Explicit- and Implicit-Solvent Simulations of Micellization in Surfactant Solutions
Abstract
Here, we focus on simulation methodologies to obtain the critical micelle concentration (cmc) and equilibrium distribution of aggregate sizes in dilute surfactant solutions. Even though it is now relatively easy to obtain micellar aggregates in simulations starting from a fully dispersed state, several major challenges remain. In particular, the characteristic times of micelle reorganization and transfer of monomers from micelles to free solution for most systems of practical interest exceed currently accessible molecular dynamics time scales for atomistic surfactant models in explicit solvent. In addition, it is impractical to simulate highly dilute systems near the cmc. We have demonstrated a strong dependence of the free surfactant concentration (frequently, but incorrectly, taken to represent the cmc in simulations) on the overall concentration for ionic surfactants. We have presented a theoretical framework for making the necessary extrapolations to the cmc. We find that currently available atomistic force fields systematically underpredict experimental cmc’s, pointing to the need for the development of improved models. For strongly micellizing systems that exhibit strong hysteresis, implicit-solvent grand canonical Monte Carlo simulations represent an appealing alternative to atomistic or coarse-grained, explicit-solvent simulations. We summarize an approach that can be used to obtain quantitative, transferrable effective interactions and illustratemore »
- Authors:
-
- City Univ. (CUNY), NY (United States). College of Staten Island and Graduate Center and Dept. of Chemistry
- Princeton Univ., NJ (United States). Dept. of Chemical and Biological Engineering
- Publication Date:
- Research Org.:
- Princeton Univ., NJ (United States)
- Sponsoring Org.:
- USDOE Office of Science (SC), Basic Energy Sciences (BES); National Science Foundation (NSF)
- OSTI Identifier:
- 1159191
- Alternate Identifier(s):
- OSTI ID: 1459162
- Grant/Contract Number:
- SC0002128; DMR-0819860
- Resource Type:
- Published Article
- Journal Name:
- Langmuir
- Additional Journal Information:
- Journal Name: Langmuir Journal Volume: 31 Journal Issue: 11; Journal ID: ISSN 0743-7463
- Publisher:
- American Chemical Society
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 36 MATERIALS SCIENCE; 37 INORGANIC, ORGANIC, PHYSICAL, AND ANALYTICAL CHEMISTRY
Citation Formats
Jusufi, Arben, and Panagiotopoulos, Athanassios Z. Explicit- and Implicit-Solvent Simulations of Micellization in Surfactant Solutions. United States: N. p., 2014.
Web. doi:10.1021/la502227v.
Jusufi, Arben, & Panagiotopoulos, Athanassios Z. Explicit- and Implicit-Solvent Simulations of Micellization in Surfactant Solutions. United States. https://doi.org/10.1021/la502227v
Jusufi, Arben, and Panagiotopoulos, Athanassios Z. Tue .
"Explicit- and Implicit-Solvent Simulations of Micellization in Surfactant Solutions". United States. https://doi.org/10.1021/la502227v.
@article{osti_1159191,
title = {Explicit- and Implicit-Solvent Simulations of Micellization in Surfactant Solutions},
author = {Jusufi, Arben and Panagiotopoulos, Athanassios Z.},
abstractNote = {Here, we focus on simulation methodologies to obtain the critical micelle concentration (cmc) and equilibrium distribution of aggregate sizes in dilute surfactant solutions. Even though it is now relatively easy to obtain micellar aggregates in simulations starting from a fully dispersed state, several major challenges remain. In particular, the characteristic times of micelle reorganization and transfer of monomers from micelles to free solution for most systems of practical interest exceed currently accessible molecular dynamics time scales for atomistic surfactant models in explicit solvent. In addition, it is impractical to simulate highly dilute systems near the cmc. We have demonstrated a strong dependence of the free surfactant concentration (frequently, but incorrectly, taken to represent the cmc in simulations) on the overall concentration for ionic surfactants. We have presented a theoretical framework for making the necessary extrapolations to the cmc. We find that currently available atomistic force fields systematically underpredict experimental cmc’s, pointing to the need for the development of improved models. For strongly micellizing systems that exhibit strong hysteresis, implicit-solvent grand canonical Monte Carlo simulations represent an appealing alternative to atomistic or coarse-grained, explicit-solvent simulations. We summarize an approach that can be used to obtain quantitative, transferrable effective interactions and illustrate how this grand canonical approach can be used to interpret experimental scattering results.},
doi = {10.1021/la502227v},
journal = {Langmuir},
number = 11,
volume = 31,
place = {United States},
year = {Tue Sep 16 00:00:00 EDT 2014},
month = {Tue Sep 16 00:00:00 EDT 2014}
}
https://doi.org/10.1021/la502227v
Web of Science
Works referenced in this record:
Sphere-to-Rod Transitions of Nonionic Surfactant Micelles in Aqueous Solution Modeled by Molecular Dynamics Simulations
journal, December 2011
- Velinova, Maria; Sengupta, Durba; Tadjer, Alia V.
- Langmuir, Vol. 27, Issue 23
Solubilization in Mixed Micelles Studied by Molecular Dynamics Simulations and COSMOmic
journal, March 2014
- Storm, Sandra; Jakobtorweihen, Sven; Smirnova, Irina
- The Journal of Physical Chemistry B, Vol. 118, Issue 13
Transferable Potentials for Phase Equilibria. 3. Explicit-Hydrogen Description of Normal Alkanes
journal, June 1999
- Chen, Bin; Siepmann, J. Ilja
- The Journal of Physical Chemistry B, Vol. 103, Issue 25
Modeling the Self-Assembly and Stability of DHPC Micelles Using Atomic Resolution and Coarse Grained MD Simulations
journal, April 2012
- Kraft, Johan F.; Vestergaard, Mikkel; Schiøtt, Birgit
- Journal of Chemical Theory and Computation, Vol. 8, Issue 5
Electrostatic Screening and Charge Correlation Effects in Micellization of Ionic Surfactants
journal, May 2009
- Jusufi, Arben; Hynninen, Antti-Pekka; Haataja, Mikko
- The Journal of Physical Chemistry B, Vol. 113, Issue 18
Implicit-Solvent Models for Micellization: Nonionic Surfactants and Temperature-Dependent Properties
journal, February 2011
- Jusufi, Arben; Sanders, Samantha; Klein, Michael L.
- The Journal of Physical Chemistry B, Vol. 115, Issue 5
Effect of Counterion Binding on Micellar Solution Behavior: 1. Molecular−Thermodynamic Theory of Micellization of Ionic Surfactants
journal, November 2003
- Srinivasan, Vibha; Blankschtein, Daniel
- Langmuir, Vol. 19, Issue 23
Coarse-grained molecular modeling of non-ionic surfactant self-assembly
journal, January 2008
- Shinoda, Wataru; DeVane, Russell; Klein, Michael L.
- Soft Matter, Vol. 4, Issue 12
Molecular Dynamics Simulation and Thermodynamic Modeling of the Self-Assembly of the Triterpenoids Asiatic Acid and Madecassic Acid in Aqueous Solution
journal, February 2008
- Stephenson, Brian C.; Goldsipe, Arthur; Blankschtein, Daniel
- The Journal of Physical Chemistry B, Vol. 112, Issue 8
Molecular dynamics simulation of cetyltrimethylammonium bromide and sodium octyl sulfate mixtures: aggregate shape and local surfactant distribution
journal, January 2013
- Chen, Jingfei; Hao, Jingcheng
- Physical Chemistry Chemical Physics, Vol. 15, Issue 15
A Definition of the Degree of Ionization of a Micelle Based on Its Aggregation Number
journal, July 2001
- Bales, Barney L.
- The Journal of Physical Chemistry B, Vol. 105, Issue 29
Calculations of Critical Micelle Concentration by Dissipative Particle Dynamics Simulations: The Role of Chain Rigidity
journal, July 2013
- Lee, Ming-Tsung; Vishnyakov, Aleksey; Neimark, Alexander V.
- The Journal of Physical Chemistry B, Vol. 117, Issue 35
Prediction of the Critical Micelle Concentration of Nonionic Surfactants by Dissipative Particle Dynamics Simulations
journal, February 2013
- Vishnyakov, Aleksey; Lee, Ming-Tsung; Neimark, Alexander V.
- The Journal of Physical Chemistry Letters, Vol. 4, Issue 5
Concentration dependent pathways in spontaneous self-assembly of unilamellar vesicles
journal, January 2011
- Gummel, Jérémie; Sztucki, Michael; Narayanan, Theyencheri
- Soft Matter, Vol. 7, Issue 12
Monte Carlo lattice simulation of amphiphilic systems in two and three dimensions
journal, August 1988
- Larson, R. G.
- The Journal of Chemical Physics, Vol. 89, Issue 3
Transferable Potentials for Phase Equilibria. 1. United-Atom Description of n-Alkanes
March 1998
- Martin, Marcus G.; Siepmann, J. Ilja
Thermodynamic Study of the Aggregation Behavior of Sodium n -Hexyl Sulfate in Aqueous Solution
journal, August 1999
- Suárez, María J.; López-Fontán, José L.; Sarmiento, Félix
- Langmuir, Vol. 15, Issue 16
Molecular Dynamics Simulation of SDS and CTAB Micellization and Prediction of Partition Equilibria with COSMOmic
journal, September 2013
- Storm, Sandra; Jakobtorweihen, Sven; Smirnova, Irina
- Langmuir, Vol. 29, Issue 37
Molecular Dynamics Simulations of Sodium Dodecyl Sulfate Micelles in Water—The Effect of the Force Field
journal, March 2014
- Tang, Xueming; Koenig, Peter H.; Larson, Ronald G.
- The Journal of Physical Chemistry B, Vol. 118, Issue 14
Growth of Sodium Dodecyl Sulfate Micelles with Detergent Concentration
journal, November 1995
- Quina, Frank H.; Nassar, Patricia M.; Bonilha, Joao B. S.
- The Journal of Physical Chemistry, Vol. 99, Issue 46
Estimation of the critical micelle concentrations and the aggregation numbers of sodium alkyl sulfates by capillary-type isotachophoresis
journal, July 1987
- Ogino, K.; Kakihara, T.; Abe, M.
- Colloid and Polymer Science, Vol. 265, Issue 7
Micellization and Phase Separation of Diblock and Triblock Model Surfactants
journal, April 2002
- Panagiotopoulos, Athanassios Z.; Floriano, M. Antonio; Kumar, Sanat K.
- Langmuir, Vol. 18, Issue 7
Thermodynamics of Micelle Formation as a Function of Temperature: A High Sensitivity Titration Calorimetry Study
journal, July 1995
- Paula, Stefan; Sues, Willy; Tuchtenhagen, Juergen
- The Journal of Physical Chemistry, Vol. 99, Issue 30
Arenediazonium Salts: New Probes of the Interfacial Compositions of Association Colloids. 6. Relationships between Interfacial Counterion and Water Concentrations and Surfactant Headgroup Size, Sphere-to-Rod Transitions, and Chemical Reactivity in Cationic Micelles †
journal, January 2000
- Soldi, Valdir; Keiper, Jason; Romsted, Laurence S.
- Langmuir, Vol. 16, Issue 1
Ionic Surfactant Aggregates in Saline Solutions: Sodium Dodecyl Sulfate (SDS) in the Presence of Excess Sodium Chloride (NaCl) or Calcium Chloride (CaCl 2 )
journal, April 2009
- Sammalkorpi, Maria; Karttunen, Mikko; Haataja, Mikko
- The Journal of Physical Chemistry B, Vol. 113, Issue 17
Molecular Dynamics Simulation of the Kinetics of Spontaneous Micelle Formation
journal, December 2000
- Marrink, S. J.; Tieleman, D. P.; Mark, A. E.
- The Journal of Physical Chemistry B, Vol. 104, Issue 51
Molecular Dynamics Simulation of Sodium Dodecyl Sulfate Micelle in Water: Micellar Structural Characteristics and Counterion Distribution
journal, April 2002
- Bruce, Chrystal D.; Berkowitz, Max L.; Perera, Lalith
- The Journal of Physical Chemistry B, Vol. 106, Issue 15
Molecular simulations of self-assembly processes of amphiphiles in dilute solutions: the challenge for quantitative modelling
journal, March 2013
- Jusufi, Arben
- Molecular Physics, Vol. 111, Issue 21
General purpose molecular dynamics simulations fully implemented on graphics processing units
journal, May 2008
- Anderson, Joshua A.; Lorenz, Chris D.; Travesset, A.
- Journal of Computational Physics, Vol. 227, Issue 10
Perspective on the Martini model
journal, January 2013
- Marrink, Siewert J.; Tieleman, D. Peter
- Chemical Society Reviews, Vol. 42, Issue 16
Modeling Self-Assembly of Silica/Surfactant Mesostructures in the Templated Synthesis of Nanoporous Solids
journal, February 2013
- Pérez-Sánchez, Germán; Gomes, José R. B.; Jorge, Miguel
- Langmuir, Vol. 29, Issue 7
Kinetics of micellization from ultrasonic relaxation studies
journal, January 1974
- Rassing, J.; Sams, P. J.; Wyn-Jones, E.
- Journal of the Chemical Society, Faraday Transactions 2, Vol. 70
Molecular dynamics simulations of a sodium octanoate micelle in aqueous solution
journal, August 1986
- Jönsson, Bo; Edholm, Olle; Teleman, Olle
- The Journal of Chemical Physics, Vol. 85, Issue 4
Computer simulations of micellar systems
journal, March 2012
- Brodskaya, E. N.
- Colloid Journal, Vol. 74, Issue 2
Development and Testing of the OPLS All-Atom Force Field on Conformational Energetics and Properties of Organic Liquids
journal, January 1996
- Jorgensen, William L.; Maxwell, David S.; Tirado-Rives, Julian
- Journal of the American Chemical Society, Vol. 118, Issue 45
Atomistic Simulations of Micellization of Sodium Hexyl, Heptyl, Octyl, and Nonyl Sulfates
journal, February 2012
- Sanders, Samantha A.; Sammalkorpi, Maria; Panagiotopoulos, Athanassios Z.
- The Journal of Physical Chemistry B, Vol. 116, Issue 8
Simulating water with rigid non-polarizable models: a general perspective
journal, January 2011
- Vega, Carlos; Abascal, Jose L. F.
- Physical Chemistry Chemical Physics, Vol. 13, Issue 44
Micelle Formation and the Hydrophobic Effect †
journal, May 2004
- Maibaum, Lutz; Dinner, Aaron R.; Chandler, David
- The Journal of Physical Chemistry B, Vol. 108, Issue 21
Molecular‐thermodynamic approach to predict micellization, phase behavior and phase separation of micellar solutions. I. Application to nonionic surfactants
journal, March 1990
- Puvvada, Sudhakar; Blankschtein, Daniel
- The Journal of Chemical Physics, Vol. 92, Issue 6
Electrostatic correlations: from plasma to biology
journal, September 2002
- Levin, Yan
- Reports on Progress in Physics, Vol. 65, Issue 11
Molecular dynamics study of a sodium octanoate micelle in aqueous solution
journal, February 1988
- Watanabe, Kyoko; Ferrario, Mauro; Klein, Michael L.
- The Journal of Physical Chemistry, Vol. 92, Issue 3
Coarse Grained Model for Semiquantitative Lipid Simulations
journal, January 2004
- Marrink, Siewert J.; de Vries, Alex H.; Mark, Alan E.
- The Journal of Physical Chemistry B, Vol. 108, Issue 2
Micellization in Model Surfactant Systems
journal, April 1999
- Floriano, M. Antonio; Caponetti, Eugenio; Panagiotopoulos, Athanassios Z.
- Langmuir, Vol. 15, Issue 9
Theory of surfactant self-assembly: a predictive molecular thermodynamic approach
journal, December 1991
- Nagarajan, R.; Ruckenstein, E.
- Langmuir, Vol. 7, Issue 12
Implicit Solvent Models for Micellization of Ionic Surfactants
journal, November 2008
- Jusufi, Arben; Hynninen, Antti-Pekka; Panagiotopoulos, Athanassios Z.
- The Journal of Physical Chemistry B, Vol. 112, Issue 44
Coarse-Grained Molecular Dynamics Simulations of the Sphere to Rod Transition in Surfactant Micelles
journal, June 2011
- Sangwai, Ashish V.; Sureshkumar, Radhakrishna
- Langmuir, Vol. 27, Issue 11
The OPLS [optimized potentials for liquid simulations] potential functions for proteins, energy minimizations for crystals of cyclic peptides and crambin
journal, March 1988
- Jorgensen, William L.; Tirado-Rives, Julian
- Journal of the American Chemical Society, Vol. 110, Issue 6
Computer simulation of surfactant solutions
journal, March 2000
- Shelley, John C.; Shelley, Mee Y.
- Current Opinion in Colloid & Interface Science, Vol. 5, Issue 1-2
Self-Assembly of Charged Surfactants: Full Comparison of Molecular Simulations and Scattering Experiments
journal, December 2012
- Jusufi, Arben; Kohlmeyer, Axel; Sztucki, Michael
- Langmuir, Vol. 28, Issue 51
The MARTINI Force Field: Coarse Grained Model for Biomolecular Simulations
journal, July 2007
- Marrink, Siewert J.; Risselada, H. Jelger; Yefimov, Serge
- The Journal of Physical Chemistry B, Vol. 111, Issue 27
Self-Assembly and Bilayer–Micelle Transition of Fatty Acids Studied by Replica-Exchange Constant pH Molecular Dynamics
journal, November 2013
- Morrow, Brian H.; Koenig, Peter H.; Shen, Jana K.
- Langmuir, Vol. 29, Issue 48
Thermodynamic theories of micellar and vesicular systems
journal, June 1997
- Blankschtein, D.; Shiloach, A.; Zoeller, N.
- Current Opinion in Colloid & Interface Science, Vol. 2, Issue 3
Micellization behavior of coarse grained surfactant models
journal, March 2010
- Sanders, Samantha A.; Panagiotopoulos, Athanassios Z.
- The Journal of Chemical Physics, Vol. 132, Issue 11
Self-assembly of coarse-grained ionic surfactants accelerated by graphics processing units
journal, January 2012
- LeBard, David N.; Levine, Benjamin G.; Mertmann, Philipp
- Soft Matter, Vol. 8, Issue 8
Surfactant Concentration Effects on Micellar Properties
journal, January 2012
- Jusufi, Arben; LeBard, David N.; Levine, Benjamin G.
- The Journal of Physical Chemistry B, Vol. 116, Issue 3
Aggregation Behavior of a Lattice Model for Amphiphiles
journal, September 1997
- Mackie, Allan D.; Panagiotopoulos, Athanassios Z.; Szleifer, Igal
- Langmuir, Vol. 13, Issue 19
Reverse micelles as microreactors
journal, July 1993
- Pileni, M. P.
- The Journal of Physical Chemistry, Vol. 97, Issue 27
Simulations of Micellization of Sodium Hexyl Sulfate
journal, February 2011
- Sammalkorpi, M.; Sanders, S.; Panagiotopoulos, A. Z.
- The Journal of Physical Chemistry B, Vol. 115, Issue 6
Surfactant association into micelles. An electrostatic approach
journal, November 1980
- Gunnarsson, Gudmundur; Joensson, Bengt; Wennerstroem, Haakan
- The Journal of Physical Chemistry, Vol. 84, Issue 23
Coarse-grained force field for ionic surfactants
journal, January 2011
- Shinoda, Wataru; DeVane, Russell; Klein, Michael L.
- Soft Matter, Vol. 7, Issue 13
A comparison of implicit- and explicit-solvent simulations of self-assembly in block copolymer and solute systems
journal, April 2011
- Spaeth, Justin R.; Kevrekidis, Ioannis G.; Panagiotopoulos, Athanassios Z.
- The Journal of Chemical Physics, Vol. 134, Issue 16
Implicit Solvent Model Simulations of Surfactant Self-Assembly in Aqueous Solutions
journal, May 2010
- Morisada, Shintaro; Shinto, Hiroyuki
- The Journal of Physical Chemistry B, Vol. 114, Issue 19
Effective potentials for 1:1 electrolyte solutions incorporating dielectric saturation and repulsive hydration
journal, January 2007
- Lenart, Philip J.; Jusufi, Arben; Panagiotopoulos, Athanassios Z.
- The Journal of Chemical Physics, Vol. 126, Issue 4
Instrumental developments for anomalous small-angle X-ray scattering from soft matter systems
journal, October 2010
- Sztucki, Michael; Di Cola, Emanuela; Narayanan, Theyencheri
- Journal of Applied Crystallography, Vol. 43, Issue 6