma16020658] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/25/2022] [Revised: 12/23/2022] [Accepted: 01/01/2023] [Indexed: 06/17/2023]
Abstract
CuO atomic thin monolayer (mlCuO) was synthesized recently. Interest in the mlCuO is based on its close relation to CuO2 layers in typical high temperature cuprate superconductors. Here, we present the calculation of the band structure, the density of states and the Fermi surface of the flat mlCuO as well as the corrugated mlCuO within the density functional theory (DFT) in the generalized gradient approximation (GGA). In the flat mlCuO, the Cu-3dx2-y2 band crosses the Fermi level, while the Cu-3dxz,yz hybridized band is located just below it. The corrugation leads to a significant shift of the Cu-3dxz,yz hybridized band down in energy and a degeneracy lifting for the Cu-3dx2-y2 bands. Corrugated mlCuO is more energetically favorable than the flat one. In addition, we compared the electronic structure of the considered CuO monolayers with bulk CuO systems. We also investigated the influence of a crystal lattice strain (which might occur on some interfaces) on the electronic structure of both mlCuO and determined the critical strains of topological Lifshitz transitions. Finally, we proposed a number of different minimal models for the flat and the corrugated mlCuO using projections onto different Wannier functions basis sets and obtained the corresponding Hamiltonian matrix elements in a real space.
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Affiliation(s)
- Anatoly A. Slobodchikov
- Institute of Electrophysics, Russian Academy of Sciences, Ural Branch, 620016 Yekaterinburg, Russia
| | - Igor A. Nekrasov
- Institute of Electrophysics, Russian Academy of Sciences, Ural Branch, 620016 Yekaterinburg, Russia
| | - Lyudmila V. Begunovich
- Federal Research Center KSC SB RAS, Akademgorodok, 660036 Krasnoyarsk, Russia
- Kirensky Institute of Physics, Federal Research Center KSC SB RAS, Akademgorodok, 660036 Krasnoyarsk, Russia
| | - Ilya A. Makarov
- Kirensky Institute of Physics, Federal Research Center KSC SB RAS, Akademgorodok, 660036 Krasnoyarsk, Russia
| | - Maxim M. Korshunov
- Kirensky Institute of Physics, Federal Research Center KSC SB RAS, Akademgorodok, 660036 Krasnoyarsk, Russia
| | - Sergey G. Ovchinnikov
- Kirensky Institute of Physics, Federal Research Center KSC SB RAS, Akademgorodok, 660036 Krasnoyarsk, Russia
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5
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Živković A, Mallia G, King HE, de Leeuw NH, Harrison NM. Mind the Interface Gap: Exposing Hidden Interface Defects at the Epitaxial Heterostructure between CuO and Cu 2O. ACS APPLIED MATERIALS & INTERFACES 2022; 14:56331-56343. [PMID: 36480491 PMCID: PMC9782378 DOI: 10.1021/acsami.2c16889] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/21/2022] [Accepted: 11/24/2022] [Indexed: 06/17/2023]
Abstract
Well designed and optimized epitaxial heterostructures lie at the foundation of materials development for photovoltaic, photocatalytic, and photoelectrochemistry applications. Heterostructure materials offer tunable control over charge separation and transport at the same time preventing recombination of photogenerated excitations at the interface. Thus, it is of paramount importance that a detailed understanding is developed as the basis for further optimization strategies and design. Oxides of copper are nontoxic, low cost, abundant materials with a straightforward and stable manufacturing process. However, in individual applications, they suffer from inefficient charge transport of photogenerated carriers. Hence, in this work, we investigate the role of the interface between epitaxially aligned CuO and Cu2O to explore the potential benefits of such an architecture for more efficient electron and hole transfer. The CuO/Cu2O heterojunction nature, stability, bonding mechanism, interface dipole, electronic structure, and band bending were rationalized using hybrid density functional theory calculations. New electronic states are identified at the interface itself, which are originating neither from lattice mismatch nor strained Cu-O bonds. They form as a result of a change in coordination environment of CuO surface Cu2+ cations and an electron transfer across the interface Cu1+-O bond. The first process creates occupied defect-like electronic states above the valence band, while the second leaves hole states below the conduction band. These are constitutional to the interface and are highly likely to contribute to recombination effects competing with the improved charged separation from the suitable band bending and alignment and thus would limit the expected output photocurrent and photovoltage. Finally, a favorable effect of interstitial oxygen defects has been shown to allow for band gap tunability at the interface but only to the point of the integral geometrical contact limit of the heterostructure itself.
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Affiliation(s)
- Aleksandar Živković
- Department
of Earth Sciences, Utrecht University, Princetonlaan 8a, 3584CBUtrecht, The Netherlands
- Department
of Chemistry, Imperial College London, White City Campus, 80 Wood Lane, LondonW12 0BZ, United Kingdom
| | - Giuseppe Mallia
- Department
of Chemistry, Imperial College London, White City Campus, 80 Wood Lane, LondonW12 0BZ, United Kingdom
| | - Helen E. King
- Department
of Earth Sciences, Utrecht University, Princetonlaan 8a, 3584CBUtrecht, The Netherlands
| | - Nora H. de Leeuw
- Department
of Earth Sciences, Utrecht University, Princetonlaan 8a, 3584CBUtrecht, The Netherlands
| | - Nicholas M. Harrison
- Department
of Chemistry, Imperial College London, White City Campus, 80 Wood Lane, LondonW12 0BZ, United Kingdom
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6
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Naito T, Kita Y, Shimazaki T, Tachikawa M. Decomposition analysis on the excitation behaviors of thiazolothiazole (TTz)-based dyes via the time-dependent dielectric density functional theory approach. RSC Adv 2022; 12:34685-34693. [PMID: 36545599 PMCID: PMC9717578 DOI: 10.1039/d2ra06454e] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2022] [Accepted: 11/22/2022] [Indexed: 12/05/2022] Open
Abstract
Thiazolothiazole (TTz)-based materials have been attracting much attention because of their widespread applications. In this paper, we discuss the excited electronic behaviors of asymmetric TTz dyes in solvents based on the time-dependent dielectric density functional theory method. Based on dipole moment and charge distribution (population) analyses, we discuss large intramolecular electron transfers, which are triggered by photon excitations, toward the acceptor part of dyes. In addition, we explore the contributions of geometrical changes and solvent reorientations (reorganizations) to the solvatofluorochromic phenomena based on a decomposition technique. The decomposition analysis shows that the solvent reorientation effect mainly contributes to changes in the fluorescent spectra in response to solvents.
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Affiliation(s)
- Takumi Naito
- Graduate School of Nanobioscience, Yokohama City University22-2 Seto, Kanazawa-kuYokohama 236-0026Japan
| | - Yukiumi Kita
- Graduate School of Nanobioscience, Yokohama City University22-2 Seto, Kanazawa-kuYokohama 236-0026Japan
| | - Tomomi Shimazaki
- Graduate School of Nanobioscience, Yokohama City University22-2 Seto, Kanazawa-kuYokohama 236-0026Japan
| | - Masanori Tachikawa
- Graduate School of Nanobioscience, Yokohama City University22-2 Seto, Kanazawa-kuYokohama 236-0026Japan
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7
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Ali Mohammed Al-Ahmed Z. Novel Cr(III), Ni(II), and Zn(II) complexes of thiocarbamide derivative: Synthesis, investigation, theoretical, catalytic, potentiometric, molecular docking and biological studies. ARAB J CHEM 2022. [DOI: 10.1016/j.arabjc.2022.104104] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022] Open
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8
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Yang J, Falletta S, Pasquarello A. One-Shot Approach for Enforcing Piecewise Linearity on Hybrid Functionals: Application to Band Gap Predictions. J Phys Chem Lett 2022; 13:3066-3071. [PMID: 35352960 DOI: 10.1021/acs.jpclett.2c00414] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/14/2023]
Abstract
We present an efficient procedure for constructing nonempirical hybrid functionals to accurately predict band gaps of extended systems. We determine mixing parameters by enforcing the generalized Koopmans' condition on localized electron states, which are achieved by inserting an optimized potential probe. Application of this scheme to a large set of materials yields band gaps with a mean error of 0.30 eV with respect to experiment. Next, we consider a perturbative one-shot approach in which the single-particle eigenvalues are calculated with the wave functions obtained at the semilocal level. In this way, the computational cost is reduced by ∼85% without loss of accuracy. The scheme is found to be robust upon consideration of different defect species and functional forms.
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Affiliation(s)
- Jing Yang
- Chaire de Simulation à l'Echelle Atomique (CSEA), Ecole Polytechnique Fédérale de Lausanne (EPFL), CH-1015 Lausanne, Switzerland
| | - Stefano Falletta
- Chaire de Simulation à l'Echelle Atomique (CSEA), Ecole Polytechnique Fédérale de Lausanne (EPFL), CH-1015 Lausanne, Switzerland
| | - Alfredo Pasquarello
- Chaire de Simulation à l'Echelle Atomique (CSEA), Ecole Polytechnique Fédérale de Lausanne (EPFL), CH-1015 Lausanne, Switzerland
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9
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Kuklin MS, Eklund K, Linnera J, Ropponen A, Tolvanen N, Karttunen AJ. Structural Properties and Magnetic Ground States of 100 Binary d-Metal Oxides Studied by Hybrid Density Functional Methods. Molecules 2022; 27:molecules27030874. [PMID: 35164135 PMCID: PMC8838575 DOI: 10.3390/molecules27030874] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2021] [Revised: 01/23/2022] [Accepted: 01/24/2022] [Indexed: 02/04/2023] Open
Abstract
d-metal oxides play a crucial role in numerous technological applications and show a great variety of magnetic properties. We have systematically investigated the structural properties, magnetic ground states, and fundamental electronic properties of 100 binary d-metal oxides using hybrid density functional methods and localized basis sets composed of Gaussian-type functions. The calculated properties are compared with experimental information in all cases where experimental data are available. The used PBE0 hybrid density functional method describes the structural properties of the studied d-metal oxides well, except in the case of molecular oxides with weak intermolecular forces between the molecular units. Empirical D3 dispersion correction does not improve the structural description of the molecular oxides. We provide a database of optimized geometries and magnetic ground states to facilitate future studies on the more complex properties of the binary d-metal oxides.
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10
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Shimazaki T, Tachikawa M. A theoretical study on solvatofluorochromic asymmetric thiazolothiazole (TTz) dyes using dielectric-dependent density functional theory. Phys Chem Chem Phys 2021; 23:21078-21086. [PMID: 34523637 DOI: 10.1039/d1cp02047a] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
In this work, the excitation energies of asymmetric thiazolothizaole (TTz) dye molecules have been theoretically studied using dielectric-dependent density functional theory (DFT). In the dielectric-dependent DFT approach, the ratio (fraction) of the nonlocal Hartree exchange term incorporated into the DFT exchange-correlation functional is a system-dependent parameter, which is inversely proportional to the dielectric constant of the target material. The dielectric-dependent DFT method is closely related to the Coulomb hole and screened exchange (COHSEX) approximation in the GW method and therefore has been applied to crystalline systems with periodic boundary conditions, such as semiconductors and inorganic materials. By focusing on the solvatofluorochromic phenomena of asymmetric TTz dyes, we show that excitation energy calculations obtained from the dielectric-dependent DFT method can reproduce the corresponding experimental UV-vis absorption and emission spectra of dyes in solvents.
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Affiliation(s)
- Tomomi Shimazaki
- Department of Material System Science, Yokohama City University, 22-2 Seto, Kanazawa-ku, Yokohama, 236-0026, Japan.
| | - Masanori Tachikawa
- Department of Material System Science, Yokohama City University, 22-2 Seto, Kanazawa-ku, Yokohama, 236-0026, Japan.
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11
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Wing D, Ohad G, Haber JB, Filip MR, Gant SE, Neaton JB, Kronik L. Band gaps of crystalline solids from Wannier-localization-based optimal tuning of a screened range-separated hybrid functional. Proc Natl Acad Sci U S A 2021; 118:e2104556118. [PMID: 34417292 PMCID: PMC8403912 DOI: 10.1073/pnas.2104556118] [Citation(s) in RCA: 29] [Impact Index Per Article: 9.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/27/2023] Open
Abstract
Accurate prediction of fundamental band gaps of crystalline solid-state systems entirely within density functional theory is a long-standing challenge. Here, we present a simple and inexpensive method that achieves this by means of nonempirical optimal tuning of the parameters of a screened range-separated hybrid functional. The tuning involves the enforcement of an ansatz that generalizes the ionization potential theorem to the removal of an electron from an occupied state described by a localized Wannier function in a modestly sized supercell calculation. The method is benchmarked against experiment for a set of systems ranging from narrow band-gap semiconductors to large band-gap insulators, spanning a range of fundamental band gaps from 0.2 to 14.2 electronvolts (eV), and is found to yield quantitative accuracy across the board, with a mean absolute error of ∼0.1 eV and a maximal error of ∼0.2 eV.
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Affiliation(s)
- Dahvyd Wing
- Department of Molecular Chemistry and Materials Science, Weizmann Institute of Science, Rehovoth 76100, Israel
| | - Guy Ohad
- Department of Molecular Chemistry and Materials Science, Weizmann Institute of Science, Rehovoth 76100, Israel
| | - Jonah B Haber
- Department of Physics, University of California, Berkeley, CA 94720
- Materials Sciences Division, Lawrence Berkeley National Laboratory, Berkeley, CA 94720
| | - Marina R Filip
- Department of Physics, University of Oxford, Oxford OX1 3PJ, United Kingdom
| | - Stephen E Gant
- Department of Physics, University of California, Berkeley, CA 94720
- Materials Sciences Division, Lawrence Berkeley National Laboratory, Berkeley, CA 94720
| | - Jeffrey B Neaton
- Department of Physics, University of California, Berkeley, CA 94720
- Materials Sciences Division, Lawrence Berkeley National Laboratory, Berkeley, CA 94720
- Kavli Energy NanoSciences Institute at Berkeley, University of California, Berkeley, CA 94720
| | - Leeor Kronik
- Department of Molecular Chemistry and Materials Science, Weizmann Institute of Science, Rehovoth 76100, Israel;
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12
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Di Liberto G, Tosoni S, Pacchioni G. Role of surface termination in forming type-II photocatalyst heterojunctions: the case of TiO 2/BiVO 4. JOURNAL OF PHYSICS. CONDENSED MATTER : AN INSTITUTE OF PHYSICS JOURNAL 2021; 33:075001. [PMID: 33086209 DOI: 10.1088/1361-648x/abc357] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/11/2023]
Abstract
In this work we investigate TiO2 and BiVO4 nanostructures by means of density functional theory (DFT) calculations, to provide an estimate of the band alignment in TiO2/BiVO4 interfaces, highly active in photo-electrochemistry and photocatalytic water splitting. Calculations were carried out with both DFT range separated and self-consistent dielectric dependent hybrid functionals (HSE06 and PBE0DD). The impact of systems' size has been investigated. The converged electronic levels of TiO2 and BiVO4 surfaces have been used to predict the band alignment in TiO2/BiVO4 heterostructures. Results indicated that when TiO2 (101) surface is matched with BiVO4 (110), a type-II alignment is obtained, where the band edges of BiVO4 are higher in energy that those of TiO2. This picture is favorable for charge-carriers separation upon photoexcitation, where electrons move toward TiO2 and holes toward BiVO4. On the contrary, if TiO2 (101) is interfaced to BiVO4 (010) the offset between the band edges is negligible, thus reducing the driving force toward separation of charge carriers. These results rationalize the dependence on the facet's exposure of the observed photocatalytic performances of TiO2/BiVO4 composites, where the TiO2 (101)/BiVO4 (110) interface outperforms the TiO2 (101)/BiVO4 (010) one.
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Affiliation(s)
- Giovanni Di Liberto
- Dipartimento di Scienza dei Materiali, Università di Milano-Bicocca, via R Cozzi 55, 20125 Milano, Italy
| | - Sergio Tosoni
- Dipartimento di Scienza dei Materiali, Università di Milano-Bicocca, via R Cozzi 55, 20125 Milano, Italy
| | - Gianfranco Pacchioni
- Dipartimento di Scienza dei Materiali, Università di Milano-Bicocca, via R Cozzi 55, 20125 Milano, Italy
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13
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Di Liberto G, Fatale O, Pacchioni G. Role of surface termination and quantum size in α-CsPbX3 (X = Cl, Br, I) 2D nanostructures for solar light harvesting. Phys Chem Chem Phys 2021; 23:3031-3040. [DOI: 10.1039/d0cp06245f] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Abstract
Quantum confinement of CsPbBr3 nanoplatelets.
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Affiliation(s)
- Giovanni Di Liberto
- Dipartimento di Scienza dei Materiali
- Università di Milano – Bicocca
- 20125 Milano
- Italy
| | - Ornella Fatale
- Dipartimento di Scienza dei Materiali
- Università di Milano – Bicocca
- 20125 Milano
- Italy
- Università di Pisa
| | - Gianfranco Pacchioni
- Dipartimento di Scienza dei Materiali
- Università di Milano – Bicocca
- 20125 Milano
- Italy
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