Definition
A renewal or a counting process nomenclature by is a non-negative stochastic process which denotes the occurrences of an event (this is what we were discussing in the above four examples) during the time interval where the time duration between consecutive events are
(i) positive, (ii) independent and (iii) identically distributed random variables, i.e., i.i.d. r.v.
Let denote the successive occurence times of components which are counted (number in Example # 4.1 or the refrigerators for which you are willing to give free service facilities in Example # 4.2 or the components which you may replace in case of failure or in case of general replacement schedule which you have planned for the machine in Example # 4.3 or in Example # 4.4 where you replace the electric bulb the moment the earlier one stops working), and successively placed into service, such that is the elapsed time from the occurrence of the event until the occurrence of the event.
Then we can write for which will denote the common probability distribution of . A quick look at the probability distribution will make it obvious that the following is true, which is , and it signifies that are positive random variable.
Now let us define for and it is also obvious from simple logic and convention that . Moreover is the waiting time (total waiting time) until the occurrence of the event. Note is equal to the number of indices for which , hence we depict the situation using Figure 4.1.
Figure 4.1: Simple concept of renewal process using diagrammatic illustration
Note
Thus if one considers Figure 4.1 then we have (i) as the counting process, while (ii) as the partial sum process. Thus (i) or (ii) interchangeable is called the renewal process.
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