... integration Non-dominated sorting genetic algorithm II Urban renewal scenarios Low-carbon decision-making methods Energy consumption simulation Under the guidance of the “dual carbon” goal and high-quality urban development, urban renewal has shifted from simple spatial transformation...

.../methodology/approach A hybrid model combining Long Short-Term Memory (LSTM) and Non-dominated Sorting Genetic Algorithm II (NSGA-II) is proposed. LSTM is used for accurate time-series modeling of carbon flow, while NSGA-II performs multi-objective optimization. The model integrates time-series inputs...