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Solvation Modeling Solvation Modeling Solvation Modeling Solvation Modeling and and Computational Electrochemistry Computational Electrochemistry Alek Marenich Cramer -Truhlar Group University of Minnesota

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Page 1: Solvation ModelingSolvation Modeling and Computational ... · Conclusions on SM8 ¾SM8 is a universal continuum solvation model for Idtli d ltiIons and neutrals in aqueous and nonaqueous

Solvation ModelingSolvation ModelingSolvation Modeling Solvation Modeling and and

Computational ElectrochemistryComputational Electrochemistry

Alek Marenich

Cramer -Truhlar Group

University of Minnesota

Page 2: Solvation ModelingSolvation Modeling and Computational ... · Conclusions on SM8 ¾SM8 is a universal continuum solvation model for Idtli d ltiIons and neutrals in aqueous and nonaqueous

Outline

Solvation and charge models

E ti d d i i l tiEnergetics and dynamics in solution

Computational electrochemistryComputational electrochemistry

Future plans p

Solvation Modeling Arlington, VA: October 18, 2007

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Page 3: Solvation ModelingSolvation Modeling and Computational ... · Conclusions on SM8 ¾SM8 is a universal continuum solvation model for Idtli d ltiIons and neutrals in aqueous and nonaqueous

Solvation Modeling

• Explicit solvation modelsExplicit solvation models• Explicit solvation modelsExplicit solvation models

• Implicit solvation modelsImplicit solvation modelsPoisson equationPoisson equationGeneralized Born equation

Partial atomic charges

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Page 4: Solvation ModelingSolvation Modeling and Computational ... · Conclusions on SM8 ¾SM8 is a universal continuum solvation model for Idtli d ltiIons and neutrals in aqueous and nonaqueous

Charge Models and ClassesClass IClass I

classical mechanics (e.g., for diatomics)

Class IIClass IIpopulation analysis (e.g., Löwdin)

Class IIIClass IIIreproducing computed properties (e.g., dipole moments)

Cl IVCl IVClass IVClass IVreproducing observed properties (e.g., dipole moments)

charge modelsCM1, CM2, CM3, CM4

Solvation Modeling Arlington, VA: October 18, 2007

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Page 5: Solvation ModelingSolvation Modeling and Computational ... · Conclusions on SM8 ¾SM8 is a universal continuum solvation model for Idtli d ltiIons and neutrals in aqueous and nonaqueous

The Family History of SMx

SM1-SM3 SM4-SM5.4(1995 1996)(1995 1996)(1991(1991--1995)1995)

semiempirical M llik h

(1995, 1996)(1995, 1996)

semiempirical pmolecular orbitals

(AM1, PM3)(AM1, PM3)

Mulliken charges (class II)(class II)

molecular orbitals (AM1, PM3)(AM1, PM3)

class IV charges

SM5.42-SM8(1998(1998--2007)2007)

ab initio molecular orbitals class IV charges

Solvation Modeling Arlington, VA: October 18, 2007

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molecular orbitals

Page 6: Solvation ModelingSolvation Modeling and Computational ... · Conclusions on SM8 ¾SM8 is a universal continuum solvation model for Idtli d ltiIons and neutrals in aqueous and nonaqueous

Recent Solvation Models

SM5.42SM5.42 (aqueous, nonaqueous) based on Charge Model 2 (CM2)

SM5.43SM5.43 (aqueous, nonaqueous) based on Charge Model 3 (CM3)based on Charge Model 3 (CM3)

SM6SM6 (only aqueous)based on Charge Model 4 (CM4)based on Charge Model 4 (CM4)

SM8SM8 (aqueous, nonaqueous)based on CM4J. Chem. Theory Comp. 2007 (Polarization issue)http://dx.doi.org/10.1021/ct7001418

Solvation Modeling Arlington, VA: October 18, 2007

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Page 7: Solvation ModelingSolvation Modeling and Computational ... · Conclusions on SM8 ¾SM8 is a universal continuum solvation model for Idtli d ltiIons and neutrals in aqueous and nonaqueous

Implicit Solvation

The free energy of solvation is a change in a solute's free energy uponThe free energy of solvation is a change in a solute s free energy upon passing the solute from the gas phase into solution

CDSPENoS GGEEG ++Δ+Δ=Δ CDSPENS GGG

nuclear relaxation

electronic reorganization

cavitydispersion

solvent structure

polarizationenergy

ΔGENP both long- and short-range electrostatic effects are treated as bulk electrostatics using a selfself--consistent reaction fieldconsistent reaction field procedureGCDS semiempirical correction for non-bulk electrostatic effects

Solvation Modeling Arlington, VA: October 18, 2007

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CDS pproportional to a solute's solvent accessible surface area (SASA)

Page 8: Solvation ModelingSolvation Modeling and Computational ... · Conclusions on SM8 ¾SM8 is a universal continuum solvation model for Idtli d ltiIons and neutrals in aqueous and nonaqueous

The Generalized Born Approximationpp

⎞⎛ ∑ γ⎟⎠⎞

⎜⎝⎛

ε−−= 'k'kkk qqG 11

21

P⎠⎝ ε 'k,k2

i th di l t i t t f th l tε is the dielectric constant of the solvent.qk is the partial atomic charge of atom k.γkk' is a Coulomb integral involving atoms k and k'. It depends

on intrinsic atomic Coulomb radii.

Solvation Modeling Arlington, VA: October 18, 2007

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Page 9: Solvation ModelingSolvation Modeling and Computational ... · Conclusions on SM8 ¾SM8 is a universal continuum solvation model for Idtli d ltiIons and neutrals in aqueous and nonaqueous

Parametrization of SM8

332 solvation free energies for 223 ions223 ions in water acetonitriledimethyl sulfoxide methanol

2346 solvation free energies for 318 neutrals318 neutrals in water 90 organic solvents

143 transfer free energies for 93 neutrals93 neutrals between gwater15 organic solvents

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Page 10: Solvation ModelingSolvation Modeling and Computational ... · Conclusions on SM8 ¾SM8 is a universal continuum solvation model for Idtli d ltiIons and neutrals in aqueous and nonaqueous

Parametrization of SM8

Step IOptimization of atomic Coulomb radii that determine the bulk electrostaticelectrostaticpcomponent of ΔGS (using ions)

Each radius is a function of the solvent hydrogen bond acidity parameter

Step IIStep IIOptimization of the atomic surface tension parameters that determine the nonnon--bulkbulk--electrostaticelectrostatic component of ΔGS (using neutrals)

54 t54 parameters

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Page 11: Solvation ModelingSolvation Modeling and Computational ... · Conclusions on SM8 ¾SM8 is a universal continuum solvation model for Idtli d ltiIons and neutrals in aqueous and nonaqueous

16 274 data for aqueous neutrals

12

14666 data for nonaqueous neutrals

112 data for aqueous ions

10

12

cal/m

ol) 220 data for nonaqueous ions

6

8

MU

E (k

c

4

0

2

Solvation Modeling Arlington, VA: October 18, 2007

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SM8 IEF-PCM/G03 C-PCM/GAMESS PB/Jaguar GCOSMO/NWChem

Page 12: Solvation ModelingSolvation Modeling and Computational ... · Conclusions on SM8 ¾SM8 is a universal continuum solvation model for Idtli d ltiIons and neutrals in aqueous and nonaqueous

Conclusions on SM8

SM8 is a universal continuum solvation model forI d t l i d l tiIons and neutrals in aqueous and nonaqueous solutions

It is applicable to any solvent or liquid medium using a few k d i t hkey descriptors such as

Dielectric constantAbraham’s hydrogen bond acidity and basicityR f ti i dRefractive indexMacroscopic surface tensionCarbon aromaticity and electronegative halogenicity

It may be used with any level of theory as long as accurate partial charges can be computed for that level

Solvation Modeling Arlington, VA: October 18, 2007

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Page 13: Solvation ModelingSolvation Modeling and Computational ... · Conclusions on SM8 ¾SM8 is a universal continuum solvation model for Idtli d ltiIons and neutrals in aqueous and nonaqueous

Applications

Electronic dynamics in solutionelectronic relaxation charge transferpolarization effects

J. Chem. Theory Comp. 2007 (Polarization issue)http://dx doi org/10 1021/ct7001539http://dx.doi.org/10.1021/ct7001539

Nuclear dynamics in solutionliquid phase geometry optimization for reagents and transition statesliquid-phase geometry optimization for reagents and transition states

Electrochemistrycomputation of reduction potential in solution

J. Phys. Chem. C 2007, 111, 5783 http://dx.doi.org/10.1021/jp066765w

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Page 14: Solvation ModelingSolvation Modeling and Computational ... · Conclusions on SM8 ¾SM8 is a universal continuum solvation model for Idtli d ltiIons and neutrals in aqueous and nonaqueous

Theoretical prediction of reduction potential in solution

°

O R+ n e−solv solv

°ROE |

GG SO°° Δ−Δ |

Gibbs free energy of the standard hydrogen electrode

Gibbs free energy of the reduction reaction

nFGG

E SHERORO

° Δ−Δ−= |

|

Solvation Modeling Arlington, VA: October 18, 2007

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Page 15: Solvation ModelingSolvation Modeling and Computational ... · Conclusions on SM8 ¾SM8 is a universal continuum solvation model for Idtli d ltiIons and neutrals in aqueous and nonaqueous

Thermochemical (Born-Haber) Cycle:( ) y

°Δ ROG |O R+ n e−solv solvRO|

)(OGS°Δ− )(RGS

°Δsolvation free energies

O Rgas+ n e−°Δ− IG

O Rgas gas n eGibbs free energy of the

gas-phase ionization

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Page 16: Solvation ModelingSolvation Modeling and Computational ... · Conclusions on SM8 ¾SM8 is a universal continuum solvation model for Idtli d ltiIons and neutrals in aqueous and nonaqueous

The Ru3+|Ru2+ Redox Couple in Aqueous Solution

Ru3+ + e− → Ru2+

R 2+ d R 3+ d t i t b iRu2+ and Ru3+ do not exist as bare ions.

[Ru(H2O)6]3+ + e− → [Ru(H2O)6]2+

[Ru(H2O)18]3+ + e− → [Ru(H2O)18]2+

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Page 17: Solvation ModelingSolvation Modeling and Computational ... · Conclusions on SM8 ¾SM8 is a universal continuum solvation model for Idtli d ltiIons and neutrals in aqueous and nonaqueous

Molecular StructuresMolecular Structures

[Ru(H2O)6]2+/3+

[Ru(H2O)18]2+/3+

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Page 18: Solvation ModelingSolvation Modeling and Computational ... · Conclusions on SM8 ¾SM8 is a universal continuum solvation model for Idtli d ltiIons and neutrals in aqueous and nonaqueous

37 Tested Density Functionals37 Tested Density Functionals

Generalized Gradient Approximation (GGA)

Meta GGA (MGGA)

b id ( )Hybrid (H)

Hybrid Meta (HM)Hybrid Meta (HM)

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Page 19: Solvation ModelingSolvation Modeling and Computational ... · Conclusions on SM8 ¾SM8 is a universal continuum solvation model for Idtli d ltiIons and neutrals in aqueous and nonaqueous

Reduction Potential Eº (in volts)

calculated with

Two Hydration ShellsOne Hydration Shell

0.8

1.2

0.8

1.2

0.0

0.4

0.0

0.4

-0.4 GGA MGGA H HM exp

-0.4 GGA MGGA H HM exp

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Page 20: Solvation ModelingSolvation Modeling and Computational ... · Conclusions on SM8 ¾SM8 is a universal continuum solvation model for Idtli d ltiIons and neutrals in aqueous and nonaqueous

Future PlansParametrization of models based on the Poisson equation

(without partial charge models)

Solvent-dependent intrinsic atomic radiiCavity – dispersion – solvent structure formalism

)r(4)]r()r([rrr

ρπ=φ∇ε⋅∇

l t ' l t t ti t ti l

solute's charge density

position-dependent

solute's electrostatic potential

Solvation Modeling Arlington, VA: October 18, 2007

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dielectric constant

Page 21: Solvation ModelingSolvation Modeling and Computational ... · Conclusions on SM8 ¾SM8 is a universal continuum solvation model for Idtli d ltiIons and neutrals in aqueous and nonaqueous

Future Plans

Extension of the generalized Born approximation to excited electronic states (e. g., for modeling e. g., for modeling solvatochromismsolvatochromism)

Equilibrium solvation: fast and slow polarization energy componentsConfiguration interaction methodTime-dependent density functional theoryHybrid explicit/implicit approaches

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Page 22: Solvation ModelingSolvation Modeling and Computational ... · Conclusions on SM8 ¾SM8 is a universal continuum solvation model for Idtli d ltiIons and neutrals in aqueous and nonaqueous

Contributors

Ryan Olson

Pablo Jaque

Casey KellyCasey Kelly

Adam Chamberlin (temperature-dependent models)

Professors C. J. Cramer and D. G. Truhlar

$$$$ Acknowledgments are made to the Office of Naval ResearchAcknowledgments are made to the Office of Naval Research $$$$

Solvation Modeling Arlington, VA: October 18, 2007

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$$$$ gg $$$$