Research

 
 
Microarrays
  • Using simulations techniques borrowed from quantum and statistical physics, masses of data from microarrays can be analyzed to determine the most important genes in diagnosing similar cancers. For example, less than 15 genes can be used to perfectly predict which of four related childhood cancers a patient has.
  • By understanding the underlying physics of these devices, their reliability can be greatly increased.
cluster
time autocorrelation function
Polymers in a vacuum
The 2002 Nobel prize in Chemistry was awarded in large part for the discovery of how to put single protein molecules into a vacuum. This is then used to do mass spectrometry on these large molecules such as proteins. Despite this technology`s great importance, very little had been done to understand the behavior of polymers in this situation. Conservation of angular momentum alters the statistical properties, and in many circumstances, chains can show oscillatory behavior very different from what is found in solution.
Dynamics of magnets
Nonequilibrium dynamics of magnetic systems have a wide variety of applications including to hard drives. New phenomena explored are:
  • Often avalanches should be viewed more like combustion than previously understood, where the flipping of magnetic spins was thought to be more like the the falling of dominoes.
  • Hysteresis loop "multicycles"
  • Domain patterns seen going from positive to negative applied field are not simply related to what happens when the field is inverted.
One dimensional heat conduction
The dynamics of one dimensional system, such as nanotubes, show anomalous dynamics because of conservation laws. One of the most striking consequences of this is that the heat transfered across such a system does not scale with the inverse of the system length, but instead a power of it. Determining the exact relationship is challenging and requires the use of highly nonlinear models. By devising a new model incorporating random collisions but still obeying conservation of energy and momentum, a clearer understanding emerged of the large scale dynamical description.