Abstract: Systems and methods are described to systems and methods for training a machine learning model to categorize each pixel of an input overhead image using received overhead images, and using a trained machine learning model to determine, for each pixel of input overhead images, to which land use or land cover mapping category each pixel of each overhead image belongs. The provided systems and methods may generate a map of a geographic area associated with the plurality of overhead images based on the plurality of overhead images and on the determined categories.

Abstract: A radio frequency dataset generation system comprising a software-defined radio, a set of radio frequency collection parameters, a first digital file, a second digital file, and a dataset. The software-defined radio comprises, an analog signal reception device, an analog-to-digital converter, and a digital signal processing system. The set of radio frequency collection parameters are associated with the software-defined radio and correspond to a plurality of analog signal protocols. The first digital file comprises raw signal information corresponding to at least one analog signal received by the analog signal reception device. The second digital file comprises metadata information corresponding to the at least one analog signal received by the analog signal reception device. The dataset comprises the raw signal information time-associated with at least a portion of the metadata information.

Abstract: A radio frequency dataset generation system comprising a software-defined radio, a set of radio frequency collection parameters, a first digital file, a second digital file, and a dataset. The software-defined radio comprises, an analog signal reception device, an analog-to-digital converter, and a digital signal processing system. The set of radio frequency collection parameters are associated with the software-defined radio and correspond to a plurality of analog signal protocols. The first digital file comprises raw signal information corresponding to at least one analog signal received by the analog signal reception device. The second digital file comprises metadata information corresponding to the at least one analog signal received by the analog signal reception device. The dataset comprises the raw signal information time-associated with at least a portion of the metadata information.