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Hermann J, Stöhr M, Góger S, Chaudhuri S, Aradi B, Maurer RJ, Tkatchenko A. libMBD: A general-purpose package for scalable quantum many-body dispersion calculations. J Chem Phys 2023; 159:174802. [PMID: 37933783 DOI: 10.1063/5.0170972] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2023] [Accepted: 10/17/2023] [Indexed: 11/08/2023] Open
Abstract
Many-body dispersion (MBD) is a powerful framework to treat van der Waals (vdW) dispersion interactions in density-functional theory and related atomistic modeling methods. Several independent implementations of MBD with varying degree of functionality exist across a number of electronic structure codes, which both limits the current users of those codes and complicates dissemination of new variants of MBD. Here, we develop and document libMBD, a library implementation of MBD that is functionally complete, efficient, easy to integrate with any electronic structure code, and already integrated in FHI-aims, DFTB+, VASP, Q-Chem, CASTEP, and Quantum ESPRESSO. libMBD is written in modern Fortran with bindings to C and Python, uses MPI/ScaLAPACK for parallelization, and implements MBD for both finite and periodic systems, with analytical gradients with respect to all input parameters. The computational cost has asymptotic cubic scaling with system size, and evaluation of gradients only changes the prefactor of the scaling law, with libMBD exhibiting strong scaling up to 256 processor cores. Other MBD properties beyond energy and gradients can be calculated with libMBD, such as the charge-density polarization, first-order Coulomb correction, the dielectric function, or the order-by-order expansion of the energy in the dipole interaction. Calculations on supramolecular complexes with MBD-corrected electronic structure methods and a meta-review of previous applications of MBD demonstrate the broad applicability of the libMBD package to treat vdW interactions.
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Affiliation(s)
- Jan Hermann
- Department of Mathematics and Computer Science, FU Berlin, 14195 Berlin, Germany
| | - Martin Stöhr
- Department of Physics and Materials Science, University of Luxembourg, L-1511 Luxembourg City, Luxembourg
| | - Szabolcs Góger
- Department of Physics and Materials Science, University of Luxembourg, L-1511 Luxembourg City, Luxembourg
| | - Shayantan Chaudhuri
- Department of Chemistry, University of Warwick, Coventry CV4 7AL, United Kingdom
| | - Bálint Aradi
- Bremen Center for Computational Materials Science, University of Bremen, 28359 Bremen, Germany
| | - Reinhard J Maurer
- Department of Chemistry, University of Warwick, Coventry CV4 7AL, United Kingdom
- Department of Physics, University of Warwick, Coventry CV4 7AL, United Kingdom
| | - Alexandre Tkatchenko
- Department of Physics and Materials Science, University of Luxembourg, L-1511 Luxembourg City, Luxembourg
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Sohail B, Blowey PJ, Rochford LA, Ryan PTP, Duncan DA, Lee TL, Starrs P, Costantini G, Woodruff DP, Maurer RJ. Donor-Acceptor Co-Adsorption Ratio Controls the Structure and Electronic Properties of Two-Dimensional Alkali-Organic Networks on Ag(100). THE JOURNAL OF PHYSICAL CHEMISTRY. C, NANOMATERIALS AND INTERFACES 2023; 127:2716-2727. [PMID: 36798903 PMCID: PMC9923740 DOI: 10.1021/acs.jpcc.2c08688] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/12/2022] [Revised: 01/12/2023] [Indexed: 06/18/2023]
Abstract
The results are presented of a detailed combined experimental and theoretical investigation of the influence of coadsorbed electron-donating alkali atoms and the prototypical electron acceptor molecule 7,7,8,8-tetracyanoquinodimethane (TCNQ) on the Ag(100) surface. Several coadsorption phases were characterized by scanning tunneling microscopy, low-energy electron diffraction, and soft X-ray photoelectron spectroscopy. Quantitative structural data were obtained using normal-incidence X-ray standing wave (NIXSW) measurements and compared with the results of density functional theory (DFT) calculations using several different methods of dispersion correction. Generally, good agreement between theory and experiment was achieved for the quantitative structures, albeit with the prediction of the alkali atom heights being challenging for some methods. The adsorption structures depend sensitively on the interplay of molecule-metal charge transfer and long-range dispersion forces, which are controlled by the composition ratio between alkali atoms and TCNQ. The large difference in atomic size between K and Cs has negligible effects on stability, whereas increasing the ratio of K/TCNQ from 1:4 to 1:1 leads to a weakening of molecule-metal interaction strength in favor of stronger ionic bonds within the two-dimensional alkali-organic network. A strong dependence of the work function on the alkali donor-TCNQ acceptor coadsorption ratio is predicted.
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Affiliation(s)
- B. Sohail
- Department
of Chemistry, University of Warwick, CoventryCV4 7AL, U.K.
| | - P. J. Blowey
- Department
of Physics, University of Warwick, CoventryCV4 7AL, U.K.
- Diamond
Light Source, Harwell Science and Innovation Campus, DidcotOX11 0DE, U.K.
| | - L. A. Rochford
- School
of Chemistry, University of Birmingham, BirminghamB15 2TT, U.K.
| | - P. T. P. Ryan
- Diamond
Light Source, Harwell Science and Innovation Campus, DidcotOX11 0DE, U.K.
- Department
of Materials, Imperial College, London, LondonSW7 2AZ, U.K.
| | - D. A. Duncan
- Diamond
Light Source, Harwell Science and Innovation Campus, DidcotOX11 0DE, U.K.
| | - T.-L. Lee
- Diamond
Light Source, Harwell Science and Innovation Campus, DidcotOX11 0DE, U.K.
| | - P. Starrs
- Diamond
Light Source, Harwell Science and Innovation Campus, DidcotOX11 0DE, U.K.
- School of
Chemistry, University of St. Andrews, St. AndrewsKY16 9AJ, U.K.
| | - G. Costantini
- Department
of Physics, University of Warwick, CoventryCV4 7AL, U.K.
- School
of Chemistry, University of Birmingham, BirminghamB15 2TT, U.K.
| | - D. P. Woodruff
- Department
of Physics, University of Warwick, CoventryCV4 7AL, U.K.
| | - R. J. Maurer
- Department
of Chemistry, University of Warwick, CoventryCV4 7AL, U.K.
- Department
of Physics, University of Warwick, CoventryCV4 7AL, U.K.
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Westermayr J, Chaudhuri S, Jeindl A, Hofmann OT, Maurer RJ. Long-range dispersion-inclusive machine learning potentials for structure search and optimization of hybrid organic-inorganic interfaces. DIGITAL DISCOVERY 2022; 1:463-475. [PMID: 36091414 PMCID: PMC9358753 DOI: 10.1039/d2dd00016d] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/25/2022] [Accepted: 06/03/2022] [Indexed: 12/16/2022]
Abstract
The computational prediction of the structure and stability of hybrid organic-inorganic interfaces provides important insights into the measurable properties of electronic thin film devices, coatings, and catalyst surfaces and plays an important role in their rational design. However, the rich diversity of molecular configurations and the important role of long-range interactions in such systems make it difficult to use machine learning (ML) potentials to facilitate structure exploration that otherwise requires computationally expensive electronic structure calculations. We present an ML approach that enables fast, yet accurate, structure optimizations by combining two different types of deep neural networks trained on high-level electronic structure data. The first model is a short-ranged interatomic ML potential trained on local energies and forces, while the second is an ML model of effective atomic volumes derived from atoms-in-molecules partitioning. The latter can be used to connect short-range potentials to well-established density-dependent long-range dispersion correction methods. For two systems, specifically gold nanoclusters on diamond (110) surfaces and organic π-conjugated molecules on silver (111) surfaces, we train models on sparse structure relaxation data from density functional theory and show the ability of the models to deliver highly efficient structure optimizations and semi-quantitative energy predictions of adsorption structures.
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Affiliation(s)
- Julia Westermayr
- Department of Chemistry, University of Warwick Coventry CV4 7AL UK
| | - Shayantan Chaudhuri
- Department of Chemistry, University of Warwick Coventry CV4 7AL UK
- Centre for Doctoral Training in Diamond Science and Technology, University of Warwick Coventry CV4 7AL UK
| | - Andreas Jeindl
- Institute of Solid State Physics, Graz University of Technology 8010 Graz Austria
| | - Oliver T Hofmann
- Institute of Solid State Physics, Graz University of Technology 8010 Graz Austria
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4
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Mousley P, Rochford LA, Ryan PTP, Blowey P, Lawrence J, Duncan DA, Hussain H, Sohail B, Lee TL, Bell GR, Costantini G, Maurer RJ, Nicklin C, Woodruff DP. Direct Experimental Evidence for Substrate Adatom Incorporation into a Molecular Overlayer. THE JOURNAL OF PHYSICAL CHEMISTRY. C, NANOMATERIALS AND INTERFACES 2022; 126:7346-7355. [PMID: 35521631 PMCID: PMC9059187 DOI: 10.1021/acs.jpcc.2c01432] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/01/2022] [Revised: 04/08/2022] [Indexed: 05/19/2023]
Abstract
While the phenomenon of metal substrate adatom incorporation into molecular overlayers is generally believed to occur in several systems, the experimental evidence for this relies on the interpretation of scanning tunneling microscopy (STM) images, which can be ambiguous and provides no quantitative structural information. We show that surface X-ray diffraction (SXRD) uniquely provides unambiguous identification of these metal adatoms. We present the results of a detailed structural study of the Au(111)-F4TCNQ system, combining surface characterization by STM, low-energy electron diffraction, and soft X-ray photoelectron spectroscopy with quantitative experimental structural information from normal incidence X-ray standing wave (NIXSW) and SXRD, together with dispersion-corrected density functional theory (DFT) calculations. Excellent agreement is found between the NIXSW data and the DFT calculations regarding the height and conformation of the adsorbed molecule, which has a twisted geometry rather than the previously supposed inverted bowl shape. SXRD measurements provide unequivocal evidence for the presence and location of Au adatoms, while the DFT calculations show this reconstruction to be strongly energetically favored.
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Affiliation(s)
- Philip
J. Mousley
- Diamond
Light Source, Harwell Science and Innovation Campus, Didcot OX11 0DE, U.K.
| | - Luke A. Rochford
- Chemistry
Department, University of Birmingham, University Road, Birmingham B15 2TT, U.K.
| | - Paul T. P. Ryan
- Diamond
Light Source, Harwell Science and Innovation Campus, Didcot OX11 0DE, U.K.
- Department
of Materials, Imperial College, London SW7 2AZ, U.K.
| | - Philip Blowey
- Diamond
Light Source, Harwell Science and Innovation Campus, Didcot OX11 0DE, U.K.
- Department
of Physics, University of Warwick, Coventry CV4 7AL, U.K.
| | - James Lawrence
- Department
of Chemistry, University of Warwick, Coventry CV4 7AL, U.K.
| | - David A. Duncan
- Diamond
Light Source, Harwell Science and Innovation Campus, Didcot OX11 0DE, U.K.
| | - Hadeel Hussain
- Diamond
Light Source, Harwell Science and Innovation Campus, Didcot OX11 0DE, U.K.
| | - Billal Sohail
- Department
of Chemistry, University of Warwick, Coventry CV4 7AL, U.K.
| | - Tien-Lin Lee
- Diamond
Light Source, Harwell Science and Innovation Campus, Didcot OX11 0DE, U.K.
| | - Gavin R. Bell
- Department
of Physics, University of Warwick, Coventry CV4 7AL, U.K.
| | | | | | - Christopher Nicklin
- Diamond
Light Source, Harwell Science and Innovation Campus, Didcot OX11 0DE, U.K.
| | - D. Phil Woodruff
- Department
of Physics, University of Warwick, Coventry CV4 7AL, U.K.
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5
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Ryan P, Blowey PJ, Sohail BS, Rochford LA, Duncan DA, Lee TL, Starrs P, Costantini G, Maurer RJ, Woodruff DP. Thermodynamic Driving Forces for Substrate Atom Extraction by Adsorption of Strong Electron Acceptor Molecules. THE JOURNAL OF PHYSICAL CHEMISTRY. C, NANOMATERIALS AND INTERFACES 2022; 126:6082-6090. [PMID: 35432689 PMCID: PMC9007530 DOI: 10.1021/acs.jpcc.2c00711] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/30/2022] [Revised: 03/13/2022] [Indexed: 05/29/2023]
Abstract
A quantitative structural investigation is reported, aimed at resolving the issue of whether substrate adatoms are incorporated into the monolayers formed by strong molecular electron acceptors deposited onto metallic electrodes. A combination of normal-incidence X-ray standing waves, low-energy electron diffraction, scanning tunnelling microscopy, and X-ray photoelectron spectroscopy measurements demonstrate that the systems TCNQ and F4TCNQ on Ag(100) lie at the boundary between these two possibilities and thus represent ideal model systems with which to study this effect. A room-temperature commensurate phase of adsorbed TCNQ is found not to involve Ag adatoms, but to adopt an inverted bowl configuration, long predicted but not previously identified experimentally. By contrast, a similar phase of adsorbed F4TCNQ does lead to Ag adatom incorporation in the overlayer, the cyano end groups of the molecule being twisted relative to the planar quinoid ring. Density functional theory (DFT) calculations show that this behavior is consistent with the adsorption energetics. Annealing of the commensurate TCNQ overlayer phase leads to an incommensurate phase that does appear to incorporate Ag adatoms. Our results indicate that the inclusion (or exclusion) of metal atoms into the organic monolayers is the result of both thermodynamic and kinetic factors.
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Affiliation(s)
- Paul Ryan
- Diamond Light
Source, Harwell Science and Innovation Campus, Didcot, OX11 0DE, United Kingdom
- Department
of Materials, Imperial College, London SW7 2AZ, United Kingdom
| | - Philip James Blowey
- Diamond Light
Source, Harwell Science and Innovation Campus, Didcot, OX11 0DE, United Kingdom
- Department
of Physics, University of Warwick, Coventry CV4 7AL, United Kingdom
| | - Billal S. Sohail
- Department
of Chemistry, University of Warwick, Coventry CV4 7AL, United Kingdom
| | - Luke A. Rochford
- Diamond Light
Source, Harwell Science and Innovation Campus, Didcot, OX11 0DE, United Kingdom
| | - David A. Duncan
- Diamond Light
Source, Harwell Science and Innovation Campus, Didcot, OX11 0DE, United Kingdom
| | - Tien-Lin Lee
- Diamond Light
Source, Harwell Science and Innovation Campus, Didcot, OX11 0DE, United Kingdom
| | - Peter Starrs
- Diamond Light
Source, Harwell Science and Innovation Campus, Didcot, OX11 0DE, United Kingdom
- School
of Chemistry, University of St. Andrews, St. Andrews, KY16 9AJ, United Kingdom
| | - Giovanni Costantini
- Department
of Chemistry, University of Warwick, Coventry CV4 7AL, United Kingdom
| | - Reinhard J. Maurer
- Department
of Chemistry, University of Warwick, Coventry CV4 7AL, United Kingdom
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Calcinelli F, Jeindl A, Hörmann L, Ghan S, Oberhofer H, Hofmann OT. Interfacial Charge Transfer Influences Thin-Film Polymorphism. THE JOURNAL OF PHYSICAL CHEMISTRY. C, NANOMATERIALS AND INTERFACES 2022; 126:2868-2876. [PMID: 35178141 PMCID: PMC8842301 DOI: 10.1021/acs.jpcc.1c09986] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/22/2021] [Revised: 01/12/2022] [Indexed: 05/05/2023]
Abstract
The structure and chemical composition are the key parameters influencing the properties of organic thin films deposited on inorganic substrates. Such films often display structures that substantially differ from the bulk, and the substrate has a relevant influence on their polymorphism. In this work, we illuminate the role of the substrate by studying its influence on para-benzoquinone on two different substrates, Ag(111) and graphene. We employ a combination of first-principles calculations and machine learning to identify the energetically most favorable structures on both substrates and study their electronic properties. Our results indicate that for the first layer, similar structures are favorable for both substrates. For the second layer, we find two significantly different structures. Interestingly, graphene favors the one with less, while Ag favors the one with more electronic coupling. We explain this switch in stability as an effect of the different charge transfer on the two substrates.
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Affiliation(s)
- Fabio Calcinelli
- Institute
of Solid State Physics, Graz University
of Technology, 8010 Graz, Austria
| | - Andreas Jeindl
- Institute
of Solid State Physics, Graz University
of Technology, 8010 Graz, Austria
| | - Lukas Hörmann
- Institute
of Solid State Physics, Graz University
of Technology, 8010 Graz, Austria
| | - Simiam Ghan
- Chair
for Theoretical Chemistry and Catalysis Research Center, Technical University Munich, 85748 Garching, Germany
| | - Harald Oberhofer
- Chair
for Theoretical Chemistry and Catalysis Research Center, Technical University Munich, 85748 Garching, Germany
- Chair
for Theoretical Physics VII and Bavarian Center for Battery Technology
(BayBatt), University of Bayreuth, Universitätsstraße 30, 95447 Bayreuth, Germany
| | - Oliver T. Hofmann
- Institute
of Solid State Physics, Graz University
of Technology, 8010 Graz, Austria
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7
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Hofmann OT, Zojer E, Hörmann L, Jeindl A, Maurer RJ. First-principles calculations of hybrid inorganic-organic interfaces: from state-of-the-art to best practice. Phys Chem Chem Phys 2021; 23:8132-8180. [PMID: 33875987 PMCID: PMC8237233 DOI: 10.1039/d0cp06605b] [Citation(s) in RCA: 22] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2020] [Accepted: 03/05/2021] [Indexed: 12/18/2022]
Abstract
The computational characterization of inorganic-organic hybrid interfaces is arguably one of the technically most challenging applications of density functional theory. Due to the fundamentally different electronic properties of the inorganic and the organic components of a hybrid interface, the proper choice of the electronic structure method, of the algorithms to solve these methods, and of the parameters that enter these algorithms is highly non-trivial. In fact, computational choices that work well for one of the components often perform poorly for the other. As a consequence, default settings for one materials class are typically inadequate for the hybrid system, which makes calculations employing such settings inefficient and sometimes even prone to erroneous results. To address this issue, we discuss how to choose appropriate atomistic representations for the system under investigation, we highlight the role of the exchange-correlation functional and the van der Waals correction employed in the calculation and we provide tips and tricks how to efficiently converge the self-consistent field cycle and to obtain accurate geometries. We particularly focus on potentially unexpected pitfalls and the errors they incur. As a summary, we provide a list of best practice rules for interface simulations that should especially serve as a useful starting point for less experienced users and newcomers to the field.
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Affiliation(s)
- Oliver T Hofmann
- Institute of Solid State Physics, Graz University of Technology, NAWI Graz, Petersgasse 16/II, 8010 Graz, Austria.
| | - Egbert Zojer
- Institute of Solid State Physics, Graz University of Technology, NAWI Graz, Petersgasse 16/II, 8010 Graz, Austria.
| | - Lukas Hörmann
- Institute of Solid State Physics, Graz University of Technology, NAWI Graz, Petersgasse 16/II, 8010 Graz, Austria.
| | - Andreas Jeindl
- Institute of Solid State Physics, Graz University of Technology, NAWI Graz, Petersgasse 16/II, 8010 Graz, Austria.
| | - Reinhard J Maurer
- Department of Chemistry, University of Warwick, Coventry, CV4 7AL, UK
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