...Xuejun Wang; Qibin Han Purpose To address the fragmented multi-scale spatial data and the challenge of integrating energy assessment into multi-objective optimization for urban renewal, this paper proposes a low-carbon decision-making method integrating NSGA-II and energy consumption simulation...