Everything about Detailed Balance totally explained
In
mathematics and
statistical mechanics, a
Markov process is said to show
detailed balance if the transition rates between each pair of states
i and
j in the state space obey
» are the equilibrium probabilities of being in states
i and
j, respectively.
The definition carries over straightforwardly to continuous variables, where
becomes a probability density, and
P a transition kernel:
»
A Markov process that satisfies the detailed balance equations is said to be a
reversible Markov process or
reversible Markov chain with respect to
.
Note that the detailed balance condition is stronger than that required merely for a stationary distribution. It applies separately pairwise to each pair of states, so a steady-state probability current A -> B -> C -> A doesn't suffice.
Detailed balance is a weaker condition than requiring the transition matrix be symmetric,
Pij =
Pji. That would imply that the uniform distribution over the states would automatically be an equilibrium distribution. However, for continuous systems it may be possible to continuously transform the co-ordinates until a uniform metric is the equilibrium distribution, with a transition kernel which then is symmetric. In the discrete case it may be possible to achieve something similar, by breaking the Markov states into a degeneracy of sub-states.
Such an invariance is a supporting justification for the
principle of equal a-priori probability in statistical mechanics.
Further Information
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