
In
physics,
chemistry
Chemistry is the science, scientific study of the properties and behavior of matter. It is a natural science that covers the Chemical element, elements that make up matter to the chemical compound, compounds made of atoms, molecules and ions ...
and related fields, a kinetic scheme is a network of states and connections between them representing the scheme of a dynamical process. Usually a kinetic scheme represents a
Markovian process
A Markov chain or Markov process is a stochastic model describing a sequence of possible events in which the probability of each event depends only on the state attained in the previous event. Informally, this may be thought of as, "What happe ...
, while for non-Markovian processes generalized kinetic schemes are used. Figure 1 shows an illustration of a kinetic scheme.
A Markovian kinetic scheme
Mathematical description
A kinetic scheme is a network (a
directed graph) of distinct states (although repetition of states may occur and this depends on the system), where each pair of states ''i'' and ''j'' are associated with directional rates,
(and
). It is described with a
master equation: a first-order
differential equation for the
probability of a system to occupy each one its states at time ''t'' (element ''i'' represents state ''i''). Written in a matrix form, this states:
, where
is the matrix of connections (rates)
.
In a Markovian kinetic scheme the connections are constant with respect to time (and any jumping time probability density function for state ''i'' is an exponential, with a rate equal the value of all the exiting connections).
When
detailed balance exists in a system, the relation
holds for every connected states ''i'' and ''j''. The result represents the fact that any closed loop in a Markovian network in equilibrium does not have a net flow.
Matrix
can also represent birth and death, meaning that probability is injected (birth) or taken from (death) the system, where then, the process is not in equilibrium. These terms are different than a
birth–death process
The birth–death process (or birth-and-death process) is a special case of continuous-time Markov process where the state transitions are of only two types: "births", which increase the state variable by one and "deaths", which decrease the state ...
, where there is simply a linear kinetic scheme.
Specific Markovian kinetic schemes
* A
birth–death process
The birth–death process (or birth-and-death process) is a special case of continuous-time Markov process where the state transitions are of only two types: "births", which increase the state variable by one and "deaths", which decrease the state ...
is a linear one-dimensional Markovian kinetic scheme.
*
Michaelis–Menten kinetics are a type of a Markovian kinetic scheme when solved with the steady state assumption for the creation of intermediates in the reaction pathway.
Generalizations of Markovian kinetic schemes
* A kinetic scheme with time dependent rates: When the connections depend on the actual time (i.e. matrix
depends on the time,
), the process is not Markovian, and the master equation obeys,
. The reason for a time dependent rates is, for example, a time dependent external field applied on a Markovian kinetic scheme (thus making the process a not Markovian one).
* A semi-Markovian kinetic scheme: When the connections represent multi exponential jumping time probability density functions, the process is
semi-Markovian, and the equation of motion is an
integro-differential equation termed the generalized master equation:
.
An example for such a process is a
reduced dimensions form
In biophysics and related fields, reduced dimension forms (RDFs) are unique on-off mechanisms for random walks that generate two-state trajectories (see Fig. 1 for an example of a RDF and Fig. 2 for an example of a two-state trajectory). It has b ...
.
* The Fokker Planck equation: when expanding the master equation of the kinetic scheme in a continuous space coordinate, one finds the
Fokker Planck equation
Fokker was a Dutch aircraft manufacturer named after its founder, Anthony Fokker. The company operated under several different names. It was founded in 1912 in Berlin, Germany, and became famous for its fighter aircraft in World War I. In 1919 t ...
.
See also
*
Markov process
*
Continuous-time Markov process
A continuous-time Markov chain (CTMC) is a continuous stochastic process in which, for each state, the process will change state according to an exponential random variable and then move to a different state as specified by the probabilities of a ...
*
Master equation
*
Detailed balance
*
Graph theory
*
Semi-Markov process
References
*
*
*{{cite book , author=Risken, H. , title=The Fokker-Planck Equation , publisher=Springer , year=1984 , isbn=3-540-61530-X
Biophysics
Physical chemistry
Theoretical physics
Statistical mechanics
Stochastic processes
Dynamical systems