We present three algorithms for calculating rate constants and sampling transition paths for rare events in simulations with stochastic dynamics. The methods do not require a priori knowledge of the phase-space density and are suitable for equilibrium or nonequilibrium systems in stationary state. All the methods use a series of interfaces in phase space, between the initial and final states, to generate transition paths as chains of connected partial paths, in a ratchetlike manner. No assumptions are made about the distribution of paths at the interfaces. The three methods differ in the way that the transition path ensemble is generated. We apply the algorithms to kinetic Monte Carlo simulations of a genetic switch and to Langevin dynamics simulations of intermittently driven polymer translocation through a pore. We find that the three methods are all of comparable efficiency, and that all the methods are much more efficient than brute-force simulation.

1.
D.
Frenkel
and
B.
Smit
,
Understanding Molecular Simulation: From Algorithms to Applications
, 2nd ed. (
Academic
, Boston,
2002
).
2.
D.
Chandler
,
Introduction to Modern Statistical Mechanics
(
Oxford University Press
, New York,
1987
).
3.
C.
Dellago
,
P. G.
Bolhuis
,
F. S.
Csajka
, and
D.
Chandler
,
J. Chem. Phys.
108
,
1964
(
1998
).
4.
C.
Dellago
,
P. G.
Bolhuis
, and
P. L.
Geissler
,
Adv. Chem. Phys.
123
,
1
(
2002
).
5.
P. G.
Bolhuis
,
D.
Chandler
,
C.
Dellago
, and
P. L.
Geissler
,
Annu. Rev. Phys. Chem.
53
,
291
(
2002
).
6.
G. E.
Crooks
and
D.
Chandler
,
Phys. Rev. E
64
,
026109
(
2001
).
7.
T. S.
van Erp
,
D.
Moroni
, and
P. G.
Bolhuis
,
J. Chem. Phys.
118
,
7762
(
2003
).
8.
T. S.
van Erp
and
P. G.
Bolhuis
,
J. Comput. Phys.
205
,
157
(
2005
).
9.
W.
E.
,
W.
Ren
, and
E.
Vanden-Eijnden
,
Phys. Rev. B
66
,
052301
(
2002
).
10.
W.
E.
,
W.
Ren
, and
E.
Vanden-Eijnden
,
J. Phys. Chem. B
109
,
6688
(
2005
).
11.
A. K.
Faradjian
and
R.
Elber
,
J. Chem. Phys.
120
,
10880
(
2004
).
12.
D.
Moroni
,
P. G.
Bolhuis
, and
T. S.
van Erp
,
J. Chem. Phys.
120
,
4055
(
2004
).
13.
P. R.
ten Wolde
and
D.
Chandler
,
Proc. Natl. Acad. Sci. U.S.A.
U.S.A.
99
,
6539
(
2002
).
14.
R. J.
Allen
,
P. B.
Warren
, and
P. R.
ten Wolde
,
Phys. Rev. Lett.
94
,
018104
(
2005
).
15.
M.
Villén-Altamirano
and
J.
Villén-Altamirano
, in
Queuing, Performance and Control in ATM
,
Proceedings of the 13th International Telegraphic Congress, Copenhagen, Denmark, 19–26 June 1991
, edited by
J. W.
Cohen
and
C. D.
Pack
, pp.
71
76
.
16.
R. J.
Allen
,
D.
Frenkel
, and
P. R.
ten Wolde
(unpublished).
17.
C.
Valeriani
,
E.
Sanz
, and
D.
Frenkel
,
J. Chem. Phys.
122
,
194501
(
2005
).
18.
M. N.
Rosenbluth
and
A. W.
Rosenbluth
,
J. Chem. Phys.
23
,
356
(
1955
).
19.
D.
Frenkel
,
G. C. A. M.
Mooij
, and
B.
Smit
,
J. Phys.: Condens. Matter
3
,
3053
(
1991
).
20.
D.
Frenkel
,
Proc. Natl. Acad. Sci. U.S.A.
U.S.A.
101
,
17571
(
2004
).
21.
P.
Grassberger
,
Phys. Rev. E
56
,
3682
(
1997
).
22.
P. B.
Warren
and
P. R.
ten Wolde
,
Phys. Rev. Lett.
92
,
128101
(
2004
).
23.
P. B.
Warren
and
P. R.
ten Wolde
,
J. Phys. Chem. B
109
,
6812
(
2005
).
24.
M.
Ptashne
, A Genetic Switch: Gene Control and Phage λ (
Cell, Cambridge, MA/Blackwell Scientific
, Palo Alto, CA,
1986
).
25.
E. M.
Ozbudak
,
M.
Thattai
,
H. N.
Lim
,
B. I.
Shraiman
, and
A.
van Oudenaarden
,
Nature (London)
(London)
427
,
737
(
2004
).
26.
T. S.
Gardner
,
C. R.
Cantor
, and
J. J.
Collins
,
Nature (London)
(London)
403
,
339
(
2000
).
27.
F. J.
Isaacs
,
J.
Hasty
,
C. R.
Cantor
, and
J. J.
Collins
,
Proc. Natl. Acad. Sci. U.S.A.
U.S.A.
100
,
7714
(
2003
).
28.
J. L.
Cherry
and
F. R.
Adler
,
J. Theor. Biol.
203
,
117
(
2000
).
29.
T. B.
Kepler
and
T. C.
Elston
,
Biophys. J.
81
,
3116
(
2001
).
30.
D. T.
Gillespie
,
J. Phys. Chem.
81
,
2340
(
1977
).
31.
M. P.
Allen
and
D. J.
Tildesley
,
Computer Simulation of Liquids
(
Clarendon
, Oxford,
1987
).
32.
D.
Moroni
, Ph.D. thesis,
Universiteit van Amsterdam
,
2005
.
33.
H. C.
Anderson
,
J. Chem. Phys.
72
,
2384
(
1980
).
34.
P. G.
Bolhuis
,
J. Phys.: Condens. Matter
15
,
S113
(
2003
).
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