  In this paper, we present our investigations on the use of single objective
and multiobjective genetic algorithms based optimisation algorithms to improve
the design of OFDM pulses for radar. We discuss these optimization procedures
in the scope of a waveform design intended for two different radar processing
solutions. Lastly, we show how the encoding solution is suited to permit the
optimizations of waveform for OFDM radar related challenges such as enhanced
detection.

Neural and Evolutionary Computing