My scientific interests include: large-scale machine learning and pattern recognition, basketball, numerical optimization, and eating pizza with friends.
Today I had the privilege of being asked by a "Dust-Storm" expert the following:
"There is massive amounts of dust today in New Mexico and El Paso. But
on the satellite I can't easily tell which is dust and which is cloud.
Can you run your algorithm today and see if it differentiates them?" - Dr. Thomas Gill
Unfortunately, the algorithm was "trained" or "taught" to discriminate clouds, that is, wherever there is a cloud, don't bother searching for dust. The original premise by some NASA experts and I was that, since my algorithm uses thermal spectral bands near the infra-red spectrum, any cloud would significantly deteriorate the thermal emission of the dust aerosols; in other words: it would mess up the whole algorithm. So anyway, what I am trying to say is that all clouds are "mapped" to black (non-dusty) aerosols.
Below are the results of my algorithm. On the left we have true color images and on the right we have the output of my algorithm; on the first row is shown MODIS-Terra and on the second MODIS-Aqua, 17:35 UTC and 2050 UTC, respectively.
This dust storm was classified as "severe" and it is probably the worst in the last five years. Here is the full overpass of MODIS-Terra and my algorithm's output...
This is the GOES East animation of the event; as you can see, there is a large number of clouds moving over the area of the incident, making almost impossible to analyze using traditional infra-red imagery.
Finally, here are some pictures of friends and videos uploaded by other people.
Yesterday I was looking at Terra's satellite imagery and noticed something that looked like a huge dust cloud from the north pole going south; however, after a careful review I came to the conclusion that it is the other way around: it appears that a high concentration of dust aerosols from Africa were somehow compressed into a dense dust cloud and pushed north. I may be wrong of course. Here are two images: 1) True color MODIS-Terra overpasses. 2) The output of my dust aerosol detection algorithm. (Click to zoom in)
This is data of the dust storm event of January 22nd, 2012.
Location: North-West Texas.
Time: Between 05:00 1/22 and 15:00 1/23 UTC
Blowing dust developed in New Mexico, Texas, and Oklahoma on 22 January 2012. Winds of 60-70 mph gusted Texas, and reduced visibility to 0.5 miles. A large number of individual blowing dust plumes converged into a single large blowing dust cloud. The primary large dust plume moved to the northeast Oklahoma, meanwhile, smaller dust plumes moved southeast Oklahoma and Texas panhandle regions behind a secondary cold front.