Machine Learning Force Field Parameters from Ab Initio Data

作者: Ying Li , Hui Li , Frank C. Pickard , Badri Narayanan , Fatih G. Sen

DOI: 10.1021/ACS.JCTC.7B00521

关键词: Enthalpy of vaporizationMachine learningAb initioObservableForce field (chemistry)Artificial intelligenceChemistryTraining setAtomic physicsCluster (physics)Offset (computer science)Polarizability

摘要: … Connolly surface of a single isolated methanol molecule. The … As a control, to ascertain the validity of the ML/GA strategy, … , polarizabilities, and Thole damping factors of methanol. The …

参考文章(70)
Daniel Van Belle, Ignace Couplet, Martine Prevost, Shoshana J. Wodak, Calculations of electrostatic properties in proteins: Analysis of contributions from induced protein dipoles Journal of Molecular Biology. ,vol. 198, pp. 721- 735 ,(1987) , 10.1016/0022-2836(87)90213-0
A.J. Stone, M. Alderton, Distributed multipole analysis Molecular Physics. ,vol. 56, pp. 1047- 1064 ,(2006) , 10.1080/00268978500102891
Fatih G. Sen, Alper Kinaci, Badri Narayanan, Michael J. Gray, Stephen, Davis, Subramanian K.R.S. Sankaranarayanan, Maria Chan, Towards accurate prediction of catalytic activity in IrO2 nanoclusters via first principles-based variable charge force field Journal of Materials Chemistry. ,vol. 3, pp. 18970- 18982 ,(2015) , 10.1039/C5TA04678E
Adam Lipowski, Dorota Lipowska, Roulette-wheel selection via stochastic acceptance Physica A-statistical Mechanics and Its Applications. ,vol. 391, pp. 2193- 2196 ,(2012) , 10.1016/J.PHYSA.2011.12.004
Anthony J. Stone, Distributed Multipole Analysis: Stability for Large Basis Sets Journal of Chemical Theory and Computation. ,vol. 1, pp. 1128- 1132 ,(2005) , 10.1021/CT050190+
Martin Head-Gordon, John A. Pople, Michael J. Frisch, MP2 energy evaluation by direct methods Chemical Physics Letters. ,vol. 153, pp. 503- 506 ,(1988) , 10.1016/0009-2614(88)85250-3
A. J. STONE, M. ALDERTON, Distributed multipole analysis: Methods and applications Molecular Physics. ,vol. 56, pp. 1047- 1064 ,(1985) , 10.1080/00268970110089432
Tomohiro Kobayashi, Ryunosuke Shishido, Kenta Mizuse, Asuka Fujii, Jer-Lai Kuo, Structures of hydrogen bond networks formed by a few tens of methanol molecules in the gas phase: size-selective infrared spectroscopy of neutral and protonated methanol clusters. Physical Chemistry Chemical Physics. ,vol. 15, pp. 9523- 9530 ,(2013) , 10.1039/C3CP50985K
Slawomir M. Cybulski, Marion L. Lytle, The origin of deficiency of the supermolecule second-order Moller-Plesset approach for evaluating interaction energies. Journal of Chemical Physics. ,vol. 127, pp. 141102- 141102 ,(2007) , 10.1063/1.2795693