Efficient Parametrization of Force Field for the Quantitative Prediction of the Physical Properties of Ionic Liquid Electrolytes

被引:18
作者
Avula, Nikhil V. S. [1 ]
Karmakar, Anwesa [1 ]
Kumar, Rahul [1 ,2 ]
Balasubramanian, Sundaram [1 ]
机构
[1] Jawaharlal Nehru Ctr Adv Sci Res, Chem & Phys Mat Unit, Bangalore 560064, Karnataka, India
[2] Tulane Univ, Dept Chem & Biomol Engn, New Orleans, LA 70118 USA
关键词
MOLECULAR-DYNAMICS SIMULATIONS; ELECTRIC DOUBLE-LAYER; PARTICLE MESH EWALD; ATOMIC CHARGES; TRANSPORT-PROPERTIES; ELECTROCHEMICAL PROPERTIES; ELECTROSTATIC POTENTIALS; CORRELATION-COEFFICIENTS; SELF-DIFFUSION; MONTE-CARLO;
D O I
10.1021/acs.jctc.1c00268
中图分类号
O64 [物理化学(理论化学)、化学物理学];
学科分类号
070304 ; 081704 ;
摘要
The prediction of transport properties of room-temperature ionic liquids from nonpolarizable force field-based simulations has long been a challenge. The uniform charge scaling method has been widely used to improve the agreement with the experiment by incorporating the polarizability and charge transfer effects in an effective manner. While this method improves the performance of the force fields, this prescription is ad hoc in character; further, a quantitative prediction is still not guaranteed. In such cases, the nonbonded interaction parameters too need to be refined, which requires significant effort. In this work, we propose a three-step semiautomated refinement procedure based on (1) atomic site charges obtained from quantum calculations of the bulk condensed phase; (2) quenched Monte Carlo optimizer to shortlist suitable force field candidates, which are then tested using pilot simulations; and (3) manual refinement to further improve the accuracy of the force field. The strategy is designed in a sequential manner with each step improving the accuracy over the previous step, allowing the users to invest the effort commensurate with the desired accuracy of the refined force field. The refinement procedure is applied on N,N-diethyl-N-methyl-N-(2-methoxyethyl)ammonium bis(trifluoromethanesulfonyl)imide (DEME-TFSI), a front-runner as an electrolyte for electric double-layer capacitors and single-molecule-based devices. The transferability of the refined force field is tested on N,N-dimethyl-N-ethyl-N-methoxyethoxyethylammonium bis(trifluoromethanesulfonyl)imide (N-112,N-2O2O1-TFSI). The refined force field is found to be better at predicting both structural and transport properties compared to the uniform charge scaling procedure, which showed a discrepancy in the X-ray structure factor. The refined force field showed quantitative agreement with structural (density and X-ray structure factor) and transport properties.diffusion coefficients, ionic conductivity, and shear viscosity over a wide temperature range, building a case for the wide adoption of the procedure.
引用
收藏
页码:4274 / 4290
页数:17
相关论文
共 147 条
[1]   Gromacs: High performance molecular simulations through multi-level parallelism from laptops to supercomputers [J].
Abraham, Mark James ;
Murtola, Teemu ;
Schulz, Roland ;
Páll, Szilárd ;
Smith, Jeremy C. ;
Hess, Berk ;
Lindah, Erik .
SoftwareX, 2015, 1-2 :19-25
[2]   Modern Room Temperature Ionic Liquids, a Simple Guide to Understanding Their Structure and How It May Relate to Dynamics [J].
Araque, Juan C. ;
Hettige, Jeevapani J. ;
Margulis, Claudio J. .
JOURNAL OF PHYSICAL CHEMISTRY B, 2015, 119 (40) :12727-12740
[3]  
Armand M, 2009, NAT MATER, V8, P621, DOI [10.1038/NMAT2448, 10.1038/nmat2448]
[4]   Charge Environment and Hydrogen Bond Dynamics in Binary Ionic Liquid Mixtures: A Computational Study [J].
Avula, Nikhil V. S. ;
Mondal, Anirban ;
Balasubramanian, Sundaram .
JOURNAL OF PHYSICAL CHEMISTRY LETTERS, 2018, 9 (12) :3511-3516
[5]   A WELL-BEHAVED ELECTROSTATIC POTENTIAL BASED METHOD USING CHARGE RESTRAINTS FOR DERIVING ATOMIC CHARGES - THE RESP MODEL [J].
BAYLY, CI ;
CIEPLAK, P ;
CORNELL, WD ;
KOLLMAN, PA .
JOURNAL OF PHYSICAL CHEMISTRY, 1993, 97 (40) :10269-10280
[6]   Molecular Dynamics Simulations of Ionic Liquids and Electrolytes Using Polarizable Force Fields [J].
Bedrov, Dmitry ;
Piquemal, Jean-Philip ;
Borodin, Oleg ;
MacKerell, Alexander D., Jr. ;
Roux, Benoit ;
Schroeder, Christian .
CHEMICAL REVIEWS, 2019, 119 (13) :7940-7995
[7]   Refined potential model for atomistic simulations of ionic liquid [bmim][PF6] [J].
Bhargava, B. L. ;
Balasubramanian, S. .
JOURNAL OF CHEMICAL PHYSICS, 2007, 127 (11)
[8]   Layering at an ionic liquid-vapor interface:: A molecular dynamics simulation study of [bmim][PF6] [J].
Bhargava, B. L. ;
Balasubramanian, S. .
JOURNAL OF THE AMERICAN CHEMICAL SOCIETY, 2006, 128 (31) :10073-10078
[9]   Role of Electrical Double Layer Structure in Ionic Liquid Gated Devices [J].
Black, Jennifer M. ;
Come, Jeremy ;
Bi, Sheng ;
Zhu, Mengyang ;
Zhao, Wei ;
Wong, Anthony T. ;
Noh, Joo Hyon ;
Pudasaini, Pushpa R. ;
Zhang, Pengfei ;
Okatan, Mahmut Baris ;
Dai, Sheng ;
Kalinin, Sergei V. ;
Rack, Philip D. ;
Ward, Thomas Zac ;
Feng, Guang ;
Balke, Nina .
ACS APPLIED MATERIALS & INTERFACES, 2017, 9 (46) :40949-40958
[10]  
BLOCHL PE, 1995, J CHEM PHYS, V103, P7422, DOI 10.1063/1.470314