There is a very celebrated mathematical theorem that when a mathematical condition known as “linearity” is combined with a kind of symmetry of the universe known as “translational symmetry”, oscillatory or periodic phenomena result. Since many laws of physics exhibit linearity (exactly or approximately), this implies that almost everything will vibrate when excited!

This famous theorem, known variously as the “eigendecomposition”, “modal decomposition” or “spectral decomposition” theorem, is the reason for the convergence of such diverse phenomena as waves on water, the carrying of sound through air, vibrations in a building or machine, electricity surging through wires and the beautiful sounds of musical instruments.

Naturally, modal decomposition and associated methods, are some of the most important tools in an applied mathematicians arsenal, and can be brought to bear upon problems involving (among others):

- Acoustics
- Light
- Electromagnetics

- Mechanical vibrations
- Wave propagation
- Economics

In fact it would be difficult to imagine a field where
the concepts of vibrations, waves, oscillatory or periodic
phenomena are not important!

**EXAMPLE PROJECTS**

**ADAPTIVE SIGNAL PROCESSING.** Many adaptive
algorithms get thrown off by very highly correlated input
signals. For example, acoustic echo cancellation algorithms
usually get thrown off by music or similar highly regular
sounds. In this project, we built a model explaining why this
happens, and also figured out a work around for certain cases.

**INTERMODULATION.** Non-linear systems
usually exhibit “intermodulation distortion”
where multiple input oscillations combine in inharmonic
ways to produce new frequencies in the spectrum. Thus, if
a system has some non-linearity, it's output will show many
spurious peaks in the frequency spectrum. In this project,
we created a method of detecting, from a spectrum with a
large number of frequency peaks, which frequency peaks are
fundamental, and which are intermodulations.

**ELECTROMAGNETIC FEM.** Built our own
FEM EM solver to cross-check Mie scattering calculations,
and to be able to perform scattering calculations for
irregular shaped objects.