Development of data-driven estimation models of village carbon emissions by built form factors: The study in Huaihe River Basin, China

Building and Environment, Год журнала: 2025, Номер unknown, С. 112846 - 112846

Опубликована: Март 1, 2025

Язык: Английский

Sustainable Building Tool by Energy Baseline: Case Study

Applied Sciences, Год журнала: 2024, Номер 14(20), С. 9403 - 9403

Опубликована: Окт. 15, 2024

This study explores innovative methodologies for estimating the energy baseline (EnBL) of a university classroom building, emphasizing critical roles data quality and model selection in achieving accurate efficiency assessments. We compare time series models that are suitable buildings with limited consumption univariate multivariate regression incorporate additional variables, such as weather occupancy. Furthermore, we investigate advantages dynamic simulation using EnergyPlus engine (V5, USDOE United States) Design Builder software v7, enabling scenario analysis various operational conditions. Through comprehensive case at UAO University Campus, validate our daily monitoring statistical RStudio. Our findings reveal choice significantly influences forecasts, leading to potential overestimations or underestimations savings. By rigorously assessing validation error results, highlight implications decarbonization strategies building design operation. research provides valuable framework selecting appropriate estimation, enhancing transparency reliability performance These contributions particularly relevant optimizing use aligning regulatory requirements pursuit sustainable practices.

Язык: Английский

Relationships among village spatial form, electricity use, and photovoltaic potential: Evidence from 120 villages in Huaiyuan County, China

Energy and Buildings, Год журнала: 2024, Номер 325, С. 115027 - 115027

Опубликована: Ноя. 9, 2024

Язык: Английский