15. Introduction to Calculus of Variations#
Calculus of variation deals with variations - i.e. “small changes” - of functions and functionals.
The meaning of the term functional may vary on the subfield of interest. In the field of calculus of variation, a functional can be defined as a function of function, i.e. a function whose argument is another function.
Fields and applications
Fields and applications related to calculus of variations (give some examples below):
gradient-based techniques like some methods in:
optimization, either free or constrained (via Lagrange multiplier methods)
sensitivity
classical mechanics and physics in general:
analytical mechanics: Lagrangian formulation and Hamiltonian formulation of classical mechanics
…
Examples
Lagrange equations for general problem
examples:
brachistochrone for minimum time,…
catenary, i.e. static solution of wire and cables with neglibile bending stiffness
isoperimetric inequality, i.e. circle is the plane closed curve with given perimeter enclosing the largest area
sensitivity of results to parameters. Some interesting sensitivity, both in time and trasnformed domains
characteristics of a system:
equilibria
eigenvalues
…
optimal control methods
15.1. Lagrange equations#
Given the functional
its variation w.r.t. the function
where the function
Variation involves only small changes of function arguments, since these ones are the elements that can be effectively changed, while the independent variable is not.
Direct computation of the variation gives
The solution depends on the boundary conditions at the extreme points
having called
Stationary conditions,
Higher-order derivatives
Method 1. If the Lagrangian function
it’s possible to recast the problem defining the
With some abuse of notation in
todo Add constraints on components of
Repeating the computation, the variation of the functional reads
Method 2. …
15.1.1. Euler-Beltrami equation#
If the Lagrangian function
and thus
Note 1. While Lagrange equations are a set of
where Einstein’s summation notation of repeated index is used. Euler-Beltrami thus reads
Note 2. If the Lagrangian function is an explicit function of the independent variable
Example 15.1 (Euler-Beltrami with
Euler-Beltrami equation shows that if
having used the common definition of the generalized momenta
In mechanics, if
Classical examples.
Example 15.2 (Brachistochrone)
Find the trajectory…
Elementary length:
Energy:
. Setting at starting point, from rest, at , it implies ; thus ,
The Lagrangian doesn’t explicitly depend on
and thus Euler-Beltrami equation reads
Squaring
Making the substitution
Example 15.3 (Catenary)
Example 15.4 (Isoperimetric problem)