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Molecular dynamics modeling of thermal Molecular dynamics modeling of thermal and mechanical properties and mechanical properties Alejandro Strachan School of Materials Engineering Purdue University [email protected]

Alejandro Strachan - Illinois...Molecular dynamics Explicitly solve the dynamics of all atoms of the material of interest Newton’s equations of motion with forces obtained from the

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Page 1: Alejandro Strachan - Illinois...Molecular dynamics Explicitly solve the dynamics of all atoms of the material of interest Newton’s equations of motion with forces obtained from the

Molecular dynamics modeling of thermalMolecular dynamics modeling of thermaland mechanical propertiesand mechanical properties

Alejandro StrachanSchool of Materials Engineering

Purdue [email protected]

Page 2: Alejandro Strachan - Illinois...Molecular dynamics Explicitly solve the dynamics of all atoms of the material of interest Newton’s equations of motion with forces obtained from the

Materials at molecular scalesMaterials at molecular scales

Molecular materials Ceramics Metals

Page 3: Alejandro Strachan - Illinois...Molecular dynamics Explicitly solve the dynamics of all atoms of the material of interest Newton’s equations of motion with forces obtained from the

Materials properties chartsMaterials properties charts

Materials lookvery different

Materials propertiesvary by many orders

of magnitude

Composition/chemistryMicrostructure

A variety ofmechanisms governmaterials behavior

Materials Selection in Mechanical Design (3rd edition)by MF Ashby, Butterworth Heinemann, 2005

Page 4: Alejandro Strachan - Illinois...Molecular dynamics Explicitly solve the dynamics of all atoms of the material of interest Newton’s equations of motion with forces obtained from the

Multiscale Multiscale modeling of materialsmodeling of materials

L e n g t h

T i m e

nanometer mm

picosec.

nanosec.

microsec

femtosec.

Molecular dynamics

micron

Mesoscale

meters

second

QuantumMechanics

MacroscaleElectrons Atoms Mesoparticles Elements

•Understand the molecular level origins of materials behavior•Predict the behavior of materials from first principles

•Help design new materials or devices with improved performance

Page 5: Alejandro Strachan - Illinois...Molecular dynamics Explicitly solve the dynamics of all atoms of the material of interest Newton’s equations of motion with forces obtained from the

Molecular dynamicsMolecular dynamics

Explicitly solve thedynamics of all atomsof the material ofinterest

Newton’s equations of motion

with forces obtained fromthe inter-atomic potential

Page 6: Alejandro Strachan - Illinois...Molecular dynamics Explicitly solve the dynamics of all atoms of the material of interest Newton’s equations of motion with forces obtained from the

MD: structure of an MD codeMD: structure of an MD code

Initial conditions[ri(0), vi(0)]

Calculate forces at current time [Fi(t)] from ri(t)

Integrate equations of motion r(t) _ r(t+Δt)v(t) _ v(t+Δt)

t_t+Δt

Save properties

Done?

EndY

No

Output file

Page 7: Alejandro Strachan - Illinois...Molecular dynamics Explicitly solve the dynamics of all atoms of the material of interest Newton’s equations of motion with forces obtained from the

MD: integrating the equations of motionMD: integrating the equations of motion

( ) ( ) ( ) ( ) ( ) ( )

( ) ( ) ( ) ( ) ( ) ( )432

432

61

21

61

21

tttrttrttrtrttr

tttrttrttrtrttr

iiiii

iiiii

ΔΟ+Δ−Δ+Δ−=Δ−

ΔΟ+Δ+Δ+Δ+=Δ+

&&&&&&

&&&&&&

Taylor expansion of positions with time

The Verlet algorithm

Page 8: Alejandro Strachan - Illinois...Molecular dynamics Explicitly solve the dynamics of all atoms of the material of interest Newton’s equations of motion with forces obtained from the

MD: thermodynamic ensemblesMD: thermodynamic ensembles

i

ii

ii

mFu

ur

=

=

&

&EFiRi −∇=with

Temperature: ( ) ( )time

N

iitimetmutKNkT ∑

=

==1

2

21

23

Instantaneous temperature (T*):

( ) ( ) ( )∑=

==N

ii tmutKtNkT

1

2*

21

23

Page 9: Alejandro Strachan - Illinois...Molecular dynamics Explicitly solve the dynamics of all atoms of the material of interest Newton’s equations of motion with forces obtained from the

MD: isothermal molecular dynamicsMD: isothermal molecular dynamics

i

ii

ii

mFu

ur

=

=

&

&

Berendsen’s thermostat Nose-Hoover thermostat

i

ii

ii

mFu

ur

=

=

&

&

How can we modify the EoM so that they lead toconstant temperature?

Page 10: Alejandro Strachan - Illinois...Molecular dynamics Explicitly solve the dynamics of all atoms of the material of interest Newton’s equations of motion with forces obtained from the

MD applications: meltingMD applications: melting

Luo et al. PRB 68, 134206 (2003)

Simples and most direct approach: •Take a solid and heat it up at constant pressure until it melts•Then cool the melt until it re-crystalizes

ProblemsSuperheating of the solid &undercooling of the liquid

Why?

Page 11: Alejandro Strachan - Illinois...Molecular dynamics Explicitly solve the dynamics of all atoms of the material of interest Newton’s equations of motion with forces obtained from the

MD applications: meltingMD applications: melting

2-phase MD simulations•Place liquid and solid in one cell•Run NPT simulations at various T

Page 12: Alejandro Strachan - Illinois...Molecular dynamics Explicitly solve the dynamics of all atoms of the material of interest Newton’s equations of motion with forces obtained from the

MD applications: meltingMD applications: melting

2-phase MD simulationMelting at ambient pressure •Simulation: 3150±50 K (4%)•Experiment: 3290±50 K

Pre

ssur

e ( G

Pa )

Free electrons

Band electrons

Cohen ab initio HugoniotUsing exper. pressure

Experiment shock meltingBrown and Shaner (1984)Temperature for Hugoniot

2-phase MD simulation

Temperature (K)

Page 13: Alejandro Strachan - Illinois...Molecular dynamics Explicitly solve the dynamics of all atoms of the material of interest Newton’s equations of motion with forces obtained from the

MD applications: MD applications: nanonano-mechanics of deformation-mechanics of deformation

Mechanisms of plastic deformation – Materials strength

Edge dislocationScrew dislocation

Burgersvector

Slip plane

Page 14: Alejandro Strachan - Illinois...Molecular dynamics Explicitly solve the dynamics of all atoms of the material of interest Newton’s equations of motion with forces obtained from the

MD applications: MD applications: nanonano-mechanics of deformation-mechanics of deformation

ε=0.0 ε=0.07 ε=0.09 ε=0.59 ε=0.74

initialelastic

deformationplastic

deformation

Page 15: Alejandro Strachan - Illinois...Molecular dynamics Explicitly solve the dynamics of all atoms of the material of interest Newton’s equations of motion with forces obtained from the

MD applications: MD applications: nanonano-mechanics of deformation-mechanics of deformation

•NiAl alloy: plastic deformation induced by shock compression•MD enables a detailed characterization of the mechanisms of plasticdeformation

Piston

NiAl target

Page 16: Alejandro Strachan - Illinois...Molecular dynamics Explicitly solve the dynamics of all atoms of the material of interest Newton’s equations of motion with forces obtained from the

N N

N

NO2

NO2O2N

MD applications: condensed-matter chemistryMD applications: condensed-matter chemistry

Thermal and shock induced decomposition andreaction of high energy materials

Plastic bonded explosives•Energetic material particles in a rubbery binder•C-NO2 (TATB, TNT)•N-NO2 (HMX, RDX) •O-NO2 (PETN)•Secondary explosives (initial reactions are endothermic)•Sensitivity to undesired detonation

Propellants•Nitramine used in propellant composites•Secondary HE _ exothermic reactions far from the surface _lower temperature at burn surface•Large specific impulse (Isp)

RDX

Page 17: Alejandro Strachan - Illinois...Molecular dynamics Explicitly solve the dynamics of all atoms of the material of interest Newton’s equations of motion with forces obtained from the

MD applications: decomposition of RDXMD applications: decomposition of RDX

32 RDX molecules on 32 RDX molecules

pu pu−

Shock decomposition

Strachan et al. Phys. Rev. Lett. (2003)

Thermal decomposition

Page 18: Alejandro Strachan - Illinois...Molecular dynamics Explicitly solve the dynamics of all atoms of the material of interest Newton’s equations of motion with forces obtained from the

MD applications: computational materials designMD applications: computational materials design

strain

Zero fieldElectric field

T and Gbonds

All transbonds

Electric field

All transbonds

Strachan and Goddard, Appl. Phys. Lett (2005)

•Polymer-based nano-actuator•Make use of structural transition to achieve large strains

Page 19: Alejandro Strachan - Illinois...Molecular dynamics Explicitly solve the dynamics of all atoms of the material of interest Newton’s equations of motion with forces obtained from the

MesoscaleMesoscale: beyond MD: beyond MD

•Particles with long range interactions (electrostatics)•Short time step necessary

•C-H bond vibrational period ~10 fs = 10-14s•MD time-step: <1 fs

•MD is always classical (CV~3Nk)

Mesodynamics•Mesoparticles represent groups of atoms•Molecules or grains in a polycrystalline solid (B.L. Holian)

All atom MD is very expensive

•Mesopotential (effective interactions between mesoparticles)•Thermal role of implicit degrees of freedom

Page 20: Alejandro Strachan - Illinois...Molecular dynamics Explicitly solve the dynamics of all atoms of the material of interest Newton’s equations of motion with forces obtained from the

MesoscaleMesoscale: temperature rise during shock loading: temperature rise during shock loading

Molecular: c.m. velocity of moleculesaround translationInternal: atomic velocities around c.m.vel. of molecules

Molecular

Internal

time=0.8 ps

time=1.6 ps

time=3.2 ps

Test case: shock on acrystalline polymer

All atom MD simulation

Page 21: Alejandro Strachan - Illinois...Molecular dynamics Explicitly solve the dynamics of all atoms of the material of interest Newton’s equations of motion with forces obtained from the

MesoscaleMesoscale: limitation of traditional approach: limitation of traditional approach

•Energy increase due to shockwavedescribed accurately•Reduced number of modes to sharethe energy

Large overestimationof temperature

Page 22: Alejandro Strachan - Illinois...Molecular dynamics Explicitly solve the dynamics of all atoms of the material of interest Newton’s equations of motion with forces obtained from the

i

ii

ii

mFu

ur

=

=

&

&

MesoscaleMesoscale: new approach: new approach

( )( )∑

∑=><

j ijj

j ijjji rwm

rwumu

( )( )∑

∑ ><−=

j ij

j ijijjmesoi rw

rwuumkT

2

3

( )iiii

ii

iiii

uumFu

Fur

><−−=

+=

η

χ

&

&

Local mesoparticle velocity:

Local mesoparticle temperature:

Change in mesoparticle energy:

Change in internal energy so that total energy is conserved:

Equations of motion:

distance

wei

ght

Page 23: Alejandro Strachan - Illinois...Molecular dynamics Explicitly solve the dynamics of all atoms of the material of interest Newton’s equations of motion with forces obtained from the

•Couple through the position update equation

MesoscaleMesoscale: New equations of motion: New equations of motion

−∝

0

int

TTT i

mesoi

i γχ

i

ii

iiii

mFu

Fur

=

+=

&

& χ

iiii

ii FF

CTE ⋅== χint

intint

&&

Key features•Total energy (meso + internal) is conserved•c.m. velocity is conserved•Galilean invariant•Correct description of the ballistic regime

Strachan and Holian (PRL, Jan 2005)

•Finite thermostats

•Allow energy exchange between mesoparticles and internal DoFs•Couple local meso temperature with internal temperature

Page 24: Alejandro Strachan - Illinois...Molecular dynamics Explicitly solve the dynamics of all atoms of the material of interest Newton’s equations of motion with forces obtained from the

MesodynamicsMesodynamics: thermodynamically accurate: thermodynamically accurate

•Thermodynamically accurate mesoscale description•Thermal role of implicit degrees of freedom described by theirspecific heat

•Can incorporate CV based on quantum statistical mechanics

Page 25: Alejandro Strachan - Illinois...Molecular dynamics Explicitly solve the dynamics of all atoms of the material of interest Newton’s equations of motion with forces obtained from the

Running MD @ Running MD @ nanoHUBnanoHUBThe Network for Computational Nanotechnology at Purduedeveloped the nanoHUB (www.nanohub.org)•nanoHUB provides onlineservices for research, educationand collaboration•The materials simulation toolkitat nanoHUB•Developed by the Strachangroup•Enables running real MDsimulations using simply a web-browser•All you have to do is register tothe nanoHUB (preferably beforelab session)