Radar signal processing involves sending out radio wave pulses that are reflected off objects to detect their presence, direction, distance, and speed. A radar signal processor performs several key functions, including distance and speed measurement as well as reducing interference. It measures distance by calculating the round trip time of pulses. While radar has advantages like low power consumption and simple circuitry, it also has disadvantages such as potential confusion from multiple targets and limited range description without complex systems.