rare event simulations theory 16.1 transition state theory 16.1-16.2 bennett-chandler approach 16.2...

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Rare Event Simulations Theory 16.1 Transition state theory 16.1-16.2 Bennett-Chandler Approach 16.2 Diffusive Barrier crossings 16.3 Transition path ensemble 16.4

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Page 1: Rare Event Simulations Theory 16.1 Transition state theory 16.1-16.2 Bennett-Chandler Approach 16.2 Diffusive Barrier crossings 16.3 Transition path ensemble

Rare Event Simulations

Theory 16.1Transition state theory 16.1-16.2Bennett-Chandler Approach 16.2Diffusive Barrier crossings 16.3Transition path ensemble 16.4

Page 2: Rare Event Simulations Theory 16.1 Transition state theory 16.1-16.2 Bennett-Chandler Approach 16.2 Diffusive Barrier crossings 16.3 Transition path ensemble

Diffusion in porous material

Page 3: Rare Event Simulations Theory 16.1 Transition state theory 16.1-16.2 Bennett-Chandler Approach 16.2 Diffusive Barrier crossings 16.3 Transition path ensemble

Theory:macroscopic

phenomenological

A BChemical reaction

d

dtA

A B A B A B

c tk c t k c t

d

dtB

A B A B A B

c tk c t k c t

Total number of molecules

d0

dtA Bc t c t

Equilibrium:

0A Bc t c t

A B A

B A B

c k

c k

Make a small perturbation

A A Ac t c c t

d

dtA

A B A B A A

c tk c t k c t

B B Ac t c c t

0 expA A A B B Ac t c k k t 0 expAc t

1

A B B Ak k

11 1 BA B A B

A B

ck c c

k

Page 4: Rare Event Simulations Theory 16.1 Transition state theory 16.1-16.2 Bennett-Chandler Approach 16.2 Diffusive Barrier crossings 16.3 Transition path ensemble

Theory:microscopic

linear response theory

Microscopic description of the reaction

Reaction coordinate

*q qReactant A:

Product B: *q q

Perturbation: 0 *AH H g q q

Lowers the potential energy in AIncreases the concentration of A

* 1 * *Ag q q q q q q

Heaviside θ-function

0 * 0*

1 * 0

q qq q

q q

0A A Ac c c

0A A Ac g g

Probability to be in state A

βF

(q)

q

q*

q

Reaction coordinate

Page 5: Rare Event Simulations Theory 16.1 Transition state theory 16.1-16.2 Bennett-Chandler Approach 16.2 Diffusive Barrier crossings 16.3 Transition path ensemble

2 2

00

AA A

cg g

Very small perturbation: linear response theory

0A A Ac g g

0 *AH H g q q

Outside the barrier gA =0 or 1:gA (x) gA (x) =gA (x)

0 01A Ag g

0 0 0 01A A A Bc c c c

Switch of the perturbation: dynamic linear response

00

A A

A AA B

g g tc t c

c c

0 expAc t

Holds for sufficiently long times!

Linear response theory: static

0H H B

0A A A

0

00

d exp

d exp

A HA

H

0

0

d exp

d exp

A H BA

H B

0 0

2

0

0 0

2

0

d exp d exp

d exp

d exp d exp

d exp

AB H B H BA

H B

A H B B H B

H B

0 0 0

AAB A B

Page 6: Rare Event Simulations Theory 16.1 Transition state theory 16.1-16.2 Bennett-Chandler Approach 16.2 Diffusive Barrier crossings 16.3 Transition path ensemble

0exp

A A

A B

g g tt

c c

For sufficiently short t

01exp

A A

A B

g g tt

c c

Derivative

Δ has disappeared because of derivative

0A A

A B

g g t

c c

0A A

A BA

g g tk t

c

* ** A B

A

g q q g q qg q q q q

q q

0 *0 B

B

A BA

g q qq g t

qk t

c

' 0d

A t B t tdt

' ' 0A t B t t A t B t t

0 ' 0 'A B t A B t

Stationary

Page 7: Rare Event Simulations Theory 16.1 Transition state theory 16.1-16.2 Bennett-Chandler Approach 16.2 Diffusive Barrier crossings 16.3 Transition path ensemble

Eyring’s transition state theory

0 *0 B

B

A BA

g q qq g t

qk t

c

0 0 * *

*

q q q q t q

q q

At t=0 particles are at the top of the barrier

Only products contribute to the average

Let us consider the limit: t →0+

0lim *

tq t q q t

0 0 *

*TSTA B

q q q qk t

q q

* 1 * *B Ag q q g q q q q

**Bg q q

q qq

* 1 * *Ag q q q q q q

Page 8: Rare Event Simulations Theory 16.1 Transition state theory 16.1-16.2 Bennett-Chandler Approach 16.2 Diffusive Barrier crossings 16.3 Transition path ensemble

Transition state theory

• One has to know the free energy accurately

• Gives an upper bound to the reaction rate

• Assumptions underlying transition theory should hold: no recrossings

Page 9: Rare Event Simulations Theory 16.1 Transition state theory 16.1-16.2 Bennett-Chandler Approach 16.2 Diffusive Barrier crossings 16.3 Transition path ensemble

Bennett-Chandler approach

0 0 * *

*A B

q q q q t qk t

q q

0 0 * * 0 *

*0 *A B

q q q q t q q qk t

q qq q

Conditional average:given that we start on top of the barrier

0 *q q t q Probability to find q on top of

the barrier

Computational scheme:

1. Determine the probability from the free energy2. Compute the conditional average from a MD simulation

Page 10: Rare Event Simulations Theory 16.1 Transition state theory 16.1-16.2 Bennett-Chandler Approach 16.2 Diffusive Barrier crossings 16.3 Transition path ensemble

cage window cage

βF

(q)

q

q*

cage window cage

βF

(q)

q

q*

Reaction coordinate

Page 11: Rare Event Simulations Theory 16.1 Transition state theory 16.1-16.2 Bennett-Chandler Approach 16.2 Diffusive Barrier crossings 16.3 Transition path ensemble

Ideal gas particle and a hill

q1 is the estimated transition state

q* is the true transition state

Page 12: Rare Event Simulations Theory 16.1 Transition state theory 16.1-16.2 Bennett-Chandler Approach 16.2 Diffusive Barrier crossings 16.3 Transition path ensemble
Page 13: Rare Event Simulations Theory 16.1 Transition state theory 16.1-16.2 Bennett-Chandler Approach 16.2 Diffusive Barrier crossings 16.3 Transition path ensemble
Page 14: Rare Event Simulations Theory 16.1 Transition state theory 16.1-16.2 Bennett-Chandler Approach 16.2 Diffusive Barrier crossings 16.3 Transition path ensemble
Page 15: Rare Event Simulations Theory 16.1 Transition state theory 16.1-16.2 Bennett-Chandler Approach 16.2 Diffusive Barrier crossings 16.3 Transition path ensemble

Bennett-Chandler approach

• Results are independent of the precise location of the estimate of the transition state, but the accuracy does.

• If the transmission coefficient is very low– Poor estimate of the reaction coordinate– Diffuse barrier crossing

Page 16: Rare Event Simulations Theory 16.1 Transition state theory 16.1-16.2 Bennett-Chandler Approach 16.2 Diffusive Barrier crossings 16.3 Transition path ensemble

Transition path sampling

0exp

A A

A B

g g tt

c c

01 exp

A B t

BA

h x h xC t h t

h

1 in

0 elsewhereA

Ah

0 0 0

0 0 0

d

d

A B t

A

x N x h x h xC t

x N x h x

xt is fully determined by the initial condition

,B t A t

C t h x 0 0path AP h x N x

Path that starts at A and is in time t in B: importance sampling in these paths

Page 17: Rare Event Simulations Theory 16.1 Transition state theory 16.1-16.2 Bennett-Chandler Approach 16.2 Diffusive Barrier crossings 16.3 Transition path ensemble
Page 18: Rare Event Simulations Theory 16.1 Transition state theory 16.1-16.2 Bennett-Chandler Approach 16.2 Diffusive Barrier crossings 16.3 Transition path ensemble

Walking in the Ensemble

Shooting

Shifting

A

r0o r0

n

B

rTn

rTo

r0o

r0n

AB

rt

ptn pt

o

p

rTo

rTn

Page 19: Rare Event Simulations Theory 16.1 Transition state theory 16.1-16.2 Bennett-Chandler Approach 16.2 Diffusive Barrier crossings 16.3 Transition path ensemble