The Markov arrival process (MAP) is a generalization of the Poisson process by having non-exponential distribution sojourn between arrivals. The homogeneous case has rate matrix,
An arrival is seen every time a transition occurs that increases the level (a marked transition), e.g. a transition in the sub-matrix. Sub-matrices and have elements of, the rate of a Poisson process, such that,
and
There are several special cases of the Markov arrival process.
Read more about this topic: Markovian Arrival Processes
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![Q=\left[\begin{matrix}
D_{0}&D_{1}&0&0&\dots\\
0&D_{0}&D_{1}&0&\dots\\
0&0&D_{0}&D_{1}&\dots\\
\vdots & \vdots & \ddots & \ddots & \ddots
\end{matrix}\right]\; .](http://upload.wikimedia.org/math/5/f/0/5f079744bb42fc530333b5c0261cc99b.png)



