DFT-Based Method for More Accurate Adsorption Energies: An Adaptive Sum of Energies from RPBE and vdW Density Functionals
Abstract
In recent years, the popularity of density functional theory with periodic boundary conditions (DFT) has surged for the design and optimization of functional materials. However, no single DFT exchange–correlation functional currently available gives accurate adsorption energies on transition metals both when bonding to the surface is dominated by strong covalent or ionic bonding and when it has strong contributions from van der Waals interactions (i.e., dispersion forces). Here we present a new, simple method for accurately predicting adsorption energies on transition-metal surfaces based on DFT calculations, using an adaptively weighted sum of energies from RPBE and optB86b-vdW (or optB88-vdW) density functionals. This method has been benchmarked against a set of 39 reliable experimental energies for adsorption reactions. Our results show that this method has a mean absolute error and root mean squared error relative to experiments of 13.4 and 19.3 kJ/mol, respectively, compared to 20.4 and 26.4 kJ/mol for the BEEF-vdW functional. For systems with large van der Waals contributions, this method decreases these errors to 11.6 and 17.5 kJ/mol. Furthermore, this method provides predictions of adsorption energies both for processes dominated by strong covalent or ionic bonding and for those dominated by dispersion forces that are more accurate thanmore »
- Authors:
-
- Gene & Linda Voiland School of Chemical Engineering and Bioengineering, Washington State University, Pullman, Washington 99164, United States
- Cain Department of Chemical Engineering, Louisiana State University, Baton Rouge, Louisiana 70803, United States
- Institute for Chemical Technology and Polymer Chemistry, Karlsruhe Institute of Technology, Karlsruhe 76131, Germany
- Department of Chemistry and Department of Chemical Engineering, University of Washington, Seattle, Washington 98195, United States
- Gene & Linda Voiland School of Chemical Engineering and Bioengineering, Washington State University, Pullman, Washington 99164, United States, Department of Physics and Astronomy and Department of Chemistry, Washington State University, Pullman, Washington 99164, United States
- Publication Date:
- Research Org.:
- Washington State Univ., Pullman, WA (United States)
- Sponsoring Org.:
- USDOE Office of Science (SC), Basic Energy Sciences (BES)
- OSTI Identifier:
- 1344948
- Alternate Identifier(s):
- OSTI ID: 1346411
- Grant/Contract Number:
- SC0014560
- Resource Type:
- Published Article
- Journal Name:
- Journal of Physical Chemistry. C
- Additional Journal Information:
- Journal Name: Journal of Physical Chemistry. C Journal Volume: 121 Journal Issue: 9; Journal ID: ISSN 1932-7447
- Publisher:
- American Chemical Society
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 36 MATERIALS SCIENCE; 37 INORGANIC, ORGANIC, PHYSICAL, AND ANALYTICAL CHEMISTRY
Citation Formats
Hensley, Alyssa J. R., Ghale, Kushal, Rieg, Carolin, Dang, Thanh, Anderst, Emily, Studt, Felix, Campbell, Charles T., McEwen, Jean-Sabin, and Xu, Ye. DFT-Based Method for More Accurate Adsorption Energies: An Adaptive Sum of Energies from RPBE and vdW Density Functionals. United States: N. p., 2017.
Web. doi:10.1021/acs.jpcc.6b10187.
Hensley, Alyssa J. R., Ghale, Kushal, Rieg, Carolin, Dang, Thanh, Anderst, Emily, Studt, Felix, Campbell, Charles T., McEwen, Jean-Sabin, & Xu, Ye. DFT-Based Method for More Accurate Adsorption Energies: An Adaptive Sum of Energies from RPBE and vdW Density Functionals. United States. https://doi.org/10.1021/acs.jpcc.6b10187
Hensley, Alyssa J. R., Ghale, Kushal, Rieg, Carolin, Dang, Thanh, Anderst, Emily, Studt, Felix, Campbell, Charles T., McEwen, Jean-Sabin, and Xu, Ye. Mon .
"DFT-Based Method for More Accurate Adsorption Energies: An Adaptive Sum of Energies from RPBE and vdW Density Functionals". United States. https://doi.org/10.1021/acs.jpcc.6b10187.
@article{osti_1344948,
title = {DFT-Based Method for More Accurate Adsorption Energies: An Adaptive Sum of Energies from RPBE and vdW Density Functionals},
author = {Hensley, Alyssa J. R. and Ghale, Kushal and Rieg, Carolin and Dang, Thanh and Anderst, Emily and Studt, Felix and Campbell, Charles T. and McEwen, Jean-Sabin and Xu, Ye},
abstractNote = {In recent years, the popularity of density functional theory with periodic boundary conditions (DFT) has surged for the design and optimization of functional materials. However, no single DFT exchange–correlation functional currently available gives accurate adsorption energies on transition metals both when bonding to the surface is dominated by strong covalent or ionic bonding and when it has strong contributions from van der Waals interactions (i.e., dispersion forces). Here we present a new, simple method for accurately predicting adsorption energies on transition-metal surfaces based on DFT calculations, using an adaptively weighted sum of energies from RPBE and optB86b-vdW (or optB88-vdW) density functionals. This method has been benchmarked against a set of 39 reliable experimental energies for adsorption reactions. Our results show that this method has a mean absolute error and root mean squared error relative to experiments of 13.4 and 19.3 kJ/mol, respectively, compared to 20.4 and 26.4 kJ/mol for the BEEF-vdW functional. For systems with large van der Waals contributions, this method decreases these errors to 11.6 and 17.5 kJ/mol. Furthermore, this method provides predictions of adsorption energies both for processes dominated by strong covalent or ionic bonding and for those dominated by dispersion forces that are more accurate than those of any current standard DFT functional alone.},
doi = {10.1021/acs.jpcc.6b10187},
journal = {Journal of Physical Chemistry. C},
number = 9,
volume = 121,
place = {United States},
year = {Mon Feb 27 00:00:00 EST 2017},
month = {Mon Feb 27 00:00:00 EST 2017}
}
https://doi.org/10.1021/acs.jpcc.6b10187
Web of Science
Works referenced in this record:
Direct Dynamics for Free Radical Kinetics in Solution: Solvent Effect on the Rate Constant for the Reaction of Methanol with Atomic Hydrogen
journal, June 1999
- Chuang, Yao-Yuan; Radhakrishnan, Mala L.; Fast, Patton L.
- The Journal of Physical Chemistry A, Vol. 103, Issue 25
Many-body dispersion effects in the binding of adsorbates on metal surfaces
journal, September 2015
- Maurer, Reinhard J.; Ruiz, Victor G.; Tkatchenko, Alexandre
- The Journal of Chemical Physics, Vol. 143, Issue 10
Identification of Non-Precious Metal Alloy Catalysts for Selective Hydrogenation of Acetylene
journal, June 2008
- Studt, F.; Abild-Pedersen, F.; Bligaard, T.
- Science, Vol. 320, Issue 5881
Computational high-throughput screening of electrocatalytic materials for hydrogen evolution
journal, October 2006
- Greeley, Jeff; Jaramillo, Thomas F.; Bonde, Jacob
- Nature Materials, Vol. 5, Issue 11, p. 909-913
Catalysis and Surface Organometallic Chemistry: A View from Theory and Simulations
journal, March 2010
- Sautet, Philippe; Delbecq, Françoise
- Chemical Reviews, Vol. 110, Issue 3
Comprehensive Benchmarking of a Density-Dependent Dispersion Correction
journal, October 2011
- Steinmann, Stephan N.; Corminboeuf, Clemence
- Journal of Chemical Theory and Computation, Vol. 7, Issue 11
Model Selection Via Multifold Cross Validation
journal, March 1993
- Zhang, Ping
- The Annals of Statistics, Vol. 21, Issue 1
Rate Control and Reaction Engineering
journal, June 2009
- Norskov, J. K.; Bligaard, T.; Kleis, J.
- Science, Vol. 324, Issue 5935
Establishing the Accuracy of Broadly Used Density Functionals in Describing Bulk Properties of Transition Metals
journal, February 2013
- Janthon, Patanachai; Kozlov, Sergey M.; Viñes, Francesc
- Journal of Chemical Theory and Computation, Vol. 9, Issue 3
Chemically Accurate Simulation of a Prototypical Surface Reaction: H2 Dissociation on Cu(111)
journal, November 2009
- Diaz, C.; Pijper, E.; Olsen, R. A.
- Science, Vol. 326, Issue 5954
Efficient iterative schemes for ab initio total-energy calculations using a plane-wave basis set
journal, October 1996
- Kresse, G.; Furthmüller, J.
- Physical Review B, Vol. 54, Issue 16, p. 11169-11186
From ultrasoft pseudopotentials to the projector augmented-wave method
journal, January 1999
- Kresse, G.; Joubert, D.
- Physical Review B, Vol. 59, Issue 3, p. 1758-1775
First-principles simulation: ideas, illustrations and the CASTEP code
journal, March 2002
- Segall, M. D.; Lindan, Philip J. D.; Probert, M. J.
- Journal of Physics: Condensed Matter, Vol. 14, Issue 11
Chemical accuracy for the van der Waals density functional
journal, December 2009
- Klimeš, Jiří; Bowler, David R.; Michaelides, Angelos
- Journal of Physics: Condensed Matter, Vol. 22, Issue 2
Predicting Catalysis: Understanding Ammonia Synthesis from First-Principles Calculations
journal, September 2006
- Hellman, A.; Baerends, E. J.; Biczysko, M.
- The Journal of Physical Chemistry B, Vol. 110, Issue 36
Thermal and Electronic Fluctuations of Flexible Adsorbed Molecules: Azobenzene on Ag(111)
journal, April 2016
- Maurer, Reinhard J.; Liu, Wei; Poltavsky, Igor
- Physical Review Letters, Vol. 116, Issue 14
Improved adsorption energetics within density-functional theory using revised Perdew-Burke-Ernzerhof functionals
journal, March 1999
- Hammer, B.; Hansen, L. B.; Nørskov, J. K.
- Physical Review B, Vol. 59, Issue 11
Toward a Database of Chemically Accurate Barrier Heights for Reactions of Molecules with Metal Surfaces
journal, September 2015
- Kroes, Geert-Jan
- The Journal of Physical Chemistry Letters, Vol. 6, Issue 20
A benchmark database for adsorption bond energies to transition metal surfaces and comparison to selected DFT functionals
journal, October 2015
- Wellendorff, Jess; Silbaugh, Trent L.; Garcia-Pintos, Delfina
- Surface Science, Vol. 640
Accurate and Efficient Method for Many-Body van der Waals Interactions
journal, June 2012
- Tkatchenko, Alexandre; DiStasio, Robert A.; Car, Roberto
- Physical Review Letters, Vol. 108, Issue 23
Hydrogen Evolution Over Bimetallic Systems: Understanding the Trends
journal, May 2006
- Greeley, Jeff; Nørskov, Jens K.; Kibler, Ludwig A.
- ChemPhysChem, Vol. 7, Issue 5, p. 1032-1035
Using genetic algorithms to map first-principles results to model Hamiltonians: Application to the generalized Ising model for alloys
journal, October 2005
- Blum, Volker; Hart, Gus L. W.; Walorski, Michael J.
- Physical Review B, Vol. 72, Issue 16
Alloy catalysts designed from first principles
journal, October 2004
- Greeley, Jeff; Mavrikakis, Manos
- Nature Materials, Vol. 3, Issue 11
Formation enthalpies by mixing GGA and GGA calculations
journal, July 2011
- Jain, Anubhav; Hautier, Geoffroy; Ong, Shyue Ping
- Physical Review B, Vol. 84, Issue 4
Adsorption structures and energetics of molecules on metal surfaces: Bridging experiment and theory
journal, May 2016
- Maurer, Reinhard J.; Ruiz, Victor G.; Camarillo-Cisneros, Javier
- Progress in Surface Science, Vol. 91, Issue 2
Quantitative Prediction of Molecular Adsorption: Structure and Binding of Benzene on Coinage Metals
journal, July 2015
- Liu, Wei; Maaß, Friedrich; Willenbockel, Martin
- Physical Review Letters, Vol. 115, Issue 3
Ru–Pt core–shell nanoparticles for preferential oxidation of carbon monoxide in hydrogen
journal, March 2008
- Alayoglu, Selim; Nilekar, Anand U.; Mavrikakis, Manos
- Nature Materials, Vol. 7, Issue 4, p. 333-338
Adsorption Energy of tert -Butyl on Pt(111) by Dissociation of tert -Butyl Iodide: Calorimetry and DFT
journal, December 2013
- Silbaugh, Trent L.; Giorgi, Javier B.; Xu, Ye
- The Journal of Physical Chemistry C, Vol. 118, Issue 1
A search engine for catalysts
journal, November 2006
- Mavrikakis, Manos
- Nature Materials, Vol. 5, Issue 11
Design of a Surface Alloy Catalyst for Steam Reforming
journal, March 1998
- Besenbacher, F.
- Science, Vol. 279, Issue 5358
Ab initiomolecular dynamics for liquid metals
journal, January 1993
- Kresse, G.; Hafner, J.
- Physical Review B, Vol. 47, Issue 1, p. 558-561
Density functionals for surface science: Exchange-correlation model development with Bayesian error estimation
journal, June 2012
- Wellendorff, Jess; Lundgaard, Keld T.; Møgelhøj, Andreas
- Physical Review B, Vol. 85, Issue 23
Linear Model Selection by Cross-Validation
journal, June 1993
- Shao, Jun
- Journal of the American Statistical Association, Vol. 88, Issue 422
Density functional theory in surface chemistry and catalysis
journal, January 2011
- Norskov, J. K.; Abild-Pedersen, F.; Studt, F.
- Proceedings of the National Academy of Sciences, Vol. 108, Issue 3
Reactivity Theory of Transition-Metal Surfaces: A Brønsted−Evans−Polanyi Linear Activation Energy−Free-Energy Analysis
journal, December 2009
- van Santen, Rutger A.; Neurock, Matthew; Shetty, Sharan G.
- Chemical Reviews, Vol. 110, Issue 4
High-precision sampling for Brillouin-zone integration in metals
journal, August 1989
- Methfessel, M.; Paxton, A. T.
- Physical Review B, Vol. 40, Issue 6
Towards the computational design of solid catalysts
journal, April 2009
- Nørskov, J.; Bligaard, T.; Rossmeisl, J.
- Nature Chemistry, Vol. 1, Issue 1, p. 37-46
Bimetallic and Ternary Alloys for Improved Oxygen Reduction Catalysis
journal, November 2007
- Nilekar, Anand Udaykumar; Xu, Ye; Zhang, Junliang
- Topics in Catalysis, Vol. 46, Issue 3-4
Molecular adsorption at Pt(111). How accurate are DFT functionals?
journal, January 2015
- Gautier, Sarah; Steinmann, Stephan N.; Michel, Carine
- Physical Chemistry Chemical Physics, Vol. 17, Issue 43
Accurate electronic and chemical properties of 3d transition metal oxides using a calculated linear response U and a DFT + U (V) method
journal, April 2015
- Xu, Zhongnan; Joshi, Yogesh V.; Raman, Sumathy
- The Journal of Chemical Physics, Vol. 142, Issue 14
cp2k: atomistic simulations of condensed matter systems
journal, June 2013
- Hutter, Jürg; Iannuzzi, Marcella; Schiffmann, Florian
- Wiley Interdisciplinary Reviews: Computational Molecular Science, Vol. 4, Issue 1
Alloys of platinum and early transition metals as oxygen reduction electrocatalysts
journal, September 2009
- Greeley, J.; Stephens, I. E. L.; Bondarenko, A. S.
- Nature Chemistry, Vol. 1, Issue 7, p. 552-556