Math 2.0

Calculus of variations and optimal control; optimization Definition

Weierstrass excess function

Builds on Integral functional with a Lagrangian densityWeak and strong extremumPartial derivative

Definition

Let a<ba < b, let n≥1n \ge 1 and let L ⁣:[a,b]×ℝn×ℝn→ℝL \colon [a, b] \times \R^n \times \R^n \to \R, written L(x,y,p)L(x, y, p), be of class C1C^1. Write LpL_p for the vector of partial derivatives of LL in the variables pp. The Weierstrass excess function of LL is the function E ⁣:[a,b]×ℝn×ℝn×ℝn→ℝE \colon [a, b] \times \R^n \times \R^n \times \R^n \to \R given by E(x,y,p,q)=L(x,y,q)−L(x,y,p)−(q−p)⋅Lp(x,y,p).E(x, y, p, q) = L(x, y, q) - L(x, y, p) - (q - p) \cdot L_p(x, y, p).

Remarks

Example: for L(x,y,p)=1+p2L(x, y, p) = \sqrt{1 + p^2} with n=1n = 1, the function q↦L(x,y,q)q \mapsto L(x, y, q) is convex. A convex C1C^1 function lies above each of its tangent lines, so E≥0E \ge 0 everywhere.

Non-example of nonnegativity: for L=(p2−1)2L = (p^2 - 1)^2 with n=1n = 1, at p=0p = 0 one gets E(x,y,0,q)=(q2−1)2−1E(x, y, 0, q) = (q^2 - 1)^2 - 1. This is negative for 0<∣q∣<20 < \abs{q} < \sqrt{2}, since LL is not convex in pp.

The Weierstrass necessary condition reads as follows. Let y0∈C1([a,b];ℝn)y_0 \in C^1([a, b]; \R^n) be a strong local minimiser of J(y)=∫abL(x,y,y′) dxJ(y) = \int_a^b L(x, y, y') \, dx with fixed end values, see weak and strong extremum. Then E(x,y0(x),y0′(x),q)≥0E(x, y_0(x), y_0'(x), q) \ge 0 for all x∈[a,b]x \in [a, b] and all q∈ℝnq \in \R^n.

For C2C^2 functions LL, Taylor's formula gives E(x,y,p,q)=12(q−p)TLpp(x,y,pˉ)(q−p)E(x, y, p, q) = \frac{1}{2} (q - p)^T L_{pp}(x, y, \bar p) (q - p) for some pˉ\bar p on the segment from pp to qq. So the Weierstrass condition implies the Legendre condition Lpp(x,y0,y0′)≥0L_{pp}(x, y_0, y_0') \ge 0.

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  1. Euclidean space object
  2. Function concept
  3. Integral functional with a Lagrangian density concept
  4. Weak and strong extremum concept
  5. Function of several variables concept
  6. Limit of a function of several variables concept
  7. Partial derivative definition
  8. Weierstrass excess function definition

Further reading

  1. Web https://en.wikipedia.org/wiki/Weierstrass%E2%80%93Erdmann_condition
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MSC49K05
DefinesWeierstrass excess function
UsesIntegral functional with a Lagrangian density, Weak and strong extremum, Partial derivative

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