1
|
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.
Collapse
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
| |
Collapse
|
2
|
Information Entropy in Chemistry: An Overview. ENTROPY 2021; 23:e23101240. [PMID: 34681964 PMCID: PMC8534366 DOI: 10.3390/e23101240] [Citation(s) in RCA: 20] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/12/2021] [Revised: 09/19/2021] [Accepted: 09/20/2021] [Indexed: 12/20/2022]
Abstract
Basic applications of the information entropy concept to chemical objects are reviewed. These applications deal with quantifying chemical and electronic structures of molecules, signal processing, structural studies on crystals, and molecular ensembles. Recent advances in the mentioned areas make information entropy a central concept in interdisciplinary studies on digitalizing chemical reactions, chemico-information synthesis, crystal engineering, as well as digitally rethinking basic notions of structural chemistry in terms of informatics.
Collapse
|
3
|
Pino-Rios R, Báez-Grez R, Solà M. Acenes and phenacenes in their lowest-lying triplet states. Does kinked remain more stable than straight? Phys Chem Chem Phys 2021; 23:13574-13582. [PMID: 34109330 DOI: 10.1039/d1cp01441b] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
The larger stability of phenacenes compared to their acene isomers in their ground states is attributed to the larger aromaticity of the former. To our knowledge the relative stability of acenes and phenacenes in their lowest-lying triplet states (T1) has not been discussed yet. Using unrestricted density functional theory calculations, our results show that for the smallest members of the series, acenes in their T1 states are more stable than the corresponding phenacenes. However, when the number of the rings (n) involved increases, the energy difference is reduced and for n > 12, phenacenes become more stable than acenes in their T1 states. To rationalize this trend, we analyze the aromaticity of acenes and phenacenes using a set of aromaticity descriptors. We find that in the T1 states of both acenes and phenacenes, the outer rings form aromatic Clar π-sextets. In acenes, delocalization of spin density in the central rings leads to the preferred formation of the largest antiaromatic diradical. Resonant structures in the form of antiaromatic diradical Baird π-octadectets and π-tetradectets are the major contributors, while the smaller ones, such as π-doublets and π-sextets, contribute the least. In phenacenes, structures with diradical antiaromatic Baird π-sextets in some of the central rings contribute the most. These results are relevant to understand the (anti)aromaticity of larger polycyclic aromatic hydrocarbons in their triplet states.
Collapse
Affiliation(s)
- Ricardo Pino-Rios
- Laboratorio de Química Teórica, Facultad de Química y Biología, Universidad de Santiago de Chile (USACH), Región Metropolitana, Chile.
| | - Rodrigo Báez-Grez
- Computational and Theoretical Chemistry Group, Departamento de Ciencias Químicas, Facultad de Ciencias Exactas, Universidad Andres Bello, República 498, Santiago, Chile
| | - Miquel Solà
- Institut de Química Computacional i Catàlisi and Departament de Química, Universitat de Girona, 17003 Girona, Catalonia, Spain.
| |
Collapse
|
4
|
Kilymis D, Bartók AP, Pickard CJ, Forse AC, Merlet C. Efficient prediction of nucleus independent chemical shifts for polycyclic aromatic hydrocarbons. Phys Chem Chem Phys 2020; 22:13746-13755. [PMID: 32537616 DOI: 10.1039/d0cp01705a] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023]
Abstract
Nuclear Magnetic Resonance (NMR) is one of the most powerful experimental techniques to characterize the structure of molecules and confined liquids. Nevertheless, the complexity of the systems under investigation usually requires complementary computational studies to interpret the NMR results. In this work we focus on polycyclic aromatic hydrocarbons (PAHs), an important class of organic molecules which have been commonly used as simple analogues for the spectroscopic properties of more complex systems, such as porous disordered carbons. We use Density Functional Theory (DFT) to calculate 13C chemical shifts and Nucleus Independent Chemical Shifts (NICS) for 34 PAHs. The results show a clear molecular size dependence of the two quantities, as well as the convergence of the 13C NMR shifts towards the values observed for graphene. We then present two computationally cheap models for the prediction of NICS in simple PAHs. We show that while a simple dipolar model fails to produce accurate values, a perturbative tight-binding approach can be successfully applied for the prediction of NICS in this series of molecules, including some non-planar ones containing 5- and 7-membered rings. This model, one to two orders of magnitude faster than DFT calculations, is very promising and can be further refined in order to study more complex systems.
Collapse
Affiliation(s)
- Dimitrios Kilymis
- CIRIMAT, Université de Toulouse, CNRS, Université Toulouse 3 - Paul Sabatier, 118 Route de Narbonne, 31062 Toulouse cedex 9, France. and Réseau sur le Stockage Électrochimique de l'Énergie (RS2E), Fédération de Recherche CNRS 3459, HUB de l'Énergie, Rue Baudelocque, 80039 Amiens, France
| | - Albert P Bartók
- Warwick Centre for Predictive Modelling, Department of Physics and School of Engineering, University of Warwick, Coventry, CV4 7AL, UK and Rutherford Appleton Laboratory, Scientific Computing Department, Science and Technology Facilities Council, Didcot, OX11 0QX, UK
| | - Chris J Pickard
- Department of Materials Science and Metallurgy, University of Cambridge, UK and Advanced Institute for Materials Research, Tohoku University, Aoba, Sendai 980-8577, Japan
| | - Alexander C Forse
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge, CB2 1EW, UK and Department of Chemistry, Department of Chemical and Biomolecular Engineering, and Berkeley Energy and Climate Institute, University of California, Berkeley, CA94720, USA
| | - Céline Merlet
- CIRIMAT, Université de Toulouse, CNRS, Université Toulouse 3 - Paul Sabatier, 118 Route de Narbonne, 31062 Toulouse cedex 9, France. and Réseau sur le Stockage Électrochimique de l'Énergie (RS2E), Fédération de Recherche CNRS 3459, HUB de l'Énergie, Rue Baudelocque, 80039 Amiens, France
| |
Collapse
|
5
|
Tzeli D, Kozielewicz P, Zloh M, Antonow D, Tsoungas PG, Petsalakis ID. Naphthalene Peri Annelated N,N- and N,O-Heterocycles: The Effect of Heteroatom-Guided Peri
-Fusion on Their Structure and Reactivity Profiles-A Theoretical Endoscopy. ChemistrySelect 2018. [DOI: 10.1002/slct.201801627] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Affiliation(s)
- Demeter Tzeli
- Theoretical and Physical Chemistry Institute; National Hellenic Research Foundation, 48 Vassileos Constantinou Ave.; Athens 116 35 Greece
| | - Pawel Kozielewicz
- Karoliska Institutet; Dept of Physiology and Pharmacology; Karolinska Institutet, Solnavägen 9; 17165 Stockholm Sweden
| | - Mire Zloh
- Dept of Pharmacy; School of Life & Medical Sciences; University of Hertfordshire, Hatfield, Hertfordshire; AL10 9AB, U K
| | - Dyeison Antonow
- National Council for Scientific and Technological Development (CNPq); Brazil
| | - Petros G. Tsoungas
- Department of Biochemistry; Hellenic Pasteur Institute, 127 Vas.Sofias Ave., Athens; GR-11521 Greece
| | - Ioannis D. Petsalakis
- Theoretical and Physical Chemistry Institute; National Hellenic Research Foundation, 48 Vassileos Constantinou Ave.; Athens 116 35 Greece
| |
Collapse
|
6
|
Yu AY. Stability and Aromaticity of Some Superatomic Compounds Al3
-X (X=F, LiF2
, BeF3
, BF4
). ChemistrySelect 2018. [DOI: 10.1002/slct.201702995] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Affiliation(s)
- Ang-yang Yu
- Jilin Univ; Inst Theoret Chem, State Key Lab Theoret & Computat Chem; Changchun 130023, Peoples R China
| |
Collapse
|
7
|
Jones L, Lin L. An In Silico Study on the Isomers of Pentacene: The Case for Air-Stable and Alternative C 22H 14 Acenes for Organic Electronics. J Phys Chem A 2017; 121:2804-2813. [PMID: 28338331 DOI: 10.1021/acs.jpca.6b11770] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Pentacene is one of the most investigated candidates for organic thin film transistor (OTFT) applications over the last few decades even though it unstable in air (Eg = 1.80 eV), owing in part to its planar nature and high charge-transfer mobilities as both a single crystal (35 cm2 V-1 s-1) and as a thin-film (3.0 cm2 V-1 s-1). Until now, picene is the only isomer of pentacene to be investigated for organic electronic applications, due to its greater stability (Eg = 4.21 eV) and high-charge transfer mobility (3.0 cm2 V-1 s-1); even benefiting from oxygen doping. In the present study, a total of 12 fused-ring isomers (including pentacene, picene and ten other structures) of the formula C22H14 were analyzed and investigated for their electronic and optical properties for worth in OTFT applications. We screened several pure and hybrid DFT functionals against the experimental frontier molecular orbitals (FMOs) of pentacene, then deployed Marcus Theory, Koopmans' Theorem and Green's function with the P3 electron propagator variant, for the internal hole reorganization energy, the hole transfer integral (via the "splitting-in-dimer method" at d = 3.0, 3.5, and 4.0 Å), the charge transfer rate constant, and vertical ionization energies. Using these as a basis, we studied pentacene's isomers and found that the four nonplanar structures, namely, benzo[g]chrysene (3), naphtho[c]phenanthrene (7), benzo[c]chrysene (11) and dibenzo[c,c']phenthrene (12), are (I) more stable than pentacene, by up to 2 eV, and (II) have relatively similar ionization energies (7.5-7.6 eV) to those of picene's experimental value (7.51 eV). The largest charge transfer rates at 3.5 Å dimer separations were given by the isomers benzo[b]chrysene 4, naphtha[c]phenanthrene 7, dibenzo[a,c]anthracene 8 and benzo[a]tetracene 10 and found to be 2.92, 1.72, 1.30, and 3.09 × 1014 s-1 respectively. In comparison to that of pentacene (KCT = 3.97 × 1014 s-1), these unusual isomers are thus promising air-stable and alternative candidates for organic electronic applications.
Collapse
Affiliation(s)
- Leighton Jones
- Centre for Industrial Collaboration, School of Chemistry, University of Leeds , Woodhouse Lane, Leeds, West Yorkshire, United Kingdom , LS2 9JT
| | - Long Lin
- Centre for Industrial Collaboration, School of Chemistry, University of Leeds , Woodhouse Lane, Leeds, West Yorkshire, United Kingdom , LS2 9JT
| |
Collapse
|
8
|
Oña-Ruales JO, Wilson WB, Nalin F, Sander LC, Schubert-Ullrich P, Wise SA. The Influence of the Aromatic Character in the Gas Chromatography Elution Order: The Case of Polycyclic Aromatic Hydrocarbons. Mol Phys 2016; 114:3533-3545. [PMID: 28502996 DOI: 10.1080/00268976.2016.1246756] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
Abstract
A link between the aromatic character of polycyclic aromatic hydrocarbons and gas chromatography elution order in columns with a polysiloxane backbone in the stationary phase is reported for the first time. The aromatic character was calculated using a method that combines the π-Sextet Rule and the Pauling Ring Bond Orders to allow the establishment of the location and migration of aromatic sextets in PAH structures. One GC column with a polysiloxane - like backbone (Rxi-PAH) and three GC columns with a polysiloxane backbone (DB-5, SE-52, and LC-50), were used for the analysis. According to the results of this study, within an isomer group, PAHs that contain a lower number of rings affected by the aromatic sextets tend to elute earlier than PAHs that contain a higher number of rings affected by the aromatic sextets. The PAHs that follow the calculated elution order are 88 % in the Rxi-PAH column, 88 % in the DB-5 column, 93 % in the SE-52 column, and 85% in the LC-50 column. It is expected that future analyses with other aromatic compounds in GC columns with a polysiloxane backbone in the stationary phase will follow a GC elution order that agrees with the aromatic character of the molecules.
Collapse
Affiliation(s)
- Jorge O Oña-Ruales
- National Institute of Standards and Technology, NIST, Gaithersburg, Maryland 20899, USA
| | - Walter B Wilson
- National Institute of Standards and Technology, NIST, Gaithersburg, Maryland 20899, USA
| | - Federica Nalin
- National Institute of Standards and Technology, NIST, Gaithersburg, Maryland 20899, USA
| | - Lane C Sander
- National Institute of Standards and Technology, NIST, Gaithersburg, Maryland 20899, USA
| | | | - Stephen A Wise
- National Institute of Standards and Technology, NIST, Gaithersburg, Maryland 20899, USA
| |
Collapse
|
9
|
Lecomte C, Espinosa E, Matta CF. On atom-atom 'short contact' bonding interactions in crystals. IUCRJ 2015; 2:161-3. [PMID: 25866651 PMCID: PMC4392409 DOI: 10.1107/s2052252515002067] [Citation(s) in RCA: 52] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/18/2014] [Accepted: 01/30/2015] [Indexed: 05/08/2023]
Abstract
Professor Dunitz questions the usefulness of ascribing crystalline structural stability to individual atom-atom intermolecular interactions viewed as bonding (hence stabilizing) whenever linked by a bond path. An alternative view is expressed in the present essay that articulates the validity and usefulness of the bond path concept in a crystallographic and crystal engineering context.
Collapse
Affiliation(s)
- Claude Lecomte
- Laboratoire de Cristallographie, Résonance Magnétique et Modélisations, UMR CNRS 7036, Institut Jean Barriol, Faculté des Sciences et Technologies, Université de Lorraine, BP 70239, Boulevard des Aiguillettes 54506 Vandoeuvre-lès-Nancy France
- Correspondence e-mail:
| | - Enrique Espinosa
- Laboratoire de Cristallographie, Résonance Magnétique et Modélisations, UMR CNRS 7036, Institut Jean Barriol, Faculté des Sciences et Technologies, Université de Lorraine, BP 70239, Boulevard des Aiguillettes 54506 Vandoeuvre-lès-Nancy France
| | - Cherif F. Matta
- Laboratoire de Cristallographie, Résonance Magnétique et Modélisations, UMR CNRS 7036, Institut Jean Barriol, Faculté des Sciences et Technologies, Université de Lorraine, BP 70239, Boulevard des Aiguillettes 54506 Vandoeuvre-lès-Nancy France
- Department of Chemistry and Physics, Mount Saint Vincent University, Halifax, Nova Scotia, B3M 2J6 Canada
- Department of Chemistry, Dalhousie University, Halifax, Nova Scotia, B3H 4J3, Canada
- Department of Chemistry, Saint Mary’s University, Halifax, Nova Scotia, B3H 3C3, Canada
| |
Collapse
|
10
|
Antle P, Zeigler C, Robbat A. Retention behavior of alkylated polycyclic aromatic sulfur heterocycles on immobilized ionic liquid stationary phases. J Chromatogr A 2014; 1361:255-64. [DOI: 10.1016/j.chroma.2014.08.010] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2014] [Revised: 07/29/2014] [Accepted: 08/03/2014] [Indexed: 10/24/2022]
|
11
|
Foroutan-Nejad C, Shahbazian S, Marek R. Toward a Consistent Interpretation of the QTAIM: Tortuous Link between Chemical Bonds, Interactions, and Bond/Line Paths. Chemistry 2014; 20:10140-52. [DOI: 10.1002/chem.201402177] [Citation(s) in RCA: 166] [Impact Index Per Article: 16.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2014] [Indexed: 11/10/2022]
|
12
|
Sabirov DS. Polarizability as a landmark property for fullerene chemistry and materials science. RSC Adv 2014. [DOI: 10.1039/c4ra06116k] [Citation(s) in RCA: 63] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022] Open
Abstract
The review summarizes data on dipole polarizability of fullerenes and their derivatives, covering the most widespread classes of fullerene-containing molecules (fullerenes, fullerene exohedral derivatives, fullerene dimers, endofullerenes, fullerene ions, and derivatives with ionic bonds).
Collapse
Affiliation(s)
- Denis Sh. Sabirov
- Institute of Petrochemistry and Catalysis
- Russian Academy of Sciences
- 450075 Ufa, Russia
| |
Collapse
|
13
|
Sabirov DS, Terentyev AO, Bulgakov RG. Polarizability of fullerene [2+2]-dimers: a DFT study. Phys Chem Chem Phys 2014; 16:14594-600. [DOI: 10.1039/c3cp55528c] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
|