1
|
Wang Z, Sun Z, Yin H, Liu X, Wang J, Zhao H, Pang CH, Wu T, Li S, Yin Z, Yu XF. Data-Driven Materials Innovation and Applications. ADVANCED MATERIALS (DEERFIELD BEACH, FLA.) 2022; 34:e2104113. [PMID: 35451528 DOI: 10.1002/adma.202104113] [Citation(s) in RCA: 28] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/30/2021] [Revised: 03/19/2022] [Indexed: 05/07/2023]
Abstract
Owing to the rapid developments to improve the accuracy and efficiency of both experimental and computational investigative methodologies, the massive amounts of data generated have led the field of materials science into the fourth paradigm of data-driven scientific research. This transition requires the development of authoritative and up-to-date frameworks for data-driven approaches for material innovation. A critical discussion on the current advances in the data-driven discovery of materials with a focus on frameworks, machine-learning algorithms, material-specific databases, descriptors, and targeted applications in the field of inorganic materials is presented. Frameworks for rationalizing data-driven material innovation are described, and a critical review of essential subdisciplines is presented, including: i) advanced data-intensive strategies and machine-learning algorithms; ii) material databases and related tools and platforms for data generation and management; iii) commonly used molecular descriptors used in data-driven processes. Furthermore, an in-depth discussion on the broad applications of material innovation, such as energy conversion and storage, environmental decontamination, flexible electronics, optoelectronics, superconductors, metallic glasses, and magnetic materials, is provided. Finally, how these subdisciplines (with insights into the synergy of materials science, computational tools, and mathematics) support data-driven paradigms is outlined, and the opportunities and challenges in data-driven material innovation are highlighted.
Collapse
Affiliation(s)
- Zhuo Wang
- Materials Interfaces Center, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, Guangdong, 518055, P. R. China
- Department of Chemical and Environmental Engineering, University of Nottingham Ningbo China, Ningbo, 315100, P. R. China
| | - Zhehao Sun
- Research School of Chemistry, The Australian National University, ACT, 2601, Australia
| | - Hang Yin
- Research School of Chemistry, The Australian National University, ACT, 2601, Australia
| | - Xinghui Liu
- Department of Chemistry, Sungkyunkwan University (SKKU), 2066 Seoburo, Jangan-Gu, Suwon, 16419, Republic of Korea
| | - Jinlan Wang
- School of Physics, Southeast University, Nanjing, 211189, P. R. China
| | - Haitao Zhao
- Materials Interfaces Center, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, Guangdong, 518055, P. R. China
| | - Cheng Heng Pang
- Department of Chemical and Environmental Engineering, University of Nottingham Ningbo China, Ningbo, 315100, P. R. China
- Municipal Key Laboratory of Clean Energy Conversion Technologies, University of Nottingham Ningbo China, Ningbo, 315100, P. R. China
| | - Tao Wu
- Key Laboratory for Carbonaceous Wastes Processing and Process Intensification Research of Zhejiang Province, University of Nottingham Ningbo China, Ningbo, 315100, P. R. China
- New Materials Institute, University of Nottingham, Ningbo, China, Ningbo, 315100, P. R. China
| | - Shuzhou Li
- School of Materials Science and Engineering, Nanyang Technological University, Singapore, 639798, Singapore
| | - Zongyou Yin
- Research School of Chemistry, The Australian National University, ACT, 2601, Australia
| | - Xue-Feng Yu
- Materials Interfaces Center, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, Guangdong, 518055, P. R. China
| |
Collapse
|
2
|
Ganaie A, Iftikhar K. Theoretical Modeling (Sparkle RM1 and PM7) and Crystal Structures of the Luminescent Dinuclear Sm(III) and Eu(III) Complexes of 6,6,7,7,8,8,8- Heptafluoro-2,2-dimethyl-3,5-octanedione and 2,3-Bis(2-pyridyl)pyrazine: Determination of Individual Spectroscopic Parameters for Two Unique Eu 3+ Sites. ACS OMEGA 2021; 6:21207-21226. [PMID: 34471726 PMCID: PMC8387994 DOI: 10.1021/acsomega.0c05976] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/08/2020] [Accepted: 06/14/2021] [Indexed: 06/13/2023]
Abstract
Heteroleptic homo dinuclear complexes [Sm(fod)3(μ-bpp)Sm(fod)3] and [Eu(fod)3(μ-bpp)Eu(fod)3] and their diamagnetic analogue [Lu(fod)3(μ-bpp)Lu(fod)3] (fod is the anion of 6,6,7,7,8,8,8- heptafluoro-2,2-dimethyl-3,5-octanedione (Hfod) and bpp is 2,3-bis(2-pyridyl)pyrazine) are synthesized and thoroughly characterized. The lanthanum gave a 1:1 adduct of La(fod)3 and bpp with the molecular formula of [La(fod)3bpp]. The 1H NMR and 1H-1H COSY spectra of the complexes were used to assign the proton resonances. In the case of paramagnetic Sm3+ and Eu3+ complexes, the methine (of the fod moiety) and the bpp resonances are shifted in the opposite direction and the paramagnetic shifts are dipolar in nature, which decrease with increasing distance of the proton from the metal ion. The single-crystal X-ray analyses reveal that the complexes (Sm3+ and Eu3+) are dinuclear and crystallize in the triclinic P1 space group. Each metal in a given complex is eight coordinate by coordinating with six oxygen atoms of three fod moieties and two nitrogen atoms of the bpp. Of the two metal centers, in a given complex, one has a distorted square antiprism arrangement and the other acquires a distorted dodecahedron geometry. The Sparkle RM1 and PM7 optimized structures of the complexes are also presented and compared with the crystal structure. Theoretically observed bond distances are in excellent agreement with the experimental values, and the RMS deviations for the optimized structures are 2.878, 2.217, 2.564, and 2.675 Å. The photophysical properties of Sm3+ and Eu3+ complexes are investigated in different solvents, solid, and PMMA-doped thin hybrid films. The spectroscopic parameters (the Judd-Ofelt intensity parameters, radiative parameters, and intrinsic quantum yield) of each Eu3+ sites are calculated using the overlap polyhedra method. The theoretically obtained parameters are close to the experimental results. The lifetime of the excited state is 38.74 μs for Sm3+ and 713.62 μs for the Eu3+ complex in the solid state.
Collapse
|
3
|
Dondapati JS, Chen A. Quantitative structure-property relationship of the photoelectrochemical oxidation of phenolic pollutants at modified nanoporous titanium oxide using supervised machine learning. Phys Chem Chem Phys 2020; 22:8878-8888. [PMID: 32286586 DOI: 10.1039/d0cp01518k] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Abstract
Here we report on an advanced photoelectrochemical (PEC) oxidation of 22 phenolic pollutants based on modified nanoporous TiO2, which was directly grown on a titanium substrate electrochemically. Their degradation rate constants were experimentally determined and their physicochemical properties were computaionally calculated. The quantitative structure-property relationship (QSPR) was elucidated by employing multiple linear regression (MLR) method. A supervised machine learning approach was employed to build QSPR models. The high predictive abilities of the QSPR model were validated via leave-one-out (LOO) method and a strict regimen of statistical validation tests. The significant descriptors identified in the QSPR Model for the phenolic compounds were also assessed using a typical dye pollutant Rhodamine B, further confirming the high effectiveness and predictability of the optimized model. Our study has shown that the integrated effect of the structural, hydrophobic and topological properties along with electronic property should be considered in order to design an efficient PEC catalytic approach for environmental applications.
Collapse
Affiliation(s)
- Jesse S Dondapati
- Electrochemical Technology Center, Department of Chemistry, University of Guelph, Guelph, Ontario N1G 2W1, Canada.
| | - Aicheng Chen
- Electrochemical Technology Center, Department of Chemistry, University of Guelph, Guelph, Ontario N1G 2W1, Canada.
| |
Collapse
|
4
|
Aoyagi N, Nguyen TT, Kumagai Y, Nguyen TV, Nakada M, Segawa Y, Nguyen HT, Ba Le T. Spectroscopic Studies of Mössbauer, Infrared, and Laser-Induced Luminescence for Classifying Rare-Earth Minerals Enriched in Iron-Rich Deposits. ACS OMEGA 2020; 5:7096-7105. [PMID: 32280850 PMCID: PMC7143416 DOI: 10.1021/acsomega.9b03247] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/01/2019] [Accepted: 03/12/2020] [Indexed: 05/31/2023]
Abstract
Rare-earth (RE) phosphates often appear as an accessory phase in igneous or metamorphic rocks; however, these rocks are composed of myriad chemical elements and nuclides that interfere with the qualitative or quantitative analyses of the RE phosphates over a range of concentrations in the absence of a pretreatment. In addition, the limit of each analytical methodology constrains the approach as well as the usefulness of the results in geoscience applications. Here, we report the specific mineral characterization of RE-containing ores from Yen Phu mine, Vietnam, using a range of state-of-the-art spectroscopic techniques in conjunction with microscopy: Mössbauer spectroscopy, infrared microspectroscopy, time-resolved laser-induced fluorescence spectroscopy (TRLFS), and scanning electron microscopy with energy-dispersive X-ray spectroscopy. Because the distribution of each element in the deposit differs, such combinatorial works are necessary and could lead to more plausible answers to questions surrounding the point of origin of RE elements. The results of our Mössbauer spectroscopic analysis indicate that the three ores sampled at different locations all contain magnetite-like, hematite-like, and iron(III) salts other than hematite. In addition, we confirmed the presence of phosphate around the grain boundary in the magnetite-like mineral phase by infrared microspectroscopic analysis. The present analytical findings of trace amounts of europium(III) using TRLFS suggest that the europium ions generate identical luminescence spectra despite being embedded in three different matrices of iron minerals. This demonstration highlights the benefits of combinatorial spectroscopic analyses to gain insights into the effects of the environment of REs on their solid-state chemistry and shows the potential utility of TRLFS as a resource mining tool. Further applications of this approach in the analytical screening of rocks and minerals are feasible.
Collapse
Affiliation(s)
- Noboru Aoyagi
- Advanced
Science Research Center, Japan Atomic Energy
Agency (JAEA), 2-4 Shirakata,
Tokai-mura Naka-gun, Ibaraki 319-1195, Japan
| | - Thuy T. Nguyen
- Institute
for Technology of Radioactive and Rare Elements (ITRRE) VINATOM-MOST, 48 Lang Ha, Dong Da, Hanoi 94027, Vietnam
| | - Yuta Kumagai
- Nuclear
Science and Engineering Center, JAEA, 2-4 Shirakata, Tokai-mura Naka-gun, Ibaraki 319-1195, Japan
| | - Tung V. Nguyen
- Institute
for Technology of Radioactive and Rare Elements (ITRRE) VINATOM-MOST, 48 Lang Ha, Dong Da, Hanoi 94027, Vietnam
| | - Masami Nakada
- Nuclear
Science and Engineering Center, JAEA, 2-4 Shirakata, Tokai-mura Naka-gun, Ibaraki 319-1195, Japan
| | - Yukari Segawa
- Nuclear
Science and Engineering Center, JAEA, 2-4 Shirakata, Tokai-mura Naka-gun, Ibaraki 319-1195, Japan
| | - Hung T. Nguyen
- Institute
for Technology of Radioactive and Rare Elements (ITRRE) VINATOM-MOST, 48 Lang Ha, Dong Da, Hanoi 94027, Vietnam
| | - Thuan Ba Le
- Institute
for Technology of Radioactive and Rare Elements (ITRRE) VINATOM-MOST, 48 Lang Ha, Dong Da, Hanoi 94027, Vietnam
| |
Collapse
|
5
|
Monteiro JHSK, Dutra JDL, Freire RO, Formiga ALB, Mazali IO, de Bettencourt-Dias A, Sigoli FA. Estimating the Individual Spectroscopic Properties of Three Unique Eu III Sites in a Coordination Polymer. Inorg Chem 2018; 57:15421-15429. [PMID: 30485082 DOI: 10.1021/acs.inorgchem.8b02720] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2023]
Abstract
We isolated a coordination polymer with the formula [Eu3(3,5-dcba)9(H2O)(dmf)3]·2dmf, with three unique EuIII coordination sites in the asymmetric unit, with the EuIII ions bridged by 3,5-dichlorobenzoato (3,5-dcba) ligands. The coordination polymer crystallized in the triclinic space group P1̅ with unit cell dimensions a = 12.4899(15), b = 16.326(2), and c = 25.059(3) Å, α = 84.271(3)°, β = 84.832(3)°, and γ = 68.585(3)° and V = 4725.2(10) Å3. The characteristic 5D0 → 7F J ( J = 0-4) EuIII transitions were observed upon ligand-centered excitation. Emission lifetimes of 0.825 ± 0.085 and 1.586 ± 0.057 ms were observed and were attributed to the sites with coordination of water or dimethylformamide (dmf) molecules to each ion, respectively. Through a combination of spectroscopy and calculations, we determined the photophysical properties of each unique EuIII site. Energy-transfer rates ligand → EuIII were determined for each unique site using the overlapped polyhedra method. The rates depend on the coordinated water molecules and the different donor-acceptor distances. The two sites without coordinated water molecules and shortest donor-acceptor distance display the fastest energy-transfer rate ligand → EuIII, whereas the site with coordinated water molecules and longest donor-acceptor distance displays the slowest energy-transfer rate. Donor-acceptor distances were estimated computationally and were confirmed by calculating the frontier orbitals in the asymmetric units of the polymer using density functional theory.
Collapse
Affiliation(s)
- Jorge H S K Monteiro
- Institute of Chemistry , University of Campinas , 13083-970 São Paulo , Brazil.,Department of Chemistry , University of Nevada, Reno , Reno , Nevada 89557 , United States
| | - José D L Dutra
- Department of Chemistry , UFS , 49100-000 São Cristóvão , Sergipe , Brazil
| | - Ricardo O Freire
- Department of Chemistry , UFS , 49100-000 São Cristóvão , Sergipe , Brazil
| | - André L B Formiga
- Institute of Chemistry , University of Campinas , 13083-970 São Paulo , Brazil
| | - Italo O Mazali
- Institute of Chemistry , University of Campinas , 13083-970 São Paulo , Brazil
| | | | - Fernando A Sigoli
- Institute of Chemistry , University of Campinas , 13083-970 São Paulo , Brazil
| |
Collapse
|
6
|
Freidzon AY, Kurbatov IA, Vovna VI. Ab initio calculation of energy levels of trivalent lanthanide ions. Phys Chem Chem Phys 2018; 20:14564-14577. [DOI: 10.1039/c7cp08366a] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
A fully ab initio computational scheme employing CASSCF/XMCQDPT2/SO-CASSCF for the absorption and emission spectra of trivalent lanthanide complexes is presented.
Collapse
Affiliation(s)
- Alexandra Ya. Freidzon
- Photochemistry Center
- Russian Academy of Sciences
- Moscow
- Russia
- National Research Nuclear University MEPhI (Moscow Engineering Physics Institute)
| | | | | |
Collapse
|
7
|
Holzer C, Wernbacher AM, Senekowitsch JM, Gatterer K, Kelterer AM. A theoretical study on trivalent europium: from the free ion to the water complex. J Phys Chem A 2014; 118:11499-511. [PMID: 25435466 DOI: 10.1021/jp509253e] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
The energy levels within the (7)F and (5)D manifolds of trivalent europium were computed for the free ion and in the crystal field of 6-9 water molecules. Fully relativistic Kramers pairs configuration interaction (KRCI) calculations were performed with different correlation spaces for the free ion, and with the complete open-shell configuration interaction (COSCI) method including the 4f electrons in the active space for the water clusters. The best agreement with experimental data was found with the KRCI method or when including the spin-other-orbit effect in the COSCI calculations. For the free ion, the (7)F6 multiplet is found only 162 cm(-1) higher compared to experiment, while the (5)D(0-3) multiplets are approximately 3100 cm(-1) too high. In the crystal field of six water molecules, the multiplets with J > 0 split by 48-123 cm(-1). The energy separation (7)F0-(5)D0 of the unsplit multiplets is computed within 255 cm(-1)/247 cm(-1) compared to the experimental data for the free ion/in water. It has been found that the effect of higher coordination number or lower symmetry is small, increasing the transition energies by only about 40 cm(-1) by lowering the (7)F(J) states by the same amount. The hypersensitive transition (5)D0-(7)F2 is computed at 17079 cm(-1) with the KRCI method as compared to the experimental value of 16267 cm(-1).
Collapse
Affiliation(s)
- Christof Holzer
- Institute of Physical and Theoretical Chemistry, Graz University of Technology , Stremayrgasse 9/Z2, 8010 Graz, Austria
| | | | | | | | | |
Collapse
|
8
|
Nanostructured and/or Nanoscale Lanthanide Metal-Organic Frameworks. LANTHANIDE METAL-ORGANIC FRAMEWORKS 2014. [DOI: 10.1007/430_2014_167] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
|
9
|
Rodrigues CV, Luz LL, Dutra JDL, Junior SA, Malta OL, Gatto CC, Streit HC, Freire RO, Wickleder C, Rodrigues MO. Unusual photoluminescence properties of the 3D mixed-lanthanide–organic frameworks induced by dimeric structures: a theoretical and experimental approach. Phys Chem Chem Phys 2014; 16:14858-66. [PMID: 24924492 DOI: 10.1039/c4cp00405a] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
Experimental and theoretical investigation of the 3D Ln-MOFs that present singular spectral signature.
Collapse
Affiliation(s)
- Carime V. Rodrigues
- LIMA-Laboratório de Inorgânica e Materiais
- Instituto de Química
- Campus Universitário Darcy Ribeiro
- Brasilia-DF, Brazil
| | - Leonis L. Luz
- Departamento de Química Fundamental
- UFPE
- Recife-PE, Brazil
| | - José Diogo L. Dutra
- Departamento de Química
- Pople Computational Chemistry Laboratory
- Universidade Federal de Sergipe
- São Cristóvão, Brazil
| | | | - Oscar L. Malta
- Departamento de Química Fundamental
- UFPE
- Recife-PE, Brazil
| | - Claudia C. Gatto
- LIMA-Laboratório de Inorgânica e Materiais
- Instituto de Química
- Campus Universitário Darcy Ribeiro
- Brasilia-DF, Brazil
| | - Huayna C. Streit
- Science and Technology
- Inorganic Chemistry
- University of Siegen
- 57068 Siegen, Germany
| | - Ricardo O. Freire
- Departamento de Química
- Pople Computational Chemistry Laboratory
- Universidade Federal de Sergipe
- São Cristóvão, Brazil
| | - Claudia Wickleder
- Science and Technology
- Inorganic Chemistry
- University of Siegen
- 57068 Siegen, Germany
| | - Marcelo Oliveira Rodrigues
- LIMA-Laboratório de Inorgânica e Materiais
- Instituto de Química
- Campus Universitário Darcy Ribeiro
- Brasilia-DF, Brazil
| |
Collapse
|