{
  "aliases": null,
  "backlinks": null,
  "body": "\n## Definition\n\nLet $T_1, T_2, \\ldots$ be [[independent and identically distributed|00MRN0FARV]] random variables with values in $[0, \\infty)$ and $P(T_1 = 0) \u003c 1$.\nLet $S_0 = 0$ and $S_n = T_1 + \\cdots + T_n$ for $n \\ge 1$; these are the renewal times.\nThe *renewal process* with holding times $T_i$ is the process\n$$N(t) = \\sup \\set{n \\ge 0 : S_n \\le t}, \\qquad t \\ge 0.$$\nIts *renewal function* is $m(t) = \\mathbb{E}[N(t)]$.\nRenewal theory is the study of $N$, of $m$, and of processes that start afresh at the times $S_n$.\n\n## Remarks\n\nThe condition $P(T_1 = 0) \u003c 1$ makes $S_n \\to \\infty$ almost surely, so $N(t)$ is finite for each $t$.\nExample: if the $T_i$ are [[exponential|0E99F51GVB]] with rate $\\lambda$, then $N$ is the Poisson process of rate $\\lambda$, and $m(t) = \\lambda t$.\nNon-example: if $T_1, T_2, \\ldots$ are not identically distributed, for instance $T_i = 2^{-i}$, then $N$ is not a renewal process, and here $N(t) = \\infty$ for $t \\ge 1$.\nLet $\\mu = \\mathbb{E}[T_1] \\in (0, \\infty]$ be the [[expected value|0WQNRCNY3M]] of a holding time.\nThe elementary renewal theorem says $m(t)/t \\to 1/\\mu$ as $t \\to \\infty$, with $1/\\infty = 0$; the strong law gives $N(t)/t \\to 1/\\mu$ almost surely.\n",
  "commit": "5fc425f97f1f6b11da5892c2948ef8c5d8805665",
  "front": {
    "defines": "45V0W838BQ",
    "kind": "definition",
    "msc": [
      "60K05",
      "60K15"
    ],
    "name": "Renewal theory",
    "sources": [
      {
        "url": "https://en.wikipedia.org/wiki/Renewal_theory"
      }
    ],
    "tag": "KYF5SCYC64",
    "uses": [
      "00MRN0FARV",
      "0WQNRCNY3M",
      "0E99F51GVB"
    ]
  },
  "kind": "definition",
  "link": "https://math2.tamnd.com/node/KYF5SCYC64/",
  "links": [
    {
      "field": "defines",
      "target": "45V0W838BQ"
    },
    {
      "field": "uses",
      "target": "00MRN0FARV"
    },
    {
      "field": "uses",
      "target": "0WQNRCNY3M"
    },
    {
      "field": "uses",
      "target": "0E99F51GVB"
    }
  ],
  "markdown": "https://math2.tamnd.com/node/KYF5SCYC64.md",
  "msc": [
    "60K05",
    "60K15"
  ],
  "name": "Renewal theory",
  "prov": null,
  "role": "",
  "source": "https://github.com/tamnd/math2/blob/main/nodes/KYF/KYF5SCYC64.md",
  "status": null,
  "tag": "KYF5SCYC64",
  "uri": "m2://KYF5SCYC64",
  "url": "https://math2.tamnd.com/wiki/renewal-theory-definition/",
  "writing": {
    "tag": "KYF5SCYC64",
    "kind": "definition",
    "level": "W0",
    "next": [
      {
        "what": "an inventory row",
        "note": "the row of the inventory that the node accounts for",
        "have": 0,
        "want": 1
      },
      {
        "what": "a source with a locator",
        "have": 0,
        "want": 1
      }
    ]
  }
}
