Ukraine Frontline

This project was undertaken for GEOG 182: Remote Sensing. As part of a larger group project, I sourced VIIRS data from NASA's Earthdata gateway and processed it with ENVI. This illumination analysis was able to show stark differences between the two sides in the war and the differing tactics they use to wage it, as well as illustrate the strong predictive ability of publicly available satellite data. The full project can be seen here.