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Villot C, Huang T, Lao KU. Accurate prediction of global-density-dependent range-separation parameters based on machine learning. J Chem Phys 2023; 159:044103. [PMID: 37486048 DOI: 10.1063/5.0157340] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2023] [Accepted: 07/03/2023] [Indexed: 07/25/2023] Open
Abstract
In this work, we develop an accurate and efficient XGBoost machine learning model for predicting the global-density-dependent range-separation parameter, ωGDD, for long-range corrected functional (LRC)-ωPBE. This ωGDDML model has been built using a wide range of systems (11 466 complexes, ten different elements, and up to 139 heavy atoms) with fingerprints for the local atomic environment and histograms of distances for the long-range atomic correlation for mapping the quantum mechanical range-separation values. The promising performance on the testing set with 7046 complexes shows a mean absolute error of 0.001 117 a0-1 and only five systems (0.07%) with an absolute error larger than 0.01 a0-1, which indicates the good transferability of our ωGDDML model. In addition, the only required input to obtain ωGDDML is the Cartesian coordinates without electronic structure calculations, thereby enabling rapid predictions. LRC-ωPBE(ωGDDML) is used to predict polarizabilities for a series of oligomers, where polarizabilities are sensitive to the asymptotic density decay and are crucial in a variety of applications, including the calculations of dispersion corrections and refractive index, and surpasses the performance of all other popular density functionals except for the non-tuned LRC-ωPBE. Finally, LRC-ωPBE (ωGDDML) combined with (extended) symmetry-adapted perturbation theory is used in calculating noncovalent interactions to further show that the traditional ab initio system-specific tuning procedure can be bypassed. The present study not only provides an accurate and efficient way to determine the range-separation parameter for LRC-ωPBE but also shows the synergistic benefits of fusing the power of physically inspired density functional LRC-ωPBE and the data-driven ωGDDML model.
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Affiliation(s)
- Corentin Villot
- Department of Chemistry, Virginia Commonwealth University, Richmond, Virginia 23284, USA
| | - Tong Huang
- Department of Chemistry, Virginia Commonwealth University, Richmond, Virginia 23284, USA
| | - Ka Un Lao
- Department of Chemistry, Virginia Commonwealth University, Richmond, Virginia 23284, USA
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2
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Ivanova B, Spiteller M. Noncentrosymmetric organic crystals of barbiturates as potential nonlinear optical phores: experimental and theoretical analyses. CHEMICAL PAPERS 2019. [DOI: 10.1007/s11696-019-00835-5] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
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Maurer M, Bojko B, Byrd EFC, Kalman J. Ray tracing calculations in simulated propellant flames with detailed chemistry. APPLIED OPTICS 2019; 58:1451-1459. [PMID: 30874030 DOI: 10.1364/ao.58.001451] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/26/2018] [Accepted: 01/17/2019] [Indexed: 06/09/2023]
Abstract
Optical measurements in propellant flames are necessary to understand the combustion physics, yet these conditions provide challenges in probing the flame and may introduce uncertainty into the measurement. This work reports the use of simulations of an ammonium perchlorate propellant flame with finite rate chemistry to understand the role of ammonium perchlorate particle size and pressure on the uncertainty of imaging-based measurements on propellant flames. A two-dimensional ray tracing code was developed to incorporate the effects of the species concentration and temperature gradients on ray refraction within propellant flames. It was determined that the effects of the flame structure based upon pressure and oxidizer particle size increases the amount of ray deflection particularly at high pressures explaining a cause for challenges of aluminum agglomerate measurements at elevated pressure. This framework shows promise for understanding limitations and uncertainties of optical measurements for reacting and turbulent flows.
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Huang CC, Wu ZY, Sie BH, Chou WH, Huang YC, Yu MC, Chen BH, Hsu IJ, Wu LC, Lee JJ. Effect of the Functional Groups of Racemic Rodlike Schiff Base Mesogens on the Stabilization of Blue Phase in Binary Mixture Systems. J Phys Chem B 2016; 120:12736-12754. [PMID: 27973846 DOI: 10.1021/acs.jpcb.6b09823] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Four series of rodlike racemic Schiff base mesogens possessing different alkyl chains and two types of linkages, ester and alkynyl linkages, were synthesized and applied to induce cubic blue phases (BPs) in simple binary mixture systems. The mesophases of these Schiff base mesogens were confirmed by variable-temperature X-ray diffraction and the characteristic texture from polarized optical microscopy (POM). In general, when chiral additive S-(+)-2-octyl 4-(4-hexyloxybenzoyloxy)benzoate (S811; 20-40 wt %) is added into the rodlike racemic salicylaldimine-based mesogens, the cubic BPs could be observed and its temperature range is larger than 20 K. The widest temperature range of the cubic BP (35 K) can be observed in the blending mixture composed of rodlike racemic salicylaldimine-based mesogen OH-TIn possessing alkynyl linkage and 35-40 wt % S811. However, Schiff base mesogens possessing alkynyl linkage show a direct isotropic to chiral nematic transition when equal amount of chiral dopant is added. Notably, the termination temperature of BPs is very close to room temperature (ca. 35 °C) after 40.0 wt % S811 is added into the salicylaldimine-based mesogens possessing terminal alkyl chains and ester linkage. Interestingly, wide BPs (>30 K) can also be induced by adding chiral additive 1,4:3,6-dianhydro-2,5-bis[4-(n-hexyl-1-oxy)benzoic acid]sorbitol (ISO(6OBA)2) with a high helical twisting power into the racemic Schiff base mesogen possessing ester linkage. Cubic BPI and BPII can be confirmed by reflectance spectra and POM. The results of reflectance spectra indicate that the binary mixture composed of salicylaldimine-based mesogens and S811 easily exhibits a supercooling effect and induces BPI. However, only BPII can be observed in all binary mixtures containing Schiff base mesogens. On the basis of our experimental results and molecular modeling, we suppose that the values of biaxiality, polarizability, and the dipole moment of molecular geometry are the main factors that affect BP stabilization.
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Affiliation(s)
- Chiung-Cheng Huang
- Department of Chemical Engineering, Tatung University , Taipei 104, Taiwan
| | - Zong-Ye Wu
- Department of Chemical Engineering, Tatung University , Taipei 104, Taiwan
| | - Bing-Han Sie
- Department of Chemical Engineering, Tatung University , Taipei 104, Taiwan
| | - We-Hao Chou
- Department of Chemical Engineering, Tatung University , Taipei 104, Taiwan
| | - Yu-Chang Huang
- Department of Chemical Engineering, Tatung University , Taipei 104, Taiwan
| | - Mei-Ching Yu
- Department of Chemical Engineering, Tatung University , Taipei 104, Taiwan
| | - Bo-Hao Chen
- Department of Molecular Science and Engineering, National Taipei University of Technology , Taipei 106, Taiwan
| | - I-Jui Hsu
- Department of Molecular Science and Engineering, National Taipei University of Technology , Taipei 106, Taiwan
| | - Lai-Chin Wu
- National Synchrotron Radiation Research Center , Hsinchu 300, Taiwan
| | - Jey-Jau Lee
- National Synchrotron Radiation Research Center , Hsinchu 300, Taiwan
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Huang CC, Chen YH, Chen SY, Sun YZ, Wu ZY, Yu MC, Chen BH, Hsu IJ, Wu LC, Lee JJ. Broad temperature range of cubic blue phase present in simple binary mixture systems containing rodlike Schiff base mesogens with tolane moiety. SOFT MATTER 2016; 12:3110-3120. [PMID: 26906684 DOI: 10.1039/c5sm02920a] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/05/2023]
Abstract
Four simple rodlike Schiff base mesogens with tolane moiety were synthesized and applied to stabilize cubic blue phases (BPs) in simple binary mixture systems for the first time. When the chiral additive or was added into a chiral salicylaldimine-based compound, the temperature range of the cubic BP could be extended by more than 20 °C. However, when the chiral Schiff base mesogen was blended with chiral dopant possessing opposite handedness, , BPs could not be observed. Interestingly, the widest temperature range of the cubic BPs (∼35 °C) could be induced by adding the rodlike chiral dopant or into the rodlike racemic Schiff base mesogen with hydroxyl group. On the basis of our experimental results and molecular modeling, the appearance and temperature range of the BPs are affected by the dipole moment and the biaxiality of the molecular geometry. Accordingly, we demonstrated that the hydroxyl group and the methyl branch in this type of Schiff base mesogen play an important role in the stabilization of BPs.
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Affiliation(s)
- Chiung-Cheng Huang
- Department of Chemical Engineering, Tatung University, Taipei 104, Taiwan.
| | - Yu-Hao Chen
- Department of Chemical Engineering, Tatung University, Taipei 104, Taiwan.
| | - Sheng-Yen Chen
- Department of Chemical Engineering, Tatung University, Taipei 104, Taiwan.
| | - Yi-Zeng Sun
- Department of Chemical Engineering, Tatung University, Taipei 104, Taiwan.
| | - Zong-Ye Wu
- Department of Chemical Engineering, Tatung University, Taipei 104, Taiwan.
| | - Mei-Ching Yu
- Department of Chemical Engineering, Tatung University, Taipei 104, Taiwan.
| | - Bo-Hao Chen
- Department of Molecular Science and Engineering, National Taipei University of Technology, Taipei 106, Taiwan.
| | - I-Jui Hsu
- Department of Molecular Science and Engineering, National Taipei University of Technology, Taipei 106, Taiwan.
| | - Lai-Chin Wu
- National Synchrotron Radiation Research Center of Taiwan, Hsinchu 300, Taiwan
| | - Jey-Jau Lee
- National Synchrotron Radiation Research Center of Taiwan, Hsinchu 300, Taiwan
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Huang CC, Guo CY, Hsieh WC, Fang CY, Chiou JF, Shyu MJ, Chen BH, Hsu IJ, Lee JJ. Wide blue phase range observed in simple binary mixture systems containing rodlike racemic biphenyl mesogens with 2-octyloxy tails. RSC Adv 2016. [DOI: 10.1039/c6ra20799e] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
The widest temperature range of BP (∼34 K) can be induced by adding only 10 wt% chiral dopant ISO(6OBA)2 with high HTP into the rodlike racemic biphenyl compound C6OBiPhI-H.
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Affiliation(s)
| | - Chang-Yi Guo
- Department of Chemical Engineering
- Tatung University
- Taipei 104
- Taiwan
| | - Wei-Cheng Hsieh
- Department of Chemical Engineering
- Tatung University
- Taipei 104
- Taiwan
| | - Chih-Yi Fang
- Department of Chemical Engineering
- Tatung University
- Taipei 104
- Taiwan
| | - Jian-Fu Chiou
- Department of Chemical Engineering
- Tatung University
- Taipei 104
- Taiwan
| | - Ming-Jiun Shyu
- Department of Molecular Science and Engineering
- National Taipei University of Technology
- Taipei 106
- Taiwan
| | - Bo-Hao Chen
- Department of Molecular Science and Engineering
- National Taipei University of Technology
- Taipei 106
- Taiwan
| | - I-Jui Hsu
- Department of Molecular Science and Engineering
- National Taipei University of Technology
- Taipei 106
- Taiwan
| | - Jey-Jau Lee
- National Synchrotron Radiation Research Center of Taiwan
- Hsinchu 300
- Taiwan
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Second harmonic generation and electro-optical Pockels effect of 1- and 3-nitro-6-azabenzo[a]pyrene N-oxide isomers: A Hartree–Fock and Coulomb-attenuating density functional theory investigation. J CHEM SCI 2014. [DOI: 10.1007/s12039-014-0593-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
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Vargas J, Springborg M, Kirtman B. Electronic responses of long chains to electrostatic fields: Hartree-Fock vs. density-functional theory: a model study. J Chem Phys 2014; 140:054117. [PMID: 24511932 DOI: 10.1063/1.4864038] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/02/2023] Open
Abstract
The response to an electrostatic field is determined through simple model calculations, within both the restricted Hartree-Fock and density functional theory methods, for long, finite as well as infinite, periodic chains. The permanent dipole moment, μ0, the polarizability, α, and the hyperpolarizabilities β and γ, calculated using a finite-field approach, are extensively analyzed. Our simple model allows for treatment of large systems and for separation of the properties into atomic and unit-cell contributions. That part of the response properties attributable to the terminations of the finite system change into delocalized current contributions in the corresponding infinite periodic system. Special emphasis is placed on analyzing the reasons behind the dramatic overestimation of the response properties found with density functional theory methods presently in common use.
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Affiliation(s)
- Jorge Vargas
- Physical and Theoretical Chemistry, University of Saarland, 66123 Saarbrücken, Germany
| | - Michael Springborg
- Physical and Theoretical Chemistry, University of Saarland, 66123 Saarbrücken, Germany
| | - Bernard Kirtman
- Department of Chemistry and Biochemistry, University of California, Santa Barbara, California 93106, USA
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Second Harmonic Generation, Electrooptical Pockels Effect, and Static First-Order Hyperpolarizabilities of 2,2′-Bithiophene Conformers: An HF, MP2, and DFT Theoretical Investigation. ACTA ACUST UNITED AC 2013. [DOI: 10.1155/2013/394697] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
The static and dynamic electronic (hyper)polarizabilities of the equilibrium conformations of 2,2′-bithiophene (anti-gauche and syn-gauche) were computed in the gas phase. The calculations were carried out using Hartree-Fock (HF), Møller-Plesset second-order perturbation theory (MP2), and density functional theory methods. The properties were evaluated for the second harmonic generation (SHG), and electrooptical Pockels effect (EOPE) nonlinear optical processes at the typical λ=1064 nm of the Nd:YAG laser. The anti-gauche form characterized by the S–C2–C2′–S dihedral angle of 137° (MP2/6-311G**) is the global minimum on the potential energy surface, whereas the syn-gauche rotamer (S–C2–C2′–S = 48°, MP2/6-311G**) lies ca. 0.5 kcal/mol above the anti-gauche form. The structural properties of the gauche structures are rather similar to each other. The MP2 electron correlation effects are dramatic for the first-order hyperpolarizabilities of the 2,2′-bithiophenes, decreasing the HF values by ca. a factor of three. When passing from the anti-gauche to the syn-gauche conformer, the static and frequency-dependent first-order hyperpolarizabilities increase by ca. a factor of two. Differently, the electronic polarizabilities and second-order hyperpolarizabilities of these rotamers are rather close to each other. The syn-gauche structure could be discriminated from the anti-gauche one through its much more intense SHG and EOPE signals.
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Alparone A. Static and dynamic electronic (hyper)polarizabilities of dimethylnaphthalene isomers: characterization of spatial contributions by density analysis. ScientificWorldJournal 2013; 2013:832682. [PMID: 24288508 PMCID: PMC3830888 DOI: 10.1155/2013/832682] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2013] [Accepted: 09/04/2013] [Indexed: 01/11/2023] Open
Abstract
Static and frequency-dependent electronic (hyper)polarizabilities of the dimethylnaphthalene (DMN) isomers were computed in vacuum using the Coulomb-attenuating Density Functional Theory method. The nonlinear optical Second Harmonic Generation (SHG) and Electro-Optical Pockels Effect (EOPE) were investigated at the characteristic Nd:YAG laser wavelength of 1064 nm. The response electric properties especially the longitudinal polarizability, polarizability anisotropy, and first-order hyperpolarizability are significantly affected by the position of the methyl groups. The SHG and EOPE techniques can be potentially useful to discriminate the α,α-DMN isomers (2,6-DMN < 2,7-DMN < 2,3-DMN) as well as the β,β-DMN isomers (1,5-DMN < 1,4-DMN < 1,8-DMN). The (hyper)polarizability differences among the investigated DMNs were elucidated through density analysis calculations. The predicted polarizabilities exhibit good linear relationships with the experimental first-order biomass-normalized rate coefficient, a physicochemical property connected to the rates of biodegradation processes of polycyclic aromatic hydrocarbons.
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Affiliation(s)
- Andrea Alparone
- Department of Chemistry, University of Catania, Viale A. Doria 6, 95125 Catania, Italy
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