Stochastic Resonance

​
periodic forcing amplitude
noise level
time
Sometimes adding the right amount of noise can increase the signal-to-noise ratio of a signal; this is called stochastic resonance. In this Demonstration you can follow the time evolution of a particle inside a bistable potential with a low-amplitude, periodic forcing. Usually, that forcing is not enough to switch the particle from one stability basin to the other. But a small amount of random noise makes the particle oscillate between the two basins, following the periodic forcing.

Details

Consider the following stochastic equation:
dX=
∂U(X,t)
∂X
dt+ηd
W
t
,
where
d
W
t
stands for a Wiener process and
η
represents the noise level.
Now consider potentials of the form
U(X,t)=
U
o
(X)+ϵXcos(2πt/τ)
, composed of a stationary part
U
o
with two minima at
X
-
and
X
+
and a periodic forcing with amplitude
ϵ
and period
τ
. If
ϵ
is small enough,
X
will oscillate around either
X
-
or
X
+
, without ever switching to the other.
But what happens if one increases the noise amplitude
η
? Then there is some probability that
X
will jump from one basin to the other. If the noise level is just right,
X
will follow the periodic forcing and oscillate between
X
-
and
X
+
with period
τ
. This is what we mean by stochastic resonance.
In more general terms, there is stochastic resonance whenever adding noise to a system improves its performance or, in the language of signal processing, increases its signal-to-noise ratio. Note that the noise amplitude cannot be too large or the system can become completely random.
Further reading:
A. Bulsara and L. Gammaitoni, "Tuning in to Noise," Physics Today, 49(3), 1996 pp. 39-45.
L. Gammaitoni, P. Hänggi, P. Jung, and F. Marchesoni, "Stochastic Resonance," Reviews of Modern Physics, 70(1), 1998 pp. 223-287.
S. Herrmann and P. Imkeller, "Stochastic Resonance," in the Encyclopedia of Mathematical Physics, Amsterdam: Elsevier, 2006.
F. Marchesoni, "Order out of Noise," Physics, 2(23), 2009.

External Links

Stochastic Resonance (Wolfram MathWorld)

Permanent Citation

Alejandro Luque Estepa
​
​"Stochastic Resonance"​
​http://demonstrations.wolfram.com/StochasticResonance/​
​Wolfram Demonstrations Project​
​Published: March 7, 2011