{
  "aliases": null,
  "backlinks": null,
  "body": "\n## Definition\n\nLet $A \\in \\C^{n \\times n}$, let $\\Lambda(A)$ be its set of [[eigenvalues|0BQAA2BK3Q]], and let $\\varepsilon \u003e 0$.\nLet $\\norm{\\cdot}$ be the Euclidean norm on $\\C^n$ with its [[operator norm|06EKW1AKXF]] on matrices.\nThe *$\\varepsilon$-pseudospectrum* of $A$ is\n$$\\Lambda_\\varepsilon(A) = \\Lambda(A) \\cup \\set{z \\in \\C \\setminus \\Lambda(A) : \\norm{(zI - A)^{-1}} \u003e 1/\\varepsilon}.$$\n\n## Remarks\n\nThe following sets are equal to $\\Lambda_\\varepsilon(A)$:\n\n1. $\\set{z \\in \\C : z \\in \\Lambda(A + E) \\text{ for some } E \\in \\C^{n \\times n} \\text{ with } \\norm{E} \u003c \\varepsilon}$;\n2. $\\set{z \\in \\C : \\norm{(zI - A) v} \u003c \\varepsilon \\text{ for some unit vector } v}$;\n3. $\\set{z \\in \\C : \\sigma_{\\min}(zI - A) \u003c \\varepsilon}$, where $\\sigma_{\\min}$ is the smallest [[singular value|09VMDSRXWJ]].\n\nThe convention $\\norm{(zI - A)^{-1}} = \\infty$ for $z \\in \\Lambda(A)$ makes the definition read $\\norm{(zI - A)^{-1}} \u003e 1/\\varepsilon$ for all $z$.\n\nExample: if $A$ is normal, then $\\norm{(zI - A)^{-1}} = 1/\\mathrm{dist}(z, \\Lambda(A))$, so $\\Lambda_\\varepsilon(A)$ is the union of the open discs of radius $\\varepsilon$ about the eigenvalues.\nExample: for $J = \\begin{pmatrix} 0 \u0026 1 \\\\ 0 \u0026 0 \\end{pmatrix}$ and $z \\ne 0$, $(zI - J)^{-1} = \\begin{pmatrix} 1/z \u0026 1/z^2 \\\\ 0 \u0026 1/z \\end{pmatrix}$, whose norm is at least $1/\\abs{z}^2$; so every $z$ with $0 \u003c \\abs{z} \u003c \\sqrt{\\varepsilon}$ lies in $\\Lambda_\\varepsilon(J)$.\nNon-example: for $A = 0 \\in \\C^{1 \\times 1}$ and $\\varepsilon = 0.1$, the point $z = 0.2$ is not in $\\Lambda_\\varepsilon(A)$, since $\\norm{(zI - A)^{-1}} = 5 \\le 10$.\nThe sets are open, they increase with $\\varepsilon$, and their intersection over all $\\varepsilon \u003e 0$ is $\\Lambda(A)$.\nThe same definition makes sense for a bounded operator on a Banach space, with its [[spectrum|BMKATJ802A]] in place of $\\Lambda(A)$.\n\n## Explanations\n\n### L1 human\n\nA point is in the $\\varepsilon$-pseudospectrum when it is \"almost an eigenvalue\": some vector is mapped by $A - z$ to a vector shorter than $\\varepsilon$.\nThese sets are drawn as contour plots of the resolvent norm in the complex plane.\n",
  "commit": "ff8a40749dc16545e3d2fc637f6b0196e81d0bfa",
  "front": {
    "defines": "F20VTSH2FM",
    "kind": "definition",
    "msc": [
      "65F15",
      "15A18",
      "47A10"
    ],
    "name": "Pseudospectrum",
    "sources": [
      {
        "url": "https://en.wikipedia.org/wiki/Pseudospectrum"
      }
    ],
    "tag": "7JE39BAHQG",
    "uses": [
      "0BQAA2BK3Q",
      "J5YNNKSB9P",
      "06EKW1AKXF",
      "09VMDSRXWJ",
      "BMKATJ802A"
    ]
  },
  "kind": "definition",
  "link": "https://tamnd.github.io/math2/node/7JE39BAHQG/",
  "links": [
    {
      "field": "defines",
      "target": "F20VTSH2FM"
    },
    {
      "field": "uses",
      "target": "0BQAA2BK3Q"
    },
    {
      "field": "uses",
      "target": "J5YNNKSB9P"
    },
    {
      "field": "uses",
      "target": "06EKW1AKXF"
    },
    {
      "field": "uses",
      "target": "09VMDSRXWJ"
    },
    {
      "field": "uses",
      "target": "BMKATJ802A"
    }
  ],
  "markdown": "https://tamnd.github.io/math2/node/7JE39BAHQG.md",
  "msc": [
    "65F15",
    "15A18",
    "47A10"
  ],
  "name": "Pseudospectrum",
  "prov": null,
  "role": "",
  "source": "https://github.com/tamnd/math2/blob/main/nodes/7JE/7JE39BAHQG.md",
  "status": null,
  "tag": "7JE39BAHQG",
  "uri": "m2://7JE39BAHQG",
  "url": "https://tamnd.github.io/math2/wiki/pseudospectrum-definition/",
  "writing": {
    "tag": "7JE39BAHQG",
    "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
      }
    ]
  }
}
