Dynamical self-consistent field theory for kinetics of structure formation in dense polymeric...

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Dynamical self-consistent field theory for kinetics of structure formation in dense polymeric systems Douglas J. Grzetic CAP Congress 2014 Advisor: Robert A. Wickham

Transcript of Dynamical self-consistent field theory for kinetics of structure formation in dense polymeric...

Page 1: Dynamical self-consistent field theory for kinetics of structure formation in dense polymeric systems Douglas J. Grzetic CAP Congress 2014 Advisor: Robert.

Dynamical self-consistent field theory for kinetics of structure formation in dense polymeric

systemsDouglas J. Grzetic

CAP Congress 2014

Advisor: Robert A. Wickham

Page 2: Dynamical self-consistent field theory for kinetics of structure formation in dense polymeric systems Douglas J. Grzetic CAP Congress 2014 Advisor: Robert.

Introduction

particle-based simulation(MD, Brownian dynamics)

coarse-grained field theories(DFT, tdGL, etc)

• Interacting many-body problem

Page 3: Dynamical self-consistent field theory for kinetics of structure formation in dense polymeric systems Douglas J. Grzetic CAP Congress 2014 Advisor: Robert.

Introduction

particle-based simulation(MD, Brownian dynamics)

coarse-grained field theories(DFT, tdGL, etc)?

• Interacting many-body problem

Page 4: Dynamical self-consistent field theory for kinetics of structure formation in dense polymeric systems Douglas J. Grzetic CAP Congress 2014 Advisor: Robert.

First-principles microscopic dynamics

drag force spring force “Fspr” non-bondedinteraction force

random force

• Many-body interacting Langevin equation

Page 5: Dynamical self-consistent field theory for kinetics of structure formation in dense polymeric systems Douglas J. Grzetic CAP Congress 2014 Advisor: Robert.

Dynamical self-consistent field theory

• Dynamical mean-field approximation

• Derived from first-principles microscopic dynamics

D. J. Grzetic, R. A. Wickham and A.-C. Shi, Statistical dynamics of classical systems: A self-consistent field approach, J. Chem. Phys. (2014, in press)

Page 6: Dynamical self-consistent field theory for kinetics of structure formation in dense polymeric systems Douglas J. Grzetic CAP Congress 2014 Advisor: Robert.

Potential applications to dynamical problems

colloidal dynamics

active matter

entangled chain dynamics

phase separation kinetics

http://www.nonmet.mat.ethz.ch/research/Colloidal_Chemistry_Ceramic_Processing/Colloid_Chemistry.jpg

R. K. W. Spencer and R. A. Wickham, Soft Matter (2013)http://upload.wikimedia.org/wikipedia/commons/3/32/EscherichiaColi_NIAID.jpg

Page 7: Dynamical self-consistent field theory for kinetics of structure formation in dense polymeric systems Douglas J. Grzetic CAP Congress 2014 Advisor: Robert.

Potential applications to dynamical problems

colloidal dynamics

active matter

entangled chain dynamics

phase separation kinetics

http://www.nonmet.mat.ethz.ch/research/Colloidal_Chemistry_Ceramic_Processing/Colloid_Chemistry.jpg

R. K. W. Spencer and R. A. Wickham, Soft Matter (2013)http://upload.wikimedia.org/wikipedia/commons/3/32/EscherichiaColi_NIAID.jpg

Page 8: Dynamical self-consistent field theory for kinetics of structure formation in dense polymeric systems Douglas J. Grzetic CAP Congress 2014 Advisor: Robert.

D. J. Grzetic, R. A. Wickham and A.-C. Shi, Statistical dynamics of classical systems: A self-consistent field approach, J. Chem. Phys. (2014, in press)

Dynamical self-consistent field theory

density:

mean field:

functional Smoluchowski equation:

Page 9: Dynamical self-consistent field theory for kinetics of structure formation in dense polymeric systems Douglas J. Grzetic CAP Congress 2014 Advisor: Robert.

D. J. Grzetic, R. A. Wickham and A.-C. Shi, Statistical dynamics of classical systems: A self-consistent field approach, J. Chem. Phys. (2014, in press)

Dynamical self-consistent field theory

density:

mean field:

functional Smoluchowski equation:

Page 10: Dynamical self-consistent field theory for kinetics of structure formation in dense polymeric systems Douglas J. Grzetic CAP Congress 2014 Advisor: Robert.

• Equivalent Langevin simulation of chain dynamics (1.6 million chain ensemble)

• Parallelizable (~1 day run time, 32 cores)

Single-chain dynamics in a mean field

Page 11: Dynamical self-consistent field theory for kinetics of structure formation in dense polymeric systems Douglas J. Grzetic CAP Congress 2014 Advisor: Robert.

• Truncated Lennard-Jones interaction

Microscopic (non-bonded) bead-bead interaction

Page 12: Dynamical self-consistent field theory for kinetics of structure formation in dense polymeric systems Douglas J. Grzetic CAP Congress 2014 Advisor: Robert.

Symmetric polymer blend: spinodal decomposition

spinodal

BA

Page 13: Dynamical self-consistent field theory for kinetics of structure formation in dense polymeric systems Douglas J. Grzetic CAP Congress 2014 Advisor: Robert.

Onset of macro-phase separation:structure factor

Page 14: Dynamical self-consistent field theory for kinetics of structure formation in dense polymeric systems Douglas J. Grzetic CAP Congress 2014 Advisor: Robert.

Microphase separation in AB diblock copolymers

timescale ~102tR

BA

asymmetric

Page 15: Dynamical self-consistent field theory for kinetics of structure formation in dense polymeric systems Douglas J. Grzetic CAP Congress 2014 Advisor: Robert.

Order-order transition: structure factor

rA - rB structure factor

Page 16: Dynamical self-consistent field theory for kinetics of structure formation in dense polymeric systems Douglas J. Grzetic CAP Congress 2014 Advisor: Robert.

Chain configuration statistics: Rg map

rA - rB radius of gyration, A block

more stretched

less stretched

Page 17: Dynamical self-consistent field theory for kinetics of structure formation in dense polymeric systems Douglas J. Grzetic CAP Congress 2014 Advisor: Robert.

Conclusions

• Demonstrated ability to study kinetics of macro/microphase separation in large, dense inhomogeneous polymer systems

• Truly non-equilibriummean field theory

• Connection to microscopicdynamics (Rg, tR)

• Retain chain conformationstatistics

D. J. Grzetic, R. A. Wickham and A.-C. Shi, Statistical dynamics of classical systems: A self-consistent field approach, J. Chem. Phys. (2014, in press)