A new adaptive decomposition-based evolutionary algorithm for multi- and many-objective optimization

•An adaptive decomposition approach is proposed to guide the evolution process.•A structured metric is designed to assess the quality of the candidate solutions.•The structured metric performs differently on different rank fronts.•Once a weight vector is generated, the sub-objective space is divided into two ones.