This document discusses gamma convergence and its applications. It begins with an introduction using Dr. Bruce Banner's transformation into the Hulk as an example of a natural origin story. It then provides examples of using gamma convergence to model the concentration of pollutants in water over time. Finally, it references a paper by Mariani that proposes using gamma convergence as an approach to study large deviations through notions of convergence, narrow convergence, and related inequalities.
2. Dr. Bruce Banner is bathed in the full force of
mysterious gamma rays!
As this is clearly a natural origin story for a super
hero, it is also obviously the best introduction to
the topic of Gamma convergence.
3.
4. So, clearly, we can think of this as sequences of Hulk transformations and actors…
1 2 3
1 2 3
Convergence!
Convergence… Again!
5. G – Convergence may be phrased as the study of the asymptotic behaviour of a family of
minimum problems depending on a parameter.
9. Concentration of pollutant in water:
PDE:
Velocity field Molecular diffusion coefficient
Advection Diffusion
Incompressible fluid
Initial condition:
Assume
Convergence in
some way
Concentration will only vary significantly on large length and time scales.
with
Effective diffusion tensor.
(Depends on b and D)
12. Basically we need to know what a rate function is.
We say it is a good rate function if these sets are not only closed, but also compact.
p=0.5
p=0.25
p=0.75
13. Yes, those two slides were totally the same shown on a previous talk… one year ago:
18/02/2014. But that’s not the point of this slide… more to the point:
14. The details are in the paper:
Mariani, M. A Gamma-Convergence approach
to large deviations
The idea goes as follows: “… a notion of convergence in a metric space W, containing both
probability measures and functionals.”
Large deviations
Narrow convergence
G - convergence
liminf
inequality
limsup
inequality
For all There exists
15. Mariani, M. A Gamma-Convergence approach to large deviations
16. You might be wondering when will you be able to see your favourite gamma rays
transformable super hero…
17. … remember that this 24 April 2015* the new Avengers: Age of Ultron film is coming and
is going to be awesome!
(Dear Marvel, if you’re reading this don’t forget to fund this research… please?)
*apparently.