Striving for performance of discrete optimisation via memetic agent-based systems in a hybrid CPU/GPU environment

•A new concept of a hybrid CPU/GPU environment dedicated to the memetic EMAS.•Novel architecture for the memetic EMAS where the memetic part is delegated to GPU.•A methodology of parallel implementation of memetic operators on a GPU.•Illustration of the methodology with examples of local search techniques for LABS.