The molecular gradient using the divide-expand-consolidate resolution of the identity second-order Møller-Plesset perturbation theory: The DEC-RI-MP2 gradient
Abstract
Here, we report an implementation of the molecular gradient using the divide-expand-consolidate resolution of the identity second-order Møller-Plesset perturbation theory (DEC-RI-MP2). The new DEC-RI-MP2 gradient method combines the precision control as well as the linear-scaling and massively parallel features of the DEC scheme with efficient evaluations of the gradient contributions using the RI approximation. We further demonstrate that the DEC-RI-MP2 gradient method is capable of calculating molecular gradients for very large molecular systems. A test set of supramolecular complexes containing up to 158 atoms and 1960 contracted basis functions has been employed to demonstrate the general applicability of the DEC-RI-MP2 method and to analyze the errors of the DEC approximation. The test set also contains molecules of complicated electronic structures and is thus deliberately chosen to stress test the DEC-RI-MP2 gradient implementation. Furthermore, as a showcase example the full molecular gradient for insulin (787 atoms and 7604 contracted basis functions) has been evaluated.
- Authors:
-
- Aarhus Univ. (Denmark)
- Publication Date:
- Research Org.:
- Oak Ridge National Lab. (ORNL), Oak Ridge, TN (United States). Oak Ridge Leadership Computing Facility (OLCF)
- Sponsoring Org.:
- USDOE Office of Science (SC); European Research Council (ERC)
- OSTI Identifier:
- 1565480
- Alternate Identifier(s):
- OSTI ID: 1263691
- Grant/Contract Number:
- AC05-00OR22725
- Resource Type:
- Accepted Manuscript
- Journal Name:
- Journal of Chemical Physics
- Additional Journal Information:
- Journal Volume: 145; Journal Issue: 2; Journal ID: ISSN 0021-9606
- Publisher:
- American Institute of Physics (AIP)
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 37 INORGANIC, ORGANIC, PHYSICAL AND ANALYTICAL CHEMISTRY
Citation Formats
Bykov, Dmytro, Kristensen, Kasper, and Kjærgaard, Thomas. The molecular gradient using the divide-expand-consolidate resolution of the identity second-order Møller-Plesset perturbation theory: The DEC-RI-MP2 gradient. United States: N. p., 2016.
Web. doi:10.1063/1.4956454.
Bykov, Dmytro, Kristensen, Kasper, & Kjærgaard, Thomas. The molecular gradient using the divide-expand-consolidate resolution of the identity second-order Møller-Plesset perturbation theory: The DEC-RI-MP2 gradient. United States. https://doi.org/10.1063/1.4956454
Bykov, Dmytro, Kristensen, Kasper, and Kjærgaard, Thomas. Thu .
"The molecular gradient using the divide-expand-consolidate resolution of the identity second-order Møller-Plesset perturbation theory: The DEC-RI-MP2 gradient". United States. https://doi.org/10.1063/1.4956454. https://www.osti.gov/servlets/purl/1565480.
@article{osti_1565480,
title = {The molecular gradient using the divide-expand-consolidate resolution of the identity second-order Møller-Plesset perturbation theory: The DEC-RI-MP2 gradient},
author = {Bykov, Dmytro and Kristensen, Kasper and Kjærgaard, Thomas},
abstractNote = {Here, we report an implementation of the molecular gradient using the divide-expand-consolidate resolution of the identity second-order Møller-Plesset perturbation theory (DEC-RI-MP2). The new DEC-RI-MP2 gradient method combines the precision control as well as the linear-scaling and massively parallel features of the DEC scheme with efficient evaluations of the gradient contributions using the RI approximation. We further demonstrate that the DEC-RI-MP2 gradient method is capable of calculating molecular gradients for very large molecular systems. A test set of supramolecular complexes containing up to 158 atoms and 1960 contracted basis functions has been employed to demonstrate the general applicability of the DEC-RI-MP2 method and to analyze the errors of the DEC approximation. The test set also contains molecules of complicated electronic structures and is thus deliberately chosen to stress test the DEC-RI-MP2 gradient implementation. Furthermore, as a showcase example the full molecular gradient for insulin (787 atoms and 7604 contracted basis functions) has been evaluated.},
doi = {10.1063/1.4956454},
journal = {Journal of Chemical Physics},
number = 2,
volume = 145,
place = {United States},
year = {Thu Jul 14 00:00:00 EDT 2016},
month = {Thu Jul 14 00:00:00 EDT 2016}
}
Web of Science
Works referenced in this record:
A near linear-scaling smooth local coupled cluster algorithm for electronic structure
journal, August 2006
- Subotnik, Joseph E.; Sodt, Alex; Head-Gordon, Martin
- The Journal of Chemical Physics, Vol. 125, Issue 7
Efficient and accurate local approximations to coupled-electron pair approaches: An attempt to revive the pair natural orbital method
journal, March 2009
- Neese, Frank; Wennmohs, Frank; Hansen, Andreas
- The Journal of Chemical Physics, Vol. 130, Issue 11
Analytic gradients for coupled‐cluster energies that include noniterative connected triple excitations: Application to c i s ‐ and t r a n s ‐HONO
journal, May 1991
- Lee, Timothy J.; Rendell, Alistair P.
- The Journal of Chemical Physics, Vol. 94, Issue 9
A direct MP2 gradient method
journal, February 1990
- Frisch, Michael J.; Head-Gordon, Martin; Pople, John A.
- Chemical Physics Letters, Vol. 166, Issue 3
An improved algorithm for analytical gradient evaluation in resolution-of-the-identity second-order Møller-Plesset perturbation theory: Application to alanine tetrapeptide conformational analysis
journal, April 2007
- Distasio, Robert A.; Steele, Ryan P.; Rhee, Young Min
- Journal of Computational Chemistry, Vol. 28, Issue 5
Low-order scaling local electron correlation methods. I. Linear scaling local MP2
journal, October 1999
- Schütz, Martin; Hetzer, Georg; Werner, Hans-Joachim
- The Journal of Chemical Physics, Vol. 111, Issue 13
An improved semidirect MP2 gradient method
journal, February 1999
- Head-GORDON, Martin
- Molecular Physics, Vol. 96, Issue 4
The ORCA program system: The ORCA program system
journal, June 2011
- Neese, Frank
- Wiley Interdisciplinary Reviews: Computational Molecular Science, Vol. 2, Issue 1
The elimination of singularities in derivative calculations
journal, October 1985
- Handy, N. C.; Amos, R. D.; Gaw, J. F.
- Chemical Physics Letters, Vol. 120, Issue 2
On some approximations in applications of X α theory
journal, October 1979
- Dunlap, B. I.; Connolly, J. W. D.; Sabin, J. R.
- The Journal of Chemical Physics, Vol. 71, Issue 8
An efficient local coupled cluster method for accurate thermochemistry of large systems
journal, October 2011
- Werner, Hans-Joachim; Schütz, Martin
- The Journal of Chemical Physics, Vol. 135, Issue 14
Fitting the Coulomb potential variationally in linear-combination-of-atomic-orbitals density-functional calculations
journal, January 1982
- Mintmire, J. W.; Dunlap, B. I.
- Physical Review A, Vol. 25, Issue 1
Dynamically screened local correlation method using enveloping localized orbitals
journal, July 2006
- Auer, Alexander A.; Nooijen, Marcel
- The Journal of Chemical Physics, Vol. 125, Issue 2
Analytical energy gradients for local second-order Mo/ller–Plesset perturbation theory
journal, April 1998
- El Azhary, Adel; Rauhut, Guntram; Pulay, Peter
- The Journal of Chemical Physics, Vol. 108, Issue 13
Semidirect MP2 gradient evaluation on workstation computers: The MPGRAD program
journal, August 1993
- Haase, Frank; Ahlrichs, Reinhart
- Journal of Computational Chemistry, Vol. 14, Issue 8
Analytical energy gradients for local second-order Møller–Plesset perturbation theory using density fitting approximations
journal, July 2004
- Schütz, Martin; Werner, Hans-Joachim; Lindh, Roland
- The Journal of Chemical Physics, Vol. 121, Issue 2
Auxiliary basis sets to approximate Coulomb potentials
journal, June 1995
- Eichkorn, Karin; Treutler, Oliver; Öhm, Holger
- Chemical Physics Letters, Vol. 240, Issue 4
MP2 energy and density for large molecular systems with internal error control using the Divide-Expand-Consolidate scheme
journal, January 2012
- Kristensen, Kasper; Høyvik, Ida-Marie; Jansik, Branislav
- Physical Chemistry Chemical Physics, Vol. 14, Issue 45
Gaussian basis sets for use in correlated molecular calculations. I. The atoms boron through neon and hydrogen
journal, January 1989
- Dunning, Thom H.
- The Journal of Chemical Physics, Vol. 90, Issue 2
Orbital spaces in the divide-expand-consolidate coupled cluster method
journal, April 2016
- Ettenhuber, Patrick; Baudin, Pablo; Kjærgaard, Thomas
- The Journal of Chemical Physics, Vol. 144, Issue 16
General biorthogonal projected bases as applied to second-order Møller-Plesset perturbation theory
journal, August 2007
- Weijo, Ville; Manninen, Pekka; Jørgensen, Poul
- The Journal of Chemical Physics, Vol. 127, Issue 7
The Dalton quantum chemistry program system: The Dalton program
journal, September 2013
- Aidas, Kestutis; Angeli, Celestino; Bak, Keld L.
- Wiley Interdisciplinary Reviews: Computational Molecular Science, Vol. 4, Issue 3
An atomic orbital-based reformulation of energy gradients in second-order Møller–Plesset perturbation theory
journal, April 2008
- Schweizer, Sabine; Doser, Bernd; Ochsenfeld, Christian
- The Journal of Chemical Physics, Vol. 128, Issue 15
Analytical differentiation of the energy contribution due to triple excitations in fourth-order Møller-Plesset perturbation theory
journal, December 1988
- Gauss, Jürgen; Cremer, Dieter
- Chemical Physics Letters, Vol. 153, Issue 4
Molecular gradient for second-order Møller-Plesset perturbation theory using the divide-expand-consolidate (DEC) scheme
journal, September 2012
- Kristensen, Kasper; Jørgensen, Poul; Jansík, Branislav
- The Journal of Chemical Physics, Vol. 137, Issue 11
Rigorous integral screening for electron correlation methods
journal, November 2005
- Lambrecht, Daniel S.; Doser, Bernd; Ochsenfeld, Christian
- The Journal of Chemical Physics, Vol. 123, Issue 18
Analytic evaluation of energy gradients for the single and double excitation coupled cluster (CCSD) wave function: Theory and application
journal, November 1987
- Scheiner, Andrew C.; Scuseria, Gustavo E.; Rice, Julia E.
- The Journal of Chemical Physics, Vol. 87, Issue 9
Auxiliary basis sets for main row atoms and transition metals and their use to approximate Coulomb potentials
journal, October 1997
- Eichkorn, Karin; Weigend, Florian; Treutler, Oliver
- Theoretical Chemistry Accounts: Theory, Computation, and Modeling (Theoretica Chimica Acta), Vol. 97, Issue 1-4
On the efficient evaluation of analytic energy gradients
journal, December 1985
- Rice, J. E.; Amos, R. D.
- Chemical Physics Letters, Vol. 122, Issue 6
Linear scaling coupled cluster and perturbation theories in the atomic orbital basis
journal, November 1999
- Scuseria, Gustavo E.; Ayala, Philippe Y.
- The Journal of Chemical Physics, Vol. 111, Issue 18
Tighter multipole-based integral estimates and parallel implementation of linear-scaling AO–MP2 theory
journal, January 2008
- Doser, Bernd; Lambrecht, Daniel S.; Ochsenfeld, Christian
- Physical Chemistry Chemical Physics, Vol. 10, Issue 23
Tensor factorizations of local second-order Møller–Plesset theory
journal, January 2011
- Yang, Jun; Kurashige, Yuki; Manby, Frederick R.
- The Journal of Chemical Physics, Vol. 134, Issue 4
Analytical evaluation of energy gradients in quadratic configuration interaction theory
journal, September 1988
- Gauss, Jürgen; Cremer, Dieter
- Chemical Physics Letters, Vol. 150, Issue 3-4
Extension of linear-scaling divide-and-conquer-based correlation method to coupled cluster theory with singles and doubles excitations
journal, July 2008
- Kobayashi, Masato; Nakai, Hiromi
- The Journal of Chemical Physics, Vol. 129, Issue 4
Linear scaling local correlation approach for solving the coupled cluster equations of large systems
journal, December 2001
- Li, Shuhua; Ma, Jing; Jiang, Yuansheng
- Journal of Computational Chemistry, Vol. 23, Issue 2
Linear scaling coupled cluster method with correlation energy based error control
journal, July 2010
- Ziółkowski, Marcin; Jansík, Branislav; Kjærgaard, Thomas
- The Journal of Chemical Physics, Vol. 133, Issue 1
Mo/ller–Plesset energy derivatives
journal, August 1988
- Jo/rgensen, Poul; Helgaker, Trygve
- The Journal of Chemical Physics, Vol. 89, Issue 3
A derivation of the frozen-orbital unrestricted open-shell and restricted closed-shell second-order perturbation theory analytic gradient expressions
journal, November 2003
- Aikens, Christine M.; Webb, Simon P.; Bell, Rob L.
- Theoretical Chemistry Accounts: Theory, Computation, and Modeling (Theoretica Chimica Acta), Vol. 110, Issue 4
Efficient linear-scaling second-order Møller-Plesset perturbation theory: The divide–expand–consolidate RI-MP2 model
journal, February 2016
- Baudin, Pablo; Ettenhuber, Patrick; Reine, Simen
- The Journal of Chemical Physics, Vol. 144, Issue 5
A New dimension to quantum chemistry: Theoretical methods for the analytic evaluation of first, second, and third derivatives of the molecular electronic energy with respect to nuclear coordinates
journal, February 1986
- Schaefer, Henry F.; Yamaguchi, Yukio
- Journal of Molecular Structure: THEOCHEM, Vol. 135
Semi-direct algorithms for the MP2 energy and gradient
journal, February 1990
- Frisch, Michael J.; Head-Gordon, Martin; Pople, John A.
- Chemical Physics Letters, Vol. 166, Issue 3
Efficient implementation of the analytic second derivatives of Hartree–Fock and hybrid DFT energies: a detailed analysis of different approximations
journal, March 2015
- Bykov, Dmytro; Petrenko, Taras; Izsák, Róbert
- Molecular Physics, Vol. 113, Issue 13-14
Linear scaling second-order Moller–Plesset theory in the atomic orbital basis for large molecular systems
journal, February 1999
- Ayala, Philippe Y.; Scuseria, Gustavo E.
- The Journal of Chemical Physics, Vol. 110, Issue 8
Analytic evaluation of energy gradients for the singles and doubles coupled cluster method including perturbative triple excitations: Theory and applications to FOOF and Cr 2
journal, January 1991
- Scuseria, Gustavo E.
- The Journal of Chemical Physics, Vol. 94, Issue 1
Fully automated implementation of the incremental scheme: Application to CCSD energies for hydrocarbons and transition metal compounds
journal, April 2007
- Friedrich, Joachim; Hanrath, Michael; Dolg, Michael
- The Journal of Chemical Physics, Vol. 126, Issue 15
M�ller-Plesset (MP2) perturbation theory for large molecules
journal, November 1993
- H�ser, Marco
- Theoretica Chimica Acta, Vol. 87, Issue 1-2
Supramolecular Binding Thermodynamics by Dispersion-Corrected Density Functional Theory
journal, July 2012
- Grimme, Stefan
- Chemistry - A European Journal, Vol. 18, Issue 32
Analytical gradient of restricted second-order Møller–Plesset correlation energy with the resolution of the identity approximation, applied to the TCNE dimer anion complex
journal, July 2006
- Rhee, Young Min; DiStasio, Robert A.; Lochan, Rohini C.
- Chemical Physics Letters, Vol. 426, Issue 1-3
Nuclear second analytical derivative calculations using auxiliary basis set expansions
journal, January 2004
- Deglmann, Peter; May, Klaus; Furche, Filipp
- Chemical Physics Letters, Vol. 384, Issue 1-3
A new direct MP2 gradient algorithm with implementation on a massively parallel computer
journal, June 1996
- Nielsen, Ida M. B.
- Chemical Physics Letters, Vol. 255, Issue 1-3
A natural linear scaling coupled-cluster method
journal, January 2004
- Flocke, N.; Bartlett, Rodney J.
- The Journal of Chemical Physics, Vol. 121, Issue 22
Efficient and accurate approximations to the local coupled cluster singles doubles method using a truncated pair natural orbital basis
journal, January 2009
- Neese, Frank; Hansen, Andreas; Liakos, Dimitrios G.
- The Journal of Chemical Physics, Vol. 131, Issue 6
The analytic evaluation of second-order møller-plesset (MP2) dipole moment derivatives
journal, May 1987
- Simandiras, E. D.; Amos, R. D.; Handy, N. C.
- Chemical Physics, Vol. 114, Issue 1
Analytic energy gradient for second-order Møller-Plesset perturbation theory based on the fragment molecular orbital method
journal, July 2011
- Nagata, Takeshi; Fedorov, Dmitri G.; Ishimura, Kazuya
- The Journal of Chemical Physics, Vol. 135, Issue 4
Localizability of dynamic electron correlation
journal, September 1983
- Pulay, Peter
- Chemical Physics Letters, Vol. 100, Issue 2
Low-order scaling local electron correlation methods. IV. Linear scaling local coupled-cluster (LCCSD)
journal, January 2001
- Schütz, Martin; Werner, Hans-Joachim
- The Journal of Chemical Physics, Vol. 114, Issue 2
Improved Design of Orbital Domains within the Cluster-in-Molecule Local Correlation Framework: Single-Environment Cluster-in-Molecule Ansatz and Its Application to Local Coupled-Cluster Approach with Singles and Doubles †
journal, August 2010
- Li, Wei; Piecuch, Piotr
- The Journal of Physical Chemistry A, Vol. 114, Issue 33
Third‐order MBPT gradients
journal, May 1985
- Fitzgerald, George; Harrison, Robert; Laidig, William D.
- The Journal of Chemical Physics, Vol. 82, Issue 9
Self-consistent molecular Hartree—Fock—Slater calculations I. The computational procedure
journal, September 1973
- Baerends, E. J.; Ellis, D. E.; Ros, P.
- Chemical Physics, Vol. 2, Issue 1
A parallel second-order Møller-Plesset gradient
journal, June 1997
- Fletcher, By GRAHAM D.; Rendell, Alistair P.; Sherwood, Paul
- Molecular Physics, Vol. 91, Issue 3
Analytic first and second derivatives for the CCSDT-n (n = 1–3) models: a first step towards the efficient calculation of CCSDT properties
journal, January 2000
- Gauss, Jürgen; Stanton, John F.
- Physical Chemistry Chemical Physics, Vol. 2, Issue 10
Ab initio calculation of force constants and equilibrium geometries in polyatomic molecules : I. Theory
journal, January 1969
- Pulay, P.
- Molecular Physics, Vol. 17, Issue 2
New parallel algorithm for MP2 energy gradient calculations
journal, January 2007
- Ishimura, Kazuya; Pulay, Peter; Nagase, Shigeru
- Journal of Computational Chemistry, Vol. 28, Issue 12
Derivative studies in hartree-fock and møller-plesset theories
journal, March 1979
- Pople, J. A.; Krishnan, R.; Schlegel, H. B.
- International Journal of Quantum Chemistry, Vol. 16, Issue S13
Derivative studies in configuration–interaction theory
journal, April 1980
- Krishnan, R.; Schlegel, H. B.; Pople, J. A.
- The Journal of Chemical Physics, Vol. 72, Issue 8
Analytic gradients from correlated wave functions via the two‐particle density matrix and the unitary group approach
journal, April 1980
- Brooks, Bernard R.; Laidig, William D.; Saxe, Paul
- The Journal of Chemical Physics, Vol. 72, Issue 8
Analytic Molecular Hessian Calculations for CC2 and MP2 Combined with the Resolution of Identity Approximation
journal, February 2013
- Friese, Daniel H.; Hättig, Christof; Koβmann, Jörg
- Journal of Chemical Theory and Computation, Vol. 9, Issue 3
A Locality Analysis of the Divide–Expand–Consolidate Coupled Cluster Amplitude Equations
journal, May 2011
- Kristensen, Kasper; Ziółkowski, Marcin; Jansík, Branislav
- Journal of Chemical Theory and Computation, Vol. 7, Issue 6
A numerically stable procedure for calculating M�ller-Plesset energy derivatives, derived using the theory of Lagrangians
journal, January 1989
- Helgaker, Trygve; J�rgensen, Poul; Handy, Nicholas C.
- Theoretica Chimica Acta, Vol. 76, Issue 4
RI-MP2: first derivatives and global consistency
journal, October 1997
- Weigend, Florian; Häser, Marco
- Theoretical Chemistry Accounts: Theory, Computation, and Modeling (Theoretica Chimica Acta), Vol. 97, Issue 1-4
The structure of T 6 human insulin at 1.0 Å resolution
journal, February 2003
- Smith, G. David; Pangborn, Walter A.; Blessing, Robert H.
- Acta Crystallographica Section D Biological Crystallography, Vol. 59, Issue 3
Local Treatment of Electron Correlation
journal, October 1993
- Saebo, S.; Pulay, P.
- Annual Review of Physical Chemistry, Vol. 44, Issue 1
Local treatment of electron correlation in coupled cluster theory
journal, April 1996
- Hampel, Claudia; Werner, Hans‐Joachim
- The Journal of Chemical Physics, Vol. 104, Issue 16
Analytical differentiation of the energy contribution due to triple excitations in quadratic configuration interaction theory
journal, November 1989
- Gauss, Jürgen; Cremer, Dieter
- Chemical Physics Letters, Vol. 163, Issue 6
The divide-expand-consolidate family of coupled cluster methods: Numerical illustrations using second order Møller-Plesset perturbation theory
journal, January 2012
- Høyvik, Ida-Marie; Kristensen, Kasper; Jansik, Branislav
- The Journal of Chemical Physics, Vol. 136, Issue 1
Some Recent Results concerning the Electronic Density and the Force Constants of Small Molecules
journal, April 1960
- Bratož, S.; Daudel, R.; Roux, M.
- Reviews of Modern Physics, Vol. 32, Issue 2
Efficient evaluation of Coulomb integrals in a mixed Gaussian and plane-wave basis using the density fitting and Cholesky decomposition
journal, March 2012
- Čársky, Petr; Čurík, Roman; Varga, Štefan
- The Journal of Chemical Physics, Vol. 136, Issue 11
Coupled-cluster theory in a projected atomic orbital basis
journal, February 2006
- Christiansen, Ove; Manninen, Pekka; Jørgensen, Poul
- The Journal of Chemical Physics, Vol. 124, Issue 8
Integral approximations for LCAO-SCF calculations
journal, October 1993
- Vahtras, O.; Almlöf, J.; Feyereisen, M. W.
- Chemical Physics Letters, Vol. 213, Issue 5-6
Analytic energy gradients for the coupled-cluster singles and doubles method with the density-fitting approximation
journal, May 2016
- Bozkaya, Uğur; Sherrill, C. David
- The Journal of Chemical Physics, Vol. 144, Issue 17
Coupled-cluster theory based upon the fragment molecular-orbital method
journal, October 2005
- Fedorov, Dmitri G.; Kitaura, Kazuo
- The Journal of Chemical Physics, Vol. 123, Issue 13
Efficient Structure Optimization with Second-Order Many-Body Perturbation Theory: The RIJCOSX-MP2 Method
journal, July 2010
- Kossmann, Simone; Neese, Frank
- Journal of Chemical Theory and Computation, Vol. 6, Issue 8
Local correlation calculations using standard and renormalized coupled-cluster approaches
journal, September 2009
- Li, Wei; Piecuch, Piotr; Gour, Jeffrey R.
- The Journal of Chemical Physics, Vol. 131, Issue 11
Works referencing / citing this record:
Analytical gradient for the domain-based local pair natural orbital second order Møller-Plesset perturbation theory method (DLPNO-MP2)
journal, April 2019
- Pinski, Peter; Neese, Frank
- The Journal of Chemical Physics, Vol. 150, Issue 16
Assessment of DFT for endohedral complexes' dipole moment: PNO-LCCSD-F12 as a reference method
journal, January 2018
- Kozłowska, Justyna; Schwilk, Max; Roztoczyńska, Agnieszka
- Physical Chemistry Chemical Physics, Vol. 20, Issue 46
Analytical energy gradients for local second-order Møller-Plesset perturbation theory using intrinsic bond orbitals
journal, October 2018
- Dornbach, Mark; Werner, Hans-Joachim
- Molecular Physics, Vol. 117, Issue 9-12
Explicitly correlated local coupled-cluster methods using pair natural orbitals
journal, July 2018
- Ma, Qianli; Werner, Hans-Joachim
- Wiley Interdisciplinary Reviews: Computational Molecular Science, Vol. 8, Issue 6