2.5. Asymptotic Behavior of the Renewal Function (the Elementary Renewal Theorem)

Lecture



2.5. Asymptotic Behavior of the Renewal Function (the Elementary Renewal Theorem)

We now study the asymptotic behavior of the renewal function as t→∞.

THEOREM 2.1. For the ordinary renewal process, as t→∞ the following asymptotic expansion holds

, 2.5. Asymptotic Behavior of the Renewal Function (the Elementary Renewal Theorem) (2.22)

provided the expectation and second moment exist.

PROOF. The proof uses a Tauberian theorem, the statement of which is given in Mathematical Appendix 3. In order to apply this theorem, it is necessary to construct an expansion of the function H*(s) as s0. In the case under consideration
2.5. Asymptotic Behavior of the Renewal Function (the Elementary Renewal Theorem)

where the following notation is used

, 2.5. Asymptotic Behavior of the Renewal Function (the Elementary Renewal Theorem) (2.23)

μ= Mξ, σ2=Mξ2-(Mξ)2.

Next we must check whether the function L(t) is slowly varying at infinity, that is, whether the equality

2.5. Asymptotic Behavior of the Renewal Function (the Elementary Renewal Theorem)

holds for every positive x. The latter equality is obvious for the function (2.23). Thus all the conditions of the Tauberian theorem are satisfied. Consequently, as t→∞

,2.5. Asymptotic Behavior of the Renewal Function (the Elementary Renewal Theorem)

which proves the assertion of the theorem.*

The theorem just proved is called the elementary renewal theorem and is stated in the form of the following assertion.

Let us make two remarks on the theorem just proved.

Remark 1. An almost verbatim repetition of the proof for the renewal function H1(t) gives the following asymptotic expansion as t→∞

.2.5. Asymptotic Behavior of the Renewal Function (the Elementary Renewal Theorem)

From the last equality it can be concluded that the leading term of the expansion does not depend on the distribution F1(t). This expansion will also be obtained below using the key renewal theorem.

Remark 2. For the renewal densities the following equalities are obvious

.2.5. Asymptotic Behavior of the Renewal Function (the Elementary Renewal Theorem)

See also

  • Poisson random measure
  • random process
  • random walks
  • renewal process
  • Cramér–Lundberg model
  • empirical measures
  • Poisson random measure
created: 2021-03-13
updated: 2026-03-08
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Lectures and tutorial on "probabilistic processes"

Terms: probabilistic processes