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Dark Ecology Project Will Use Past Weather Radar Data to Trace Bird Migrations

A national radar mosaic showing heavy bird migration throughout the Midwestern United States on the night of May 2, 2015. Streamlines show simulated bird trajectories based on radar measurements of migration. A team of researchers led by computer scientist Daniel Sheldon plan to develop new analytic methods with data collected <a href=Skip Tracing over the past 20 years to provide powerful new tools for tracking bird migration.' /> Ornithologists, scientists who study birds, have known for decades that the U.S. weather radar network is sensitive enough to detect birds flying at night, and some researchers have used the data for studies. But such research has been limited because of the difficulties involved. Sheldon explains that not only has it not been easy to gain access and download data, but “there are millions of images, and analyzing them requires a human expert to look at every image in order to use the information in a study. Because of the human processing involved, it’s a very slow process and it’s been beyond the scope of what most people can do.” He and colleagues propose to automate the process by developing new big data handling techniques. Access to the radar scans was enhanced in 2015, when Amazon Web Services reached a research agreement with the U.S. National Oceanic and Atmospheric Administration to increase the amount of NOAA data that is made available via the cloud. This made NEXRAD data accessible at a much lower cost. To build on this open access, Sheldon and Maji will use machine learning, computer vision and probabilistic inference techniques to teach computers to take over analyses that used to require human manual labor. One key will be to design algorithms to screen out rain, Sheldon says.

For the original version including any supplementary images or video, visit https://www.umass.edu/newsoffice/article/%E2%80%98dark-ecology-project%E2%80%99-will-use-past

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