Calculus of variations and optimal control; optimization Basic notions of the calculus of variations Theorem
Lyusternik's theorem on tangent spaces
Builds on Banach spaceFréchet derivativeKernel of a linear mapOpen mapping theorem
Statement
Let and be real Banach spaces, let be open, and let be continuously Fréchet differentiable. Let with , and suppose that the derivative is surjective. Let . Then for every in the kernel of there are and a map with Consequently, the set of tangent vectors to at is exactly .
Remarks
The converse inclusion is easy: if with , then differentiating at gives . The main inclusion is proved by a Newton-type iteration that corrects back onto . The open mapping theorem gives a constant such that each equals for some with , and this makes the corrections converge. When has a closed complement, for example when is a Hilbert space, the result also follows from the implicit function theorem.
Surjectivity cannot be dropped. For , , one has and , so , while the only tangent vector to the single point is .
Going deeper
For a student
This is the key step in the proof of Lagrange multipliers on Banach spaces. In the calculus of variations, is a function space and encodes constraints such as a fixed integral, so the theorem describes the admissible variations of a constrained problem. The condition that is onto plays the role of the constraint qualification.
Reading path
To understand this page from the ground up, read these 20 pages in order. The foundations come first.
Show the path as a graph
- no evidence level
- Banach space concept
- Complex numbers object
- Complex plane concept
- Euclidean space object
- Kernel of a linear map concept
- Real numbers object
- Set bounded above definition
- Real and imaginary parts definition
- Total derivative concept
- Supremum definition
- Fréchet derivative concept
- Completeness axiom statement
- Existence of square roots of nonnegative reals statement
- Square root definition
- Modulus of a complex number definition
- Complex differentiability definition
- Domain in the complex plane definition
- Holomorphic function definition
- Open mapping theorem statement
- Lyusternik's theorem on tangent spaces statement
Where this leads
5 pages build on this one.
Further reading
About this page
| Tag | 3PGXH0T1K6 |
|---|---|
| URI | m2://3PGXH0T1K6 |
| Kind | statement, theorem |
| Writing | W0 stub |
| MSC | 49K27, 46G05, 58C20 |
| Status | This copy of the site has no build data. Run m2 status 3PGXH0T1K6. |
| About | Fréchet derivative |
| Uses | Banach space, Fréchet derivative, Kernel of a linear map, Open mapping theorem |
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