Convexity & Strict Convexity of Functionals (function of a function)

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Homework Help Overview

The discussion revolves around the analysis of the convexity and strict convexity of a functional defined on a class of C1 functions over the interval [0,1]. The functional includes terms involving derivatives, polynomial expressions, and the hyperbolic cosine function.

Discussion Character

  • Conceptual clarification, Assumption checking, Mathematical reasoning

Approaches and Questions Raised

  • Participants discuss the definitions of convexity and strict convexity of functionals, exploring the implications of these definitions on specific terms of the functional.
  • Some participants suggest that the last term of the functional may be convex but not strictly convex, while others assert that the first two terms are strictly convex.
  • Questions are raised about how to prove the convexity of the term involving the hyperbolic cosine function, with requests for clarification on its properties.
  • There is a specific inquiry about whether the function cosh(u) is convex, leading to further exploration of its implications for the functional.

Discussion Status

The discussion is ongoing, with participants sharing their thoughts and seeking confirmation of their reasoning. Some have provided insights into the properties of specific terms, while others are still grappling with the implications of convexity for the hyperbolic cosine term.

Contextual Notes

Participants are working under the constraints of a homework assignment, which may limit the information available for confirming their reasoning. There is also a noted absence of answers in the textbook, contributing to the uncertainty in their discussions.

kingwinner
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Homework Statement


Let C be the class of C1 functions on interval [0,1] satisfying u(0)=0=u(1).
Consider the functional F(u)=
1
∫[(u')2 + 3u4 + cosh(u) + (x3-x)u] dx
0
(note: u is a function of x.)
Analyse the functional F term by term. Decide for each term whether it is convex or strictly convex on C.[/color]

Homework Equations


(Strict) Convexity of functionals.

The Attempt at a Solution


Definition: A functional F is "convex" if for all u,v in C, 0<a<1, we have
F((1-a)u+av) ≤ (1-a)F(u) + aF(v).
F is "strictly convex" if for all u,v in C such that u≠v, and for all 0<a<1, we have
F((1-a)u+av) < (1-a)F(u) + aF(v).

1) I think by linearity of integrals, we can show that the last term is convex, but NOT strictly convex. Am I correct?

2) Each of the first two terms is strictly convex. Am I correct?
[I believe I have a proof for 1) and 2) using strict convexities of f(x)= x2 and g(x)= x4, but there is no answer at the back of the textbook for this problem, and so I'm not sure if I'm correct so far. It would be much appreciated if someone can confirm my answer, or point out if I'm wrong.]

3) I'm really stuck for the third term, G(u)=
1
∫cosh(u)dx
0
How can I prove that this is convex/strictly convex? I really don't have much idea on this part of the problem...
Hopefully someone can explain how to prove this. Thanks a million!
 
Last edited:
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Can someone help me, please?

The definitions of convex/strictly convex of functionals (function of a function) are as follows:

Let C be the class of C1 functions on interval [0,1] satisfying u(0)=0=u(1).
A functional F is convex if for all u,v in C, 0<a<1, we have
F((1-a)u+av) ≤ (1-a)F(u) + aF(v).
F is strictly convex if for all u,v in C such that u≠v, and for all 0<a<1, we have
F((1-a)u+av) < (1-a)F(u) + aF(v).

Any help would be much appreciated!
 
kingwinner said:

Homework Statement


Let C be the class of C1 functions on interval [0,1] satisfying u(0)=0=u(1).
Consider the functional F(u)=
1
∫[(u')2 + 3u4 + cosh(u) + (x3-x)u] dx
0
(note: u is a function of x.)
Analyse the functional F term by term. Decide for each term whether it is convex or strictly convex on C.[/color]

Homework Equations


(Strict) Convexity of functionals.

The Attempt at a Solution


Definition: A functional F is "convex" if for all u,v in C, 0<a<1, we have
F((1-a)u+av) ≤ (1-a)F(u) + aF(v).
F is "strictly convex" if for all u,v in C such that u≠v, and for all 0<a<1, we have
F((1-a)u+av) < (1-a)F(u) + aF(v).

1) I think by linearity of integrals, we can show that the last term is convex, but NOT strictly convex. Am I correct?

2) Each of the first two terms is strictly convex. Am I correct?
[I believe I have a proof for 1) and 2) using strict convexities of f(x)= x2 and g(x)= x4, but there is no answer at the back of the textbook for this problem, and so I'm not sure if I'm correct so far. It would be much appreciated if someone can confirm my answer, or point out if I'm wrong.]

3) I'm really stuck for the third term, G(u)=
1
∫cosh(u)dx
0
How can I prove that this is convex/strictly convex? I really don't have much idea on this part of the problem...
Hopefully someone can explain how to prove this. Thanks a million!

Is cosh(u) a convex function of u?

RGV
 
Ray Vickson said:
Is cosh(u) a convex function of u?

RGV
I believe cosh(u) is actually a strictly convex function of u, and so I claim that
1
∫cosh(u(x))dx := G(u) is also strictly convex, is this a correct implication?
0

Thanks!
 
Examine u(x) = r*u2(x) + (1-r)*u2(x), with 0 <= r <= 1.

RGV
 

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