Weighted pointwise prediction method for dynamic multiobjective optimization

•An information-sharing strategy is introduced for multi-model prediction methods.•This strategy lets each solution exploit information from the adjacent solutions.•A similarity metric is proposed to determine corresponding solutions.•Weighted pointwise prediction method (WPPM) is developed for dynamic optimization.•The superiority of WPPM over existing prediction methods is demonstrated.