Floating point unit (FPU) digital signal processing includes fixed and floating point formats for number manipulation in computing, with three types: half precision, single precision, and double precision. FPUs perform arithmetic operations on floating point numbers and are necessary for complex computations, particularly in applications like image processing that require high precision and processing speed. Power-optimized designs using logarithmic number systems can significantly reduce energy consumption in battery-operated devices.