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Insights into the
electrochemical stability of ionic
liquids from first principles
calculations and molecular
dynamics simulations	

Shyue Ping Ong, Oliviero Andreussi,Yabi Wu, Nicola
Marzari, and Gerbrand Ceder
Aug 14 2014
ACS 248th National Meeting
Electrochemical applications of ILs	

Aug 14 2014 ACS 248th National Meeting
High Thermal
Stability, Low
Volatility, Low
Flammability
Wide
Electrochemical
Window
(~5-6V)
Abundance of
Charge Carriers
Highly
Customizable
Outline	

Optimization of
IL ions with
Isolated-atom
Quantum
Chemistry
Calculations
Accurate
Electrochemical
Windows with
Molecular
Dynamics and
DFT
High-throughputtrends
DetailedInsights
Aug 14 2014 ACS 248th National Meeting
ElectrochemicalWindows of ILs	

Aug 14 2014 ACS 248th National Meeting
ECL
(Cathodic Limit)
EAL
(Anodic Limit)
EW = EAL – ECL
Potential (V) vs Reference
Currentdensity
Ohno, H., (2005),
Electrochemical Aspects of Ionic
Liquids,Wiley-Interscience.
Same cation, different
anion, slightly different
ECL
Different cations,
same anion, very
different ECL
Different anions,
similar cation,
very different
EAL
Large Space of Ion Structures	

Functional Groups
Base Ions
Aug 14 2014 ACS 248th National Meeting
cation
red
anion
ox
ox
ox
red
red
G
q
G
q
VVEW
e
G
V
e
G
V
eI
eI
ox
red
−=
Δ
−=
Δ
−=
→−
→+
Δ
Δ
ProductsOxidation:ReactionOxidation
ProductsReduction:ReactionReduction
Predicting Electrochemical Stability	

Aug 14 2014 ACS 248th National Meeting
???
Kroon, M. C.; Buijs,W.; Peters, C. J. & Witkamp, G. J. (2006),
Green Chemistry 8(3), 241—245.
Proxy Measures forTrue Redox Stability	

Hypothesis:Vred &Vox correlated
with electron affinity (EA) and
ionization energy (IE) respectively
EAs and IEs can be computed efficiently and
accurately using simple computational
methods at relatively low cost
Aug 14 2014 ACS 248th National Meeting
Koch,V. R.; Dominey, L.A.; Nanjundiah, C.; Ondrechen, M. J.
J. Electrochem. Soc.1996, 143, 798–803.
€
Iq
+ e →
−EA
Iq−1
Iq
− e→
IE
Iq+1
Ohno, H. (2005), Electrochemical Aspects of Ionic Liquids,Wiley-Interscience.
Relative Redox Stability of CationTypes	

Aug 14 2014 ACS 248th National Meeting
S. P. Ong and G. Ceder, 2010. Investigation of the Effect of Functional Group Substitutions on the Gas-Phase
Electron Affinities and Ionization Energies of Room-Temperature Ionic Liquids Ions using Density Functional
Theory. Electrochimica Acta, 55(11), pp.3804-3811.
Effect ofAlkylation on Cations	

Appetecchi, G. B.; Montanino, M.; Zane, D.; Carewska, M.;
Alessandrini, F. & Passerini, S. (2009), ELECTROCHIMICA ACTA
54(4), 1325-1332.
PYR1n3 -> PYR1n7 :
−3.73V -> −3.89V
Aug 14 2014 ACS 248th National Meeting
Effect of Fluoroalkylation onAnions	

No monotonic decreasing
trend in IE with
fluoroalkylation observed
Fluorine is the most
electronegative element =>
great inductive stabilization
effect
Initial substitution do not
result in significantly
increased stabilization.
Relative oxidative stability of
common anions agrees with
recent work by Ue et al.
•  PF6 > BF4 > TFSI
Aug 14 2014 ACS 248th National Meeting
0 100 200 300 400
6.2
6.4
6.6
6.8
7
7.2
7.4
7.6
7.8
8
Molecular Weight / mol gm
−1
VerticalIP/eV
Borate
Sulfonylimide
Phosphate
TFSI
BF4
PF
6
PF(CF
3
)
5
B(CF3
)3
(CF(CF3
)2
)
Func.Group Substitutions on 
1,2,3-trimethylimidazolium	

Aug 14 2014 ACS 248th National Meeting
EW	
  by	
  Ind.	
  
EW	
  by	
  Res.	
  
EW	
  by	
  Ind.	
  
ED	
  by	
  Res.	
  
ED	
  by	
  Ind.	
  
EW	
  by	
  Ind.	
  
ED	
  by	
  Res.	
  
Effect of substitution position	

ED
Resonance
Effect
Dominates
Over EW
Inductive
Effect
EW
Inductive
Effect
Dominates
Over ED
Resonance
Effect
Aug 14 2014 ACS 248th National Meeting
Func.Group Substitutions on PF5CF3 anion	

Aug 14 2014 ACS 248th National Meeting
Designing ILs for electrochemical applications	

Electron-donating functional groups stabilize cations
and electro-withdrawing groups stabilize anions
•  Unfortunately, scope for increase in anodic limits appear to be limited
given that current anions seems to be near optimal.
Effect due to combination of inductive and resonance
effects, relative strength of which depends on
substitution position
Efficient computational methods can be used to
quickly screen candidate IL structures to maximize
electrochemical windows
Aug 14 2014 ACS 248th National Meeting
Outline	

Optimization of
IL ions with
Isolated-atom
Quantum
Chemistry
Calculations
Accurate
Electrochemical
Windows with
Molecular
Dynamics and
DFT
High-throughputtrends
DetailedInsights
Aug 14 2014 ACS 248th National Meeting
ElectrochemicalWindows of ILs	

Aug 14 2014 ACS 248th National Meeting
ECL
(Cathodic Limit)
EAL
(Anodic Limit)
EW = EAL – ECL
Potential (V) vs Reference
Currentdensity
Ohno, H., (2005),
Electrochemical Aspects of Ionic
Liquids,Wiley-Interscience.
Same cation, different
anion, slightly different
ECL
Different cations,
same anion, very
different ECL
Different anions,
similar cation,
very different
EAL
Same EMI cation,
different anions,
similar EAL!
Electrochemistry ofTFSI at negative potentials	

TFSI anion
decomposes at less
negative potentials
than P13 cation.
Polarizable Continuum
Model (PCM)
calculations showed
similar qualitative
results, but unable to
provide quantitative
accuracy.
P. Howlett, E. Izgorodina, M. Forsyth,  D. Macfarlane. Zeitschrift fur
Physikalische Chemie, 2006, 220, 1483-1498. doi:10.1524/zpch.
2006.220.10.1483
Aug 14 2014 ACS 248th National Meeting
Investigated six ILs formed from two cations and
three anions	

N N
H3C C4H9 B
F
F
F
F
N
H3C C3H7
P
FF
F
FF
F
N
SS
O
O
O
O
CF3F3C
TFSI
PF6 BF4
P13
BMIM
Cations Anions
Aug 14 2014 ACS 248th National Meeting
SimplerApproximations – Isolated molecules and
PCM	

Treat ions as isolated
molecules in vacuo
or in a polarizable
continuum model
(PCM).1
Calculate electron
affinity (EA) and
ionization energy (IE)
of each ion.
1J.Tomasi, B. Mennucci, B.,  R. Cammi. Chemical Reviews, 2005, 105, 2999-3093.
ε= 12
Aug 14 2014 ACS 248th National Meeting
−5 0 5 10 15
P13
BMIM
PF6
BF4
TFSI
Potential (V)
Cathodic
Limit
Anodic
Limit
Predicted electrochemical windows from isolated
molecule approximation	

Predicts that cathodic
limits are always set by
the cation, and anodic
limits are always set by
the anion.
Reasonable
electrochemical
windows of ~3-5V are
predicted.
S. P. Ong  G. Ceder, G. Electrochimica Acta, 2010, 55(11), 3804-3811.
Aug 14 2014 ACS 248th National Meeting
0 5 10
P13
BMIM
PF6
BF4
TFSI
Potential (V)
Cathodic
Limit
Anodic
Limit
Predicted electrochemical windows from PCM
approximation	

Predicts that both
cathodic and anodic limits
are always set by the
cation, except P13TFSI.
Severely overestimates
the electrochemical
windows; EWs of 6.5V
are predicted.
Dielectric medium
overstabilizes highly-
charged ions.
S. P. Ong, O.Andreussi,Y.Wu, N. Marzari,  G. Ceder, G. Chemistry of Materials, 2011,
23(11), 2979-2986. doi:10.1021/cm200679y
Aug 14 2014 ACS 248th National Meeting
Explicit modeling of entire liquid structure	

Molecular dynamics
simulations of IL
−8 −6 −4 −2
0
20
40
60
80
100
120
Energy (eV)
DensityofStates
Gap
= 3.82 eV
BMIM
BF
4
DFT Calculations of the Density
of States (DOS)
S. P. Ong, O.Andreussi,Y.Wu, N. Marzari,  G. Ceder, G. Chemistry of Materials, 2011,
23(11), 2979-2986. doi:10.1021/cm200679y
Aug 14 2014 ACS 248th National Meeting
Calculated electrochemical windows	

1 2 3 4 5 6 7 8 9
BMIM PF6
BMIM BF4
BMIM TFSI
P13 PF6
P13 BF4
P13 TFSI
− EFermi
Li
Cathodic
Limit
Anodic
Limit
Potential (V)
Clear difference in
CL for P13 vs BMIM
Same AL for all BMIM-
based ILs, despite different
anions!
Expected behavior for
P13-based ILs.
PF6  BF4  TFSI
S. P. Ong, O.Andreussi,Y.Wu, N. Marzari,  G. Ceder, G. Chemistry of Materials, 2011,
23(11), 2979-2986. doi:10.1021/cm200679y
Aug 14 2014 ACS 248th National Meeting
Are the cathodic and anodic limits set by the
cation or anion?	

−8 −6 −4 −2
0
20
40
60
80
100
120
Energy (eV)
DensityofStates
GGA Gap
= 3.82 eV
BMIM
BF4
−8 −6 −4 −2
0
50
100
HSE06 Gap
= 5.08 eVHOMO –
Determines
anodic limit
LUMO –
Determines
cathodic limit
Aug 14 2014 ACS 248th National Meeting
−8 −6 −4 −2
0
20
40
60
80
100
120
Energy (eV)
DensityofStates
Gap
= 3.82 eV
BMIM
BF4
−8 −6 −4 −2
0
20
40
60
80
100
120
Energy (eV)
DensityofStates
Gap
= 3.74 eV
BMIM
PF
6
−8 −6 −4 −2
0
20
40
60
80
100
120
Energy (eV)
DensityofStates
Gap
= 3.87 eV
BMIM
TFSI
Cathodic limit is always set by BMIM
cation
Anodic limit also almost always
set by BMIM cation
BMIM-based ILs	

Aug 14 2014 ACS 248th National Meeting
−8 −6 −4 −2 0
0
20
40
60
80
100
120
Energy (eV)
DensityofStates
Gap
= 5.36 eV
P13
BF
4
−8 −6 −4 −2
0
20
40
60
80
100
120
Energy (eV)
DensityofStates
Gap
= 5.38 eV
P13
PF
6
−8 −6 −4 −2 0
0
20
40
60
80
100
120
Energy (eV)
DensityofStates
Gap
= 4.46 eV
P13
TFSI
Possible cathodic instability in P13
PF6 and P13 TFSI
Anodic limit generally set by anion,
except for P13PF6.
P13-based ILs	

Aug 14 2014 ACS 248th National Meeting
Further refinements to MD + DFT method	

Aug 14 2014 ACS 248th National Meeting
DFT HOMO/LUMO
AIMD relaxation and
quenching
Classical MD
Zhang,Y.; Shi, C.; Brennecke, J. F.; Maginn, E. J. Refined Method for Predicting Electrochemical Windows of Ionic
Liquids and ExperimentalValidation Studies., J. Phys. Chem. B, 2014, doi:10.1021/jp5034257.
Conclusions	

−8 −6 −4 −2
0
20
40
60
80
100
120
Energy (eV)
DensityofStates
GGA Gap
= 3.82 eV
BMIM
BF4
−8 −6 −4 −2
0
50
100
HSE06 Gap
= 5.08 eV
MD + DFT
Explicitly modeled
entire IL structure
Achieved semi-
quantitative accuracy
in EW prediction
Surprising prediction
of BMIM instability,
consistent with exp.
evidence
Cathodic limits are not always set by
cations and anodic limits are not always
set by anions
Aug 14 2014 ACS 248th National Meeting
Acknowledgements and Publications	

Funding from E. I. du Pont de Nemours  Co. via the DuPont-
MIT Alliance program.
William L. Holstein and Steve R. Lustig from DuPont for useful
insights and assistance.
TeraGrid resources provided by the Pittsburgh
Supercomputing Center.
Aug 14 2014 ACS 248th National Meeting
S. P. Ong, O.Andreussi,Y. Wu, N. Marzari,  G. Ceder. Electrochemical Windows
of Room-Temperature Ionic Liquids from Molecular Dynamics and
Density FunctionalTheory Calculations. Chemistry of Materials, 2011, 23(11),
2979-2986.
S. P. Ong  G. Ceder, Investigation of the Effect of Functional Group
Substitutions on the Gas-Phase Electron Affinities and Ionization Energies
of Room-Temperature Ionic Liquids Ions using Density FunctionalTheory.
Electrochimica Acta, 2010, 55(11), 3804-3811.
Thank you.	

Aug 14 2014
ACS 248th National Meeting

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Insights into the electrochemical stability of ionic liquids from first principles calculations and molecular dynamics simulations

  • 1. Insights into the electrochemical stability of ionic liquids from first principles calculations and molecular dynamics simulations Shyue Ping Ong, Oliviero Andreussi,Yabi Wu, Nicola Marzari, and Gerbrand Ceder Aug 14 2014 ACS 248th National Meeting
  • 2. Electrochemical applications of ILs Aug 14 2014 ACS 248th National Meeting High Thermal Stability, Low Volatility, Low Flammability Wide Electrochemical Window (~5-6V) Abundance of Charge Carriers Highly Customizable
  • 3. Outline Optimization of IL ions with Isolated-atom Quantum Chemistry Calculations Accurate Electrochemical Windows with Molecular Dynamics and DFT High-throughputtrends DetailedInsights Aug 14 2014 ACS 248th National Meeting
  • 4. ElectrochemicalWindows of ILs Aug 14 2014 ACS 248th National Meeting ECL (Cathodic Limit) EAL (Anodic Limit) EW = EAL – ECL Potential (V) vs Reference Currentdensity Ohno, H., (2005), Electrochemical Aspects of Ionic Liquids,Wiley-Interscience. Same cation, different anion, slightly different ECL Different cations, same anion, very different ECL Different anions, similar cation, very different EAL
  • 5. Large Space of Ion Structures Functional Groups Base Ions Aug 14 2014 ACS 248th National Meeting
  • 7. Proxy Measures forTrue Redox Stability Hypothesis:Vred &Vox correlated with electron affinity (EA) and ionization energy (IE) respectively EAs and IEs can be computed efficiently and accurately using simple computational methods at relatively low cost Aug 14 2014 ACS 248th National Meeting Koch,V. R.; Dominey, L.A.; Nanjundiah, C.; Ondrechen, M. J. J. Electrochem. Soc.1996, 143, 798–803. € Iq + e → −EA Iq−1 Iq − e→ IE Iq+1
  • 8. Ohno, H. (2005), Electrochemical Aspects of Ionic Liquids,Wiley-Interscience. Relative Redox Stability of CationTypes Aug 14 2014 ACS 248th National Meeting S. P. Ong and G. Ceder, 2010. Investigation of the Effect of Functional Group Substitutions on the Gas-Phase Electron Affinities and Ionization Energies of Room-Temperature Ionic Liquids Ions using Density Functional Theory. Electrochimica Acta, 55(11), pp.3804-3811.
  • 9. Effect ofAlkylation on Cations Appetecchi, G. B.; Montanino, M.; Zane, D.; Carewska, M.; Alessandrini, F. & Passerini, S. (2009), ELECTROCHIMICA ACTA 54(4), 1325-1332. PYR1n3 -> PYR1n7 : −3.73V -> −3.89V Aug 14 2014 ACS 248th National Meeting
  • 10. Effect of Fluoroalkylation onAnions No monotonic decreasing trend in IE with fluoroalkylation observed Fluorine is the most electronegative element => great inductive stabilization effect Initial substitution do not result in significantly increased stabilization. Relative oxidative stability of common anions agrees with recent work by Ue et al. •  PF6 > BF4 > TFSI Aug 14 2014 ACS 248th National Meeting 0 100 200 300 400 6.2 6.4 6.6 6.8 7 7.2 7.4 7.6 7.8 8 Molecular Weight / mol gm −1 VerticalIP/eV Borate Sulfonylimide Phosphate TFSI BF4 PF 6 PF(CF 3 ) 5 B(CF3 )3 (CF(CF3 )2 )
  • 11. Func.Group Substitutions on 1,2,3-trimethylimidazolium Aug 14 2014 ACS 248th National Meeting EW  by  Ind.   EW  by  Res.   EW  by  Ind.   ED  by  Res.   ED  by  Ind.   EW  by  Ind.   ED  by  Res.  
  • 12. Effect of substitution position ED Resonance Effect Dominates Over EW Inductive Effect EW Inductive Effect Dominates Over ED Resonance Effect Aug 14 2014 ACS 248th National Meeting
  • 13. Func.Group Substitutions on PF5CF3 anion Aug 14 2014 ACS 248th National Meeting
  • 14. Designing ILs for electrochemical applications Electron-donating functional groups stabilize cations and electro-withdrawing groups stabilize anions •  Unfortunately, scope for increase in anodic limits appear to be limited given that current anions seems to be near optimal. Effect due to combination of inductive and resonance effects, relative strength of which depends on substitution position Efficient computational methods can be used to quickly screen candidate IL structures to maximize electrochemical windows Aug 14 2014 ACS 248th National Meeting
  • 15. Outline Optimization of IL ions with Isolated-atom Quantum Chemistry Calculations Accurate Electrochemical Windows with Molecular Dynamics and DFT High-throughputtrends DetailedInsights Aug 14 2014 ACS 248th National Meeting
  • 16. ElectrochemicalWindows of ILs Aug 14 2014 ACS 248th National Meeting ECL (Cathodic Limit) EAL (Anodic Limit) EW = EAL – ECL Potential (V) vs Reference Currentdensity Ohno, H., (2005), Electrochemical Aspects of Ionic Liquids,Wiley-Interscience. Same cation, different anion, slightly different ECL Different cations, same anion, very different ECL Different anions, similar cation, very different EAL Same EMI cation, different anions, similar EAL!
  • 17. Electrochemistry ofTFSI at negative potentials TFSI anion decomposes at less negative potentials than P13 cation. Polarizable Continuum Model (PCM) calculations showed similar qualitative results, but unable to provide quantitative accuracy. P. Howlett, E. Izgorodina, M. Forsyth, D. Macfarlane. Zeitschrift fur Physikalische Chemie, 2006, 220, 1483-1498. doi:10.1524/zpch. 2006.220.10.1483 Aug 14 2014 ACS 248th National Meeting
  • 18. Investigated six ILs formed from two cations and three anions N N H3C C4H9 B F F F F N H3C C3H7 P FF F FF F N SS O O O O CF3F3C TFSI PF6 BF4 P13 BMIM Cations Anions Aug 14 2014 ACS 248th National Meeting
  • 19. SimplerApproximations – Isolated molecules and PCM Treat ions as isolated molecules in vacuo or in a polarizable continuum model (PCM).1 Calculate electron affinity (EA) and ionization energy (IE) of each ion. 1J.Tomasi, B. Mennucci, B., R. Cammi. Chemical Reviews, 2005, 105, 2999-3093. ε= 12 Aug 14 2014 ACS 248th National Meeting
  • 20. −5 0 5 10 15 P13 BMIM PF6 BF4 TFSI Potential (V) Cathodic Limit Anodic Limit Predicted electrochemical windows from isolated molecule approximation Predicts that cathodic limits are always set by the cation, and anodic limits are always set by the anion. Reasonable electrochemical windows of ~3-5V are predicted. S. P. Ong G. Ceder, G. Electrochimica Acta, 2010, 55(11), 3804-3811. Aug 14 2014 ACS 248th National Meeting
  • 21. 0 5 10 P13 BMIM PF6 BF4 TFSI Potential (V) Cathodic Limit Anodic Limit Predicted electrochemical windows from PCM approximation Predicts that both cathodic and anodic limits are always set by the cation, except P13TFSI. Severely overestimates the electrochemical windows; EWs of 6.5V are predicted. Dielectric medium overstabilizes highly- charged ions. S. P. Ong, O.Andreussi,Y.Wu, N. Marzari, G. Ceder, G. Chemistry of Materials, 2011, 23(11), 2979-2986. doi:10.1021/cm200679y Aug 14 2014 ACS 248th National Meeting
  • 22. Explicit modeling of entire liquid structure Molecular dynamics simulations of IL −8 −6 −4 −2 0 20 40 60 80 100 120 Energy (eV) DensityofStates Gap = 3.82 eV BMIM BF 4 DFT Calculations of the Density of States (DOS) S. P. Ong, O.Andreussi,Y.Wu, N. Marzari, G. Ceder, G. Chemistry of Materials, 2011, 23(11), 2979-2986. doi:10.1021/cm200679y Aug 14 2014 ACS 248th National Meeting
  • 23. Calculated electrochemical windows 1 2 3 4 5 6 7 8 9 BMIM PF6 BMIM BF4 BMIM TFSI P13 PF6 P13 BF4 P13 TFSI − EFermi Li Cathodic Limit Anodic Limit Potential (V) Clear difference in CL for P13 vs BMIM Same AL for all BMIM- based ILs, despite different anions! Expected behavior for P13-based ILs. PF6 BF4 TFSI S. P. Ong, O.Andreussi,Y.Wu, N. Marzari, G. Ceder, G. Chemistry of Materials, 2011, 23(11), 2979-2986. doi:10.1021/cm200679y Aug 14 2014 ACS 248th National Meeting
  • 24. Are the cathodic and anodic limits set by the cation or anion? −8 −6 −4 −2 0 20 40 60 80 100 120 Energy (eV) DensityofStates GGA Gap = 3.82 eV BMIM BF4 −8 −6 −4 −2 0 50 100 HSE06 Gap = 5.08 eVHOMO – Determines anodic limit LUMO – Determines cathodic limit Aug 14 2014 ACS 248th National Meeting
  • 25. −8 −6 −4 −2 0 20 40 60 80 100 120 Energy (eV) DensityofStates Gap = 3.82 eV BMIM BF4 −8 −6 −4 −2 0 20 40 60 80 100 120 Energy (eV) DensityofStates Gap = 3.74 eV BMIM PF 6 −8 −6 −4 −2 0 20 40 60 80 100 120 Energy (eV) DensityofStates Gap = 3.87 eV BMIM TFSI Cathodic limit is always set by BMIM cation Anodic limit also almost always set by BMIM cation BMIM-based ILs Aug 14 2014 ACS 248th National Meeting
  • 26. −8 −6 −4 −2 0 0 20 40 60 80 100 120 Energy (eV) DensityofStates Gap = 5.36 eV P13 BF 4 −8 −6 −4 −2 0 20 40 60 80 100 120 Energy (eV) DensityofStates Gap = 5.38 eV P13 PF 6 −8 −6 −4 −2 0 0 20 40 60 80 100 120 Energy (eV) DensityofStates Gap = 4.46 eV P13 TFSI Possible cathodic instability in P13 PF6 and P13 TFSI Anodic limit generally set by anion, except for P13PF6. P13-based ILs Aug 14 2014 ACS 248th National Meeting
  • 27. Further refinements to MD + DFT method Aug 14 2014 ACS 248th National Meeting DFT HOMO/LUMO AIMD relaxation and quenching Classical MD Zhang,Y.; Shi, C.; Brennecke, J. F.; Maginn, E. J. Refined Method for Predicting Electrochemical Windows of Ionic Liquids and ExperimentalValidation Studies., J. Phys. Chem. B, 2014, doi:10.1021/jp5034257.
  • 28. Conclusions −8 −6 −4 −2 0 20 40 60 80 100 120 Energy (eV) DensityofStates GGA Gap = 3.82 eV BMIM BF4 −8 −6 −4 −2 0 50 100 HSE06 Gap = 5.08 eV MD + DFT Explicitly modeled entire IL structure Achieved semi- quantitative accuracy in EW prediction Surprising prediction of BMIM instability, consistent with exp. evidence Cathodic limits are not always set by cations and anodic limits are not always set by anions Aug 14 2014 ACS 248th National Meeting
  • 29. Acknowledgements and Publications Funding from E. I. du Pont de Nemours Co. via the DuPont- MIT Alliance program. William L. Holstein and Steve R. Lustig from DuPont for useful insights and assistance. TeraGrid resources provided by the Pittsburgh Supercomputing Center. Aug 14 2014 ACS 248th National Meeting S. P. Ong, O.Andreussi,Y. Wu, N. Marzari, G. Ceder. Electrochemical Windows of Room-Temperature Ionic Liquids from Molecular Dynamics and Density FunctionalTheory Calculations. Chemistry of Materials, 2011, 23(11), 2979-2986. S. P. Ong G. Ceder, Investigation of the Effect of Functional Group Substitutions on the Gas-Phase Electron Affinities and Ionization Energies of Room-Temperature Ionic Liquids Ions using Density FunctionalTheory. Electrochimica Acta, 2010, 55(11), 3804-3811.
  • 30. Thank you. Aug 14 2014 ACS 248th National Meeting