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Simulating PEO melts Simulating PEO melts using using connectivity-altering connectivity-altering Monte Carlo Monte Carlo by Collin D. Wick and Doros N. by Collin D. Wick and Doros N. Theodorou Theodorou Acknowledgements: Acknowledgements: NSF-MPS distinguished NSF-MPS distinguished international postdoctoral international postdoctoral fellowship. fellowship. Krell Institute Krell Institute

Simulating PEO melts using connectivity-altering Monte Carlo Simulating PEO melts using connectivity-altering Monte Carlo by Collin D. Wick and Doros N

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Page 1: Simulating PEO melts using connectivity-altering Monte Carlo Simulating PEO melts using connectivity-altering Monte Carlo by Collin D. Wick and Doros N

Simulating PEO melts usingSimulating PEO melts usingconnectivity-altering Monte connectivity-altering Monte

CarloCarlo

by Collin D. Wick and Doros N. by Collin D. Wick and Doros N. TheodorouTheodorou

Acknowledgements:Acknowledgements:NSF-MPS distinguished international NSF-MPS distinguished international

postdoctoral fellowship.postdoctoral fellowship.Krell InstituteKrell Institute

Page 2: Simulating PEO melts using connectivity-altering Monte Carlo Simulating PEO melts using connectivity-altering Monte Carlo by Collin D. Wick and Doros N

IntroductionIntroductionPoly(ethylene glycol) (X=H) and poly(ethylene oxide) dimethyl ether (X=CH3) have the same interior segments, but different endpoints.

The volumetric properties of the two systems as a function of chain length behave quite differently.

CH2

O CH2[ ]n

X XO

Page 3: Simulating PEO melts using connectivity-altering Monte Carlo Simulating PEO melts using connectivity-altering Monte Carlo by Collin D. Wick and Doros N

Molecular Simulation Molecular Simulation TechniquesTechniques

Two predominate simulation techniques Two predominate simulation techniques are used.are used.

Molecular Dynamics: the system follows Molecular Dynamics: the system follows Newton’s equations of motion, following Newton’s equations of motion, following their real dynamical trajectory.their real dynamical trajectory.

Monte Carlo: the system randomly moves Monte Carlo: the system randomly moves from one state to another with no set from one state to another with no set trajectory. trajectory.

The technique we use is Monte Carlo.The technique we use is Monte Carlo.

Page 4: Simulating PEO melts using connectivity-altering Monte Carlo Simulating PEO melts using connectivity-altering Monte Carlo by Collin D. Wick and Doros N

Designing a Monte Carlo Designing a Monte Carlo MoveMove

)]/)(/(,1min[. to state from

transferfor the prob. acceptance

. to state from

transfer for the prob. transition

state in be density to prob.

TTP

P

T

PTPT

Page 5: Simulating PEO melts using connectivity-altering Monte Carlo Simulating PEO melts using connectivity-altering Monte Carlo by Collin D. Wick and Doros N

The Benefit of Monte CarloThe Benefit of Monte Carlo

Page 6: Simulating PEO melts using connectivity-altering Monte Carlo Simulating PEO melts using connectivity-altering Monte Carlo by Collin D. Wick and Doros N

Metropolis AcceptanceMetropolis Acceptance

bath. pressure

outside withons FluctuatiVolume

]/)(exp[/

:moves rotation and nTranslatio

]/,1min[

BTkuuB

P

TT

Page 7: Simulating PEO melts using connectivity-altering Monte Carlo Simulating PEO melts using connectivity-altering Monte Carlo by Collin D. Wick and Doros N

Configurational-bias Monte Configurational-bias Monte CarloCarlo

n

nstep

nn

nstep

n

nstep

nni

nchoi

jj

ii

n

nstep

ni

WWP

B

BW

TkuB

WBT

TT

)(/)(

)(

)/exp(

)/(

11

1

1

B

1

Page 8: Simulating PEO melts using connectivity-altering Monte Carlo Simulating PEO melts using connectivity-altering Monte Carlo by Collin D. Wick and Doros N

Connectivity-Altering MC Connectivity-Altering MC (End-Bridging Move)(End-Bridging Move)

End-bridging (EB) End-bridging (EB) move from move from toto

Use SAFE-CBMC to Use SAFE-CBMC to regrow the regrow the segmentssegments

For PEG, regrow OH For PEG, regrow OH group from group from

Repeat for reverse Repeat for reverse movemove

Page 9: Simulating PEO melts using connectivity-altering Monte Carlo Simulating PEO melts using connectivity-altering Monte Carlo by Collin D. Wick and Doros N

Double Bridging MoveDouble Bridging Move

Double-bridging (DB) move from to and from.Use SAFE-CBMC to regrow the segments.Repeat for reverse move.

Page 10: Simulating PEO melts using connectivity-altering Monte Carlo Simulating PEO melts using connectivity-altering Monte Carlo by Collin D. Wick and Doros N

TraPPE-UA Force FieldTraPPE-UA Force Field

Transferable potentials for phase Transferable potentials for phase equilibria-united atom form.equilibria-united atom form.

Enforces transferability in the fitting of Enforces transferability in the fitting of new groups.new groups.

Utilizes pseudo-atoms for alkyl groups Utilizes pseudo-atoms for alkyl groups located at carbon centers, and treats located at carbon centers, and treats all non-alkyl atoms explicitly.all non-alkyl atoms explicitly.

Fixed bond lengthsFixed bond lengths

Page 11: Simulating PEO melts using connectivity-altering Monte Carlo Simulating PEO melts using connectivity-altering Monte Carlo by Collin D. Wick and Doros N

Potential FormPotential Form

ij

ji

ij

ij

ij

ijijij r

qq

rrru

c

cccu

ku

0

612

NB

33

2210torsion

20

0bend

44)(

nsinteractio bonded-nonfor termscouloumbic LJ

))(cos1(

))(cos1())cos(1()(

nsinteractio dihedralfor series Cosine

)(2

)(

potential bending bond Harmonic

Page 12: Simulating PEO melts using connectivity-altering Monte Carlo Simulating PEO melts using connectivity-altering Monte Carlo by Collin D. Wick and Doros N

Parameterizing TraPPE-UAParameterizing TraPPE-UA

Bonded interactions are taken from existing force Bonded interactions are taken from existing force fields.fields.

Lennard-Jones and Coulombic interactions are fit Lennard-Jones and Coulombic interactions are fit to reproduce vapor-liquid coexistence curves.to reproduce vapor-liquid coexistence curves.

For PEODME, all nonbonded parameters were fit For PEODME, all nonbonded parameters were fit to small ether molecules. to small ether molecules.

For PEG, all nonbonded parameters were fit to For PEG, all nonbonded parameters were fit to small alkanol and glycol molecules.small alkanol and glycol molecules.

Oxygens have negative charges, and methyl, Oxygens have negative charges, and methyl, methylene, and hydrogens have positive charges.methylene, and hydrogens have positive charges.

Page 13: Simulating PEO melts using connectivity-altering Monte Carlo Simulating PEO melts using connectivity-altering Monte Carlo by Collin D. Wick and Doros N

Simulation DetailsSimulation Details Polydisperse melts of PEG and PEODME Polydisperse melts of PEG and PEODME

were simulated with chain length were simulated with chain length evenly distributed over a selected evenly distributed over a selected range.range.

Simulation runs consisted of four runs Simulation runs consisted of four runs of 200,000 MC cycles (one MC cycle is of 200,000 MC cycles (one MC cycle is N N MC moves).MC moves).

Periodic boundary conditions were Periodic boundary conditions were used.used.

Pressure and temperature were set for Pressure and temperature were set for each simulation run.each simulation run.

Page 14: Simulating PEO melts using connectivity-altering Monte Carlo Simulating PEO melts using connectivity-altering Monte Carlo by Collin D. Wick and Doros N

Number, molecular weight, and Number, molecular weight, and polydispersity of polymerspolydispersity of polymers

Page 15: Simulating PEO melts using connectivity-altering Monte Carlo Simulating PEO melts using connectivity-altering Monte Carlo by Collin D. Wick and Doros N

Percentage and acceptance of Percentage and acceptance of select MC movesselect MC moves

Page 16: Simulating PEO melts using connectivity-altering Monte Carlo Simulating PEO melts using connectivity-altering Monte Carlo by Collin D. Wick and Doros N

Center of Mass MovementCenter of Mass MovementTop: PEODME-Top: PEODME-

30003000

Bottom: PEG-Bottom: PEG-30003000

Solid line: both Solid line: both EB and DB EB and DB movesmoves

Dotted line: DB Dotted line: DB move onlymove only

Dashed line: EB Dashed line: EB move onlymove only

Dot-dashed line: Dot-dashed line: neither DB neither DB or EB moves or EB moves usedused

Page 17: Simulating PEO melts using connectivity-altering Monte Carlo Simulating PEO melts using connectivity-altering Monte Carlo by Collin D. Wick and Doros N

End-Group MovementEnd-Group MovementTop: PEODME-Top: PEODME-

30003000

Bottom: PEG-Bottom: PEG-30003000

Solid line: both Solid line: both EB and DB EB and DB movesmoves

Dotted line: DB Dotted line: DB move onlymove only

Dashed line: EB Dashed line: EB move onlymove only

Dot-dashed line: Dot-dashed line: neither DB neither DB or EB moves or EB moves usedused

Page 18: Simulating PEO melts using connectivity-altering Monte Carlo Simulating PEO melts using connectivity-altering Monte Carlo by Collin D. Wick and Doros N

Decay of End-to-End VectorDecay of End-to-End VectorTop: PEODME-Top: PEODME-

30003000

Bottom: PEG-Bottom: PEG-30003000

Solid line: both Solid line: both EB and DB EB and DB movesmoves

Dotted line: DB Dotted line: DB move onlymove only

Dashed line: EB Dashed line: EB move onlymove only

Dot-dashed line: Dot-dashed line: neither DB neither DB or EB moves or EB moves usedused

Page 19: Simulating PEO melts using connectivity-altering Monte Carlo Simulating PEO melts using connectivity-altering Monte Carlo by Collin D. Wick and Doros N

Specific DensitiesSpecific Densities

Page 20: Simulating PEO melts using connectivity-altering Monte Carlo Simulating PEO melts using connectivity-altering Monte Carlo by Collin D. Wick and Doros N

Static Structure Factor Static Structure Factor (T=383K)(T=383K)

sim, PEODME-3000: solid line exp, PEG-20000: dotted line

Page 21: Simulating PEO melts using connectivity-altering Monte Carlo Simulating PEO melts using connectivity-altering Monte Carlo by Collin D. Wick and Doros N

Characteristic Ratio PlotCharacteristic Ratio PlotTop: PEODMETop: PEODME

Bottom: PEGBottom: PEG

Circles: points Circles: points using end-using end-to-end to-end distancedistance

Squares: points Squares: points using radii using radii of gyrationof gyration

Solid lines: fit Solid lines: fit to circlesto circles

Dotted lines: fit Dotted lines: fit to squaresto squares 5.5 Experiment C

Page 22: Simulating PEO melts using connectivity-altering Monte Carlo Simulating PEO melts using connectivity-altering Monte Carlo by Collin D. Wick and Doros N

3-d Radial Distribution 3-d Radial Distribution FunctionFunction

3-d radial-angular distribution function: =angle for O-CH3—(any

other heavy atom) for PEODME (top) and CH2-O—

(any other heavy atom) for PEG (bottom).

Page 23: Simulating PEO melts using connectivity-altering Monte Carlo Simulating PEO melts using connectivity-altering Monte Carlo by Collin D. Wick and Doros N

Integral of 3-d RDFIntegral of 3-d RDFDistance where the integral of the 3-d radial-angular distribution function is unity at fixed or the distance where another heavy atom is most likely present at fixed

Integrating out these curves give a total end-group excluded volume: 162 angstroms for PEODME and 127 angstroms for PEG.

solid line: solid line: PEGPEG

dotted dotted line: line: PEODMEPEODME

Page 24: Simulating PEO melts using connectivity-altering Monte Carlo Simulating PEO melts using connectivity-altering Monte Carlo by Collin D. Wick and Doros N

ConclusionsConclusions

Endbridging and double-bridging do Endbridging and double-bridging do reasonably well in equilibrating the PEO reasonably well in equilibrating the PEO melts, but better for PEODME than for PEG.melts, but better for PEODME than for PEG.

The TraPPE-UA force field does an excellent The TraPPE-UA force field does an excellent job of reproducing densities, and a good job job of reproducing densities, and a good job of reproducing structural properties of PEO.of reproducing structural properties of PEO.

The Molecular weight dependence of the The Molecular weight dependence of the volumetric properties can be related to volumetric properties can be related to differences in excluded volume of endgroups.differences in excluded volume of endgroups.