The equilibrium optimizer (EO) is a novel physics-based meta-heuristic optimization algorithm that inspired by estimating dynamics and states in controlled volume mass balance models. As stochastic algorithm, EO inevitably produces duplicated solutions, which wasteful of valuable evaluation opportunities. In addition, an excessive number solutions can increase the risk getting trapped local opt...