LightGBM-, SHAP-, and Correlation-Matrix-Heatmap-Based Approaches for Analyzing Household Energy Data: Towards Electricity Self-Sufficient Houses

The rapidly growing global energy demand, environmental concerns, and the urgent need to reduce carbon footprints have made sustainable household energy consumption a critical priority. This study aims to analyze household energy data to predict the electricity self-sufficiency rate of households an...

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發表在:	Energies
Main Authors:	Nitin Kumar Singh, Masaaki Nagahara
格式:	Article
語言:	英语
出版:	MDPI AG 2024-09-01
主題:	SHAP LightGBM correlation heatmap time-series data zero-carbon housing energy policy
在線閱讀:	https://www.mdpi.com/1996-1073/17/17/4518