id	author	title	date	pages	extension	mime	words	sentence	flesch	summary	cache	txt
ajst-30888	Zhou, Qiaoying	Research on Energy-Efficient Design of Chinese Building Clusters Based on Digital Twin Technology	2025	8	.pdf	application/pdf	4085	165	32	The research encompasses: acquiring GIS data and utilizing machine learning to identify building types and construction years; establishing a typical building database and generating EnergyPlus models; developing a Python-based energy consumption simulation tool for data cleaning and spatial energy consumption quantification analysis; and calibrating energy consumption models to analyze the impact of climate change on energy use. It involves constructing a simulation framework, optimizing energy consumption data, applying machine learning, and analyzing and visualizing energy consumption data.	cache/ajst-30888.pdf	txt/ajst-30888.txt