Decomposition based algorithms perform well when a suitable set of weights are provided; however determining a good set … of weights a priori for real-world problems is usually not straightforward due to a lack of knowledge about the geometry … of the problem. This study proposes a novel algorithm called preference-inspired co-evolutionary algorithm using weights …