Math 2.0

Real functions Theorem

Routh–Hurwitz stability criterion

Builds on Hurwitz-stable matrixRoot of a polynomialMinorCharacteristic polynomialLinearisation at an equilibrium

Statement

Let p(s)=a0sn+a1sn−1+⋯+an−1s+anp(s) = a_0 s^n + a_1 s^{n-1} + \cdots + a_{n-1} s + a_n be a polynomial of degree n≥1n \ge 1 with real coefficients and a0>0a_0 > 0. Put ak=0a_k = 0 for k<0k < 0 and for k>nk > n. Let HH be the n×nn \times n Hurwitz matrix with entries Hij=a2j−iH_{ij} = a_{2j - i} for 1≤i,j≤n1 \le i, j \le n, and let Δk\Delta_k be its leading principal minor of order kk. Then every root of pp has negative real part if and only if Δk>0\Delta_k > 0 for k=1,…,nk = 1, \ldots, n.

Remarks

The rows of HH are (a1,a3,a5,…)(a_1, a_3, a_5, \ldots), (a0,a2,a4,…)(a_0, a_2, a_4, \ldots), (0,a1,a3,…)(0, a_1, a_3, \ldots), (0,a0,a2,…)(0, a_0, a_2, \ldots), and so on. One proof counts the roots of pp in the right half-plane by following the argument of p(iω)p(i\omega) as ω\omega runs over ℝ\R. Routh's array computes the same information by a Euclidean algorithm on the even and odd parts of pp.

For n=2n = 2 and p(s)=s2+a1s+a2p(s) = s^2 + a_1 s + a_2, the conditions are a1>0a_1 > 0 and a1a2>0a_1 a_2 > 0, that is, a1>0a_1 > 0 and a2>0a_2 > 0. For n=3n = 3, they are a1>0a_1 > 0, a1a2−a0a3>0a_1 a_2 - a_0 a_3 > 0 and a3>0a_3 > 0, since Δ3=a3Δ2\Delta_3 = a_3 \Delta_2. Positive coefficients are necessary but not sufficient when n≥3n \ge 3. For p(s)=s3+s2+s+1=(s+1)(s2+1)p(s) = s^3 + s^2 + s + 1 = (s + 1)(s^2 + 1), all coefficients are positive, but Δ2=1−1=0\Delta_2 = 1 - 1 = 0, and indeed ±i\pm i are roots.

Going deeper

For a student

Applied to the characteristic polynomial of a real matrix AA, the criterion tests whether AA is Hurwitz-stable. With the linearisation of a nonlinear system, it gives a test for the stability of an equilibrium that uses only arithmetic on the entries of the Jacobian matrix. It is the standard tool in control engineering for stability with respect to parameters, since the conditions are explicit inequalities. The analogous test for roots inside the unit disc, used for discrete-time systems, is the Schur–Cohn or Jury test.

Reading path

To understand this page from the ground up, read these 27 pages in order. The foundations come first.

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Characteristic polynomial, concept, no evidence levelCharacteristic polyno…conceptDifferential equation, concept, no evidence levelDifferential equationconceptFunction, concept, no evidence levelFunctionconceptHurwitz-stable matrix, concept, no evidence levelHurwitz-stable matrixconceptInterval, concept, no evidence levelIntervalconceptMinor, concept, no evidence levelMinorconceptRoot of a polynomial, concept, no evidence levelRoot of a polynomialconceptOrdinary differential equation, definition, no evidence levelOrdinary differential…definitionLipschitz condition, definition, no evidence levelLipschitz conditiondefinitionGrönwall's inequality, statement, no evidence levelGrönwall's inequalitystatementOrder of a differential equation, definition, no evidence levelOrder of a differenti…definitionSolution of an ordinary differential equation, definition, no evidence levelSolution of an ordina…definitionAutonomous system, definition, no evidence levelAutonomous systemdefinitionInitial value problem, definition, no evidence levelInitial value problemdefinitionLinear differential equation of order n, definition, no evidence levelLinear differential e…definitionEquilibrium point, definition, no evidence levelEquilibrium pointdefinitionSystem of linear differential equations, definition, no evidence levelSystem of linear diff…definitionUniqueness of solutions for Lipschitz vector fields, statement, no evidence levelUniqueness of solutio…statementHomogeneous linear system with constant coefficients, definition, no evidence levelHomogeneous linear sy…definitionMaximal solution, definition, no evidence levelMaximal solutiondefinitionMatrix exponential as the solution of a linear system, statement, no evidence levelMatrix exponential as…statementFlow of a vector field, definition, no evidence levelFlow of a vector fielddefinitionLyapunov stability, definition, no evidence levelLyapunov stabilitydefinitionAsymptotic stability, definition, no evidence levelAsymptotic stabilitydefinitionStability of linear systems via eigenvalues, statement, no evidence levelStability of linear s…statementLinearisation at an equilibrium, concept, no evidence levelLinearisation at an e…conceptRouth–Hurwitz stability criterion, statement, no evidence levelRouth–Hurwitz stabili…statement
Each page uses the pages above it. The colour of the bar on a box shows how strong the evidence is, and the box also gives it as text. The list has the same pages.
  • no evidence level
  1. Characteristic polynomial concept
  2. Differential equation concept
  3. Function concept
  4. Hurwitz-stable matrix concept
  5. Interval concept
  6. Minor concept
  7. Root of a polynomial concept
  8. Ordinary differential equation definition
  9. Lipschitz condition definition
  10. Grönwall's inequality statement
  11. Order of a differential equation definition
  12. Solution of an ordinary differential equation definition
  13. Autonomous system definition
  14. Initial value problem definition
  15. Linear differential equation of order n definition
  16. Equilibrium point definition
  17. System of linear differential equations definition
  18. Uniqueness of solutions for Lipschitz vector fields statement
  19. Homogeneous linear system with constant coefficients definition
  20. Maximal solution definition
  21. Matrix exponential as the solution of a linear system statement
  22. Flow of a vector field definition
  23. Lyapunov stability definition
  24. Asymptotic stability definition
  25. Stability of linear systems via eigenvalues statement
  26. Linearisation at an equilibrium concept
  27. Routh–Hurwitz stability criterion statement

Further reading

  1. Web https://en.wikipedia.org/wiki/Routh%E2%80%93Hurwitz_stability_criterion
About this page
TagKJF8Y19BNV
URIm2://KJF8Y19BNV
Kindstatement, theorem
WritingW0 stub
MSC26C10, 93D20, 34D20
StatusThis copy of the site has no build data. Run m2 status KJF8Y19BNV.
AboutHurwitz-stable matrix
UsesHurwitz-stable matrix, Root of a polynomial, Minor, Characteristic polynomial, Linearisation at an equilibrium
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Changed2 November 2026

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