Forward flux sampling calculation of homogeneous nucleation rates from aqueous NaCl solutions
Abstract
We used molecular dynamics simulations and the path sampling technique known as forward flux sampling to study homogeneous nucleation of NaCl crystals from supersaturated aqueous solutions at 298 K and 1 bar. Nucleation rates were obtained for a range of salt concentrations for the Joung-Cheatham NaCl force field combined with the Extended Simple Point Charge (SPC/E) water model. The calculated nucleation rates are significantly lower than the available experimental measurements. The estimates for the nucleation rates in this work do not rely on classical nucleation theory, but the pathways observed in the simulations suggest that the nucleation process is better described by classical nucleation theory than an alternative interpretation based on Ostwald’s step rule, in contrast to some prior simulations of related models. In addition to the size of NaCl nucleus, we find that the crystallinity of a nascent cluster plays an important role in the nucleation process. Nuclei with high crystallinity were found to have higher growth probability and longer lifetimes, possibly because they are less exposed to hydration water.
- Authors:
-
- Princeton Univ., NJ (United States). Dept. of Chemical and Biological Engineering
- Yale Univ., New Haven, CT (United States). Dept. of Chemical and Environmental Engineering
- Publication Date:
- Research Org.:
- Princeton Univ., NJ (United States)
- Sponsoring Org.:
- USDOE; National Science Foundation (NSF)
- OSTI Identifier:
- 1512939
- Alternate Identifier(s):
- OSTI ID: 1418078
- Grant/Contract Number:
- SC0002128; TG-CHE170059
- Resource Type:
- Accepted Manuscript
- Journal Name:
- Journal of Chemical Physics
- Additional Journal Information:
- Journal Volume: 148; Journal Issue: 4; 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
Jiang, Hao, Haji-Akbari, Amir, Debenedetti, Pablo G., and Panagiotopoulos, Athanassios Z.. Forward flux sampling calculation of homogeneous nucleation rates from aqueous NaCl solutions. United States: N. p., 2018.
Web. doi:10.1063/1.5016554.
Jiang, Hao, Haji-Akbari, Amir, Debenedetti, Pablo G., & Panagiotopoulos, Athanassios Z.. Forward flux sampling calculation of homogeneous nucleation rates from aqueous NaCl solutions. United States. https://doi.org/10.1063/1.5016554
Jiang, Hao, Haji-Akbari, Amir, Debenedetti, Pablo G., and Panagiotopoulos, Athanassios Z.. Thu .
"Forward flux sampling calculation of homogeneous nucleation rates from aqueous NaCl solutions". United States. https://doi.org/10.1063/1.5016554. https://www.osti.gov/servlets/purl/1512939.
@article{osti_1512939,
title = {Forward flux sampling calculation of homogeneous nucleation rates from aqueous NaCl solutions},
author = {Jiang, Hao and Haji-Akbari, Amir and Debenedetti, Pablo G. and Panagiotopoulos, Athanassios Z.},
abstractNote = {We used molecular dynamics simulations and the path sampling technique known as forward flux sampling to study homogeneous nucleation of NaCl crystals from supersaturated aqueous solutions at 298 K and 1 bar. Nucleation rates were obtained for a range of salt concentrations for the Joung-Cheatham NaCl force field combined with the Extended Simple Point Charge (SPC/E) water model. The calculated nucleation rates are significantly lower than the available experimental measurements. The estimates for the nucleation rates in this work do not rely on classical nucleation theory, but the pathways observed in the simulations suggest that the nucleation process is better described by classical nucleation theory than an alternative interpretation based on Ostwald’s step rule, in contrast to some prior simulations of related models. In addition to the size of NaCl nucleus, we find that the crystallinity of a nascent cluster plays an important role in the nucleation process. Nuclei with high crystallinity were found to have higher growth probability and longer lifetimes, possibly because they are less exposed to hydration water.},
doi = {10.1063/1.5016554},
journal = {Journal of Chemical Physics},
number = 4,
volume = 148,
place = {United States},
year = {2018},
month = {1}
}
Web of Science
Figures / Tables:

Works referenced in this record:
Consensus on the solubility of NaCl in water from computer simulations using the chemical potential route
journal, March 2016
- Benavides, A. L.; Aragones, J. L.; Vega, C.
- The Journal of Chemical Physics, Vol. 144, Issue 12
Forward flux sampling for rare event simulations
journal, October 2009
- Allen, Rosalind J.; Valeriani, Chantal; Rein ten Wolde, Pieter
- Journal of Physics: Condensed Matter, Vol. 21, Issue 46
Molecular dynamics simulation in the grand canonical ensemble
journal, January 2007
- Eslami, Hossein; Müller-Plathe, Florian
- Journal of Computational Chemistry, Vol. 28, Issue 10
Nucleation of NaCl from Aqueous Solution: Critical Sizes, Ion-Attachment Kinetics, and Rates
journal, October 2015
- Zimmermann, Nils E. R.; Vorselaars, Bart; Quigley, David
- Journal of the American Chemical Society, Vol. 137, Issue 41
Pharmaceutical Crystallization
journal, April 2011
- Chen, Jie; Sarma, Bipul; Evans, James M. B.
- Crystal Growth & Design, Vol. 11, Issue 4
Crystal nucleation of hard spheres using molecular dynamics, umbrella sampling, and forward flux sampling: A comparison of simulation techniques
journal, December 2010
- Filion, L.; Hermes, M.; Ni, R.
- The Journal of Chemical Physics, Vol. 133, Issue 24
Sampling Rare Switching Events in Biochemical Networks
journal, January 2005
- Allen, Rosalind J.; Warren, Patrick B.; ten Wolde, Pieter Rein
- Physical Review Letters, Vol. 94, Issue 1
Molecular simulation of thermodynamic and transport properties for the H 2 O+NaCl system
journal, December 2014
- Orozco, Gustavo A.; Moultos, Othonas A.; Jiang, Hao
- The Journal of Chemical Physics, Vol. 141, Issue 23
Computational investigation of structure, dynamics and nucleation kinetics of a family of modified Stillinger–Weber model fluids in bulk and free-standing thin films
journal, January 2016
- Gianetti, Melisa M.; Haji-Akbari, Amir; Paula Longinotti, M.
- Physical Chemistry Chemical Physics, Vol. 18, Issue 5
Metastability Limit for the Nucleation of NaCl Crystals in Confinement
journal, February 2014
- Desarnaud, Julie; Derluyn, Hannelore; Carmeliet, Jan
- The Journal of Physical Chemistry Letters, Vol. 5, Issue 5
GROMACS: Fast, flexible, and free
journal, January 2005
- Van Der Spoel, David; Lindahl, Erik; Hess, Berk
- Journal of Computational Chemistry, Vol. 26, Issue 16
Molecular Simulations of Aqueous Electrolyte Solubility: 1. The Expanded-Ensemble Osmotic Molecular Dynamics Method for the Solution Phase
journal, July 2005
- Lísal, Martin; Smith, William R.; Kolafa, Jiří
- The Journal of Physical Chemistry B, Vol. 109, Issue 26
Rate of homogeneous crystal nucleation in molten NaCl
journal, May 2005
- Valeriani, C.; Sanz, E.; Frenkel, D.
- The Journal of Chemical Physics, Vol. 122, Issue 19
Ion-Induced Nucleation in Solution : Promotion of Solute Nucleation in Charged Levitated Droplets
journal, September 2007
- Draper, Neil D.; Bakhoum, Samuel F.; Haddrell, Allen E.
- Journal of the American Chemical Society, Vol. 129, Issue 37
Recent progress in molecular simulation of aqueous electrolytes: force fields, chemical potentials and solubility
journal, March 2016
- Nezbeda, Ivo; Moučka, Filip; Smith, William R.
- Molecular Physics, Vol. 114, Issue 11
Forward flux sampling-type schemes for simulating rare events: Efficiency analysis
journal, May 2006
- Allen, Rosalind J.; Frenkel, Daan; ten Wolde, Pieter Rein
- The Journal of Chemical Physics, Vol. 124, Issue 19
Atomistic Mechanism of NaCl Nucleation from an Aqueous Solution
journal, January 2004
- Zahn, Dirk
- Physical Review Letters, Vol. 92, Issue 4
Direct calculation of ice homogeneous nucleation rate for a molecular model of water
journal, August 2015
- Haji-Akbari, Amir; Debenedetti, Pablo G.
- Proceedings of the National Academy of Sciences, Vol. 112, Issue 34
Molecular Dynamics Simulations of the Dynamic and Energetic Properties of Alkali and Halide Ions Using Water-Model-Specific Ion Parameters
journal, October 2009
- Joung, In Suk; Cheatham, Thomas E.
- The Journal of Physical Chemistry B, Vol. 113, Issue 40
Efflorescence Relative Humidity of Mixed Sodium Chloride and Sodium Sulfate Particles
journal, October 2007
- Gao, Yonggang; Yu, Liya E.; Chen, Shing Bor
- The Journal of Physical Chemistry A, Vol. 111, Issue 42
Cluster formation in highly supersaturated solution droplets
journal, May 1994
- Na, Han-Soo; Arnold, Stephen; Myerson, Allan S.
- Journal of Crystal Growth, Vol. 139, Issue 1-2
Chemical treatment technologies for waste-water recycling—an overview
journal, January 2012
- Gupta, Vinod Kumar; Ali, Imran; Saleh, Tawfik A.
- RSC Advances, Vol. 2, Issue 16
Solubility of NaCl in water by molecular simulation revisited
journal, June 2012
- Aragones, J. L.; Sanz, E.; Vega, C.
- The Journal of Chemical Physics, Vol. 136, Issue 24
PLUMED 2: New feathers for an old bird
journal, February 2014
- Tribello, Gareth A.; Bonomi, Massimiliano; Branduardi, Davide
- Computer Physics Communications, Vol. 185, Issue 2
On the calculation of solubilities via direct coexistence simulations: Investigation of NaCl aqueous solutions and Lennard-Jones binary mixtures
journal, October 2016
- Espinosa, J. R.; Young, J. M.; Jiang, H.
- The Journal of Chemical Physics, Vol. 145, Issue 15
Thermodynamic and Transport Properties of H 2 O + NaCl from Polarizable Force Fields
journal, July 2015
- Jiang, Hao; Mester, Zoltan; Moultos, Othonas A.
- Journal of Chemical Theory and Computation, Vol. 11, Issue 8
Crystal Nucleation in Liquids: Open Questions and Future Challenges in Molecular Dynamics Simulations
journal, May 2016
- Sosso, Gabriele C.; Chen, Ji; Cox, Stephen J.
- Chemical Reviews, Vol. 116, Issue 12
How Crystals Nucleate and Grow in Aqueous NaCl Solution
journal, January 2013
- Chakraborty, Debashree; Patey, G. N.
- The Journal of Physical Chemistry Letters, Vol. 4, Issue 4
Temperature-dependent solubilities and mean ionic activity coefficients of alkali halides in water from molecular dynamics simulations
journal, July 2015
- Mester, Zoltan; Panagiotopoulos, Athanassios Z.
- The Journal of Chemical Physics, Vol. 143, Issue 4
Energy component analysis for dilute aqueous solutions of lithium(1+), sodium(1+), fluoride(1-), and chloride(1-) ions
journal, February 1984
- Chandrasekhar, Jayaraman; Spellmeyer, David C.; Jorgensen, William L.
- Journal of the American Chemical Society, Vol. 106, Issue 4
Birth of NaCl Crystals: Insights from Molecular Simulations
journal, August 2016
- Lanaro, G.; Patey, G. N.
- The Journal of Physical Chemistry B, Vol. 120, Issue 34
A molecular dynamics method for simulations in the canonical ensemble
journal, June 1984
- Nosé, Shūichi
- Molecular Physics, Vol. 52, Issue 2
Heterogeneous Ice Nucleation Controlled by the Coupling of Surface Crystallinity and Surface Hydrophilicity
journal, January 2016
- Bi, Yuanfei; Cabriolu, Raffaela; Li, Tianshu
- The Journal of Physical Chemistry C, Vol. 120, Issue 3
Surface-induced crystallization in supercooled tetrahedral liquids
journal, August 2009
- Li, Tianshu; Donadio, Davide; Ghiringhelli, Luca M.
- Nature Materials, Vol. 8, Issue 9
Nucleation pathway and kinetics of phase-separating active Brownian particles
journal, January 2016
- Richard, David; Löwen, Hartmut; Speck, Thomas
- Soft Matter, Vol. 12, Issue 24
Particle mesh Ewald: An N ⋅log( N ) method for Ewald sums in large systems
journal, June 1993
- Darden, Tom; York, Darrin; Pedersen, Lee
- The Journal of Chemical Physics, Vol. 98, Issue 12
The Ostwald step rule
journal, November 1984
- Van Santen, R. A.
- The Journal of Physical Chemistry, Vol. 88, Issue 24
Perspective: Surface freezing in water: A nexus of experiments and simulations
journal, August 2017
- Haji-Akbari, Amir; Debenedetti, Pablo G.
- The Journal of Chemical Physics, Vol. 147, Issue 6
Polymorphic transitions in single crystals: A new molecular dynamics method
journal, December 1981
- Parrinello, M.; Rahman, A.
- Journal of Applied Physics, Vol. 52, Issue 12
Ion-water interaction potentials derived from free energy perturbation simulations
journal, October 1990
- Ȧqvist, Johan
- The Journal of Physical Chemistry, Vol. 94, Issue 21
Computational investigation of surface freezing in a molecular model of water
journal, March 2017
- Haji-Akbari, Amir; Debenedetti, Pablo G.
- Proceedings of the National Academy of Sciences, Vol. 114, Issue 13
Salt Crystallization from an Evaporating Aqueous Solution by Molecular Dynamics Simulations
journal, August 2003
- Mucha, Martin; Jungwirth, Pavel
- The Journal of Physical Chemistry B, Vol. 107, Issue 33
Ions in water: From ion clustering to crystal nucleation
journal, December 2007
- Alejandre, José; Hansen, Jean-Pierre
- Physical Review E, Vol. 76, Issue 6
Thermodynamics of electrolytes. IV. Activity and osmotic coefficients for mixed electrolytes
journal, September 1974
- Pitzer, Kenneth S.; Kim, Janice J.
- Journal of the American Chemical Society, Vol. 96, Issue 18
Simultaneous estimation of free energies and rates using forward flux sampling and mean first passage times
journal, December 2015
- Thapar, Vikram; Escobedo, Fernando A.
- The Journal of Chemical Physics, Vol. 143, Issue 24
The missing term in effective pair potentials
journal, November 1987
- Berendsen, H. J. C.; Grigera, J. R.; Straatsma, T. P.
- The Journal of Physical Chemistry, Vol. 91, Issue 24
Probing Methane Hydrate Nucleation through the Forward Flux Sampling Method
journal, June 2014
- Bi, Yuanfei; Li, Tianshu
- The Journal of Physical Chemistry B, Vol. 118, Issue 47
Evidence that crystal nucleation in aqueous NaCl solution Occurs by the two-step mechanism
journal, November 2013
- Chakraborty, Debashree; Patey, G. N.
- Chemical Physics Letters, Vol. 587
Transient Polymorphism in NaCl
journal, May 2013
- Giberti, Federico; Tribello, Gareth A.; Parrinello, Michele
- Journal of Chemical Theory and Computation, Vol. 9, Issue 6
Improving the specificity of organophosphorus hydrolase to acephate by mutagenesis at its binding site: a computational study
journal, May 2021
- Badakhshan, Reza; Mohammadi, Mozafar; Farnoosh, Gholamreza
- Journal of Molecular Modeling, Vol. 27, Issue 6
A molecular dynamics method for simulations in the canonical ensemble
journal, January 2002
- NosÉ, SH[Ubar]ICHI
- Molecular Physics, Vol. 100, Issue 1
Forward Flux Sampling for rare event simulations
text, January 2009
- Allen, Rosalind J.; Valeriani, Chantal; Wolde, Pieter Rein ten
- arXiv
Crystal nucleation of hard spheres using molecular dynamics, umbrella sampling and forward flux sampling: A comparison of simulation techniques
text, January 2010
- Filion, Laura; Hermes, Michiel; Ni, Ran
- arXiv
Direct Calculation of Ice Homogeneous Nucleation Rate for a Molecular Model of Water
text, January 2015
- Haji-Akbari, Amir; Debenedetti, Pablo G.
- arXiv
Computational investigation of structure, dynamics and nucleation kinetics of a family of modified Stillinger-Weber model fluids in bulk and free-standing thin films
text, January 2015
- Gianetti, Melisa M.; Haji-Akbari, Amir; Longinotti, M. Paula
- arXiv
Recent Progress in Molecular Simulation of Aqueous Electrolytes: Force Fields, Chemical Potentials and Solubility
text, January 2016
- Nezbeda, Ivo; Moučka, Filip; Smith, William R.
- arXiv
Perspective: Surface Freezing in Water: A Nexus of Experiments and Simulations
text, January 2017
- Akbari, Amir Haji; Debenedetti, Pablo G.
- arXiv
Works referencing / citing this record:
Calculation of critical nucleation rates by the persistent embryo method: application to quasi hard sphere models
journal, January 2018
- Ren, Shang; Sun, Yang; Zhang, Feng
- Soft Matter, Vol. 14, Issue 45
NaCl nucleation from brine in seeded simulations: Sources of uncertainty in rate estimates
journal, June 2018
- Zimmermann, Nils. E. R.; Vorselaars, Bart; Espinosa, Jorge R.
- The Journal of Chemical Physics, Vol. 148, Issue 22
Communication: Nucleation rates of supersaturated aqueous NaCl using a polarizable force field
journal, October 2018
- Jiang, Hao; Debenedetti, Pablo G.; Panagiotopoulos, Athanassios Z.
- The Journal of Chemical Physics, Vol. 149, Issue 14
Nucleation in aqueous NaCl solutions shifts from 1-step to 2-step mechanism on crossing the spinodal
journal, March 2019
- Jiang, Hao; Debenedetti, Pablo G.; Panagiotopoulos, Athanassios Z.
- The Journal of Chemical Physics, Vol. 150, Issue 12
Liquid-liquid separation of aqueous solutions: A molecular dynamics study
journal, June 2019
- Yagasaki, Takuma; Matsumoto, Masakazu; Tanaka, Hideki
- The Journal of Chemical Physics, Vol. 150, Issue 21
Seeding approach to bubble nucleation in superheated Lennard-Jones fluids
journal, November 2019
- Rosales-Pelaez, P.; Garcia-Cid, M. I.; Valeriani, C.
- Physical Review E, Vol. 100, Issue 5
Figures / Tables found in this record: