RLE works by identifying sequences of repeated values in data and encoding them as a single value followed by a count. For example, the sequence AAAABBBCCDAA would be encoded as 4A3B2C1D2A. This method is advantageous when the data set has many repeated values, which is often the case in nanotechnology applications like microscopy images and sensor arrays.