Size or diversity? Synthetic dataset recommendations for machine learning heating energy prediction models in early design stages for residential buildings

One promising means to reduce building energy for a more sustainable environment is to conduct early-stage building energy optimization using simulation, yet today’s simulation engines are computationally intensive. Recently, machine learning (ML) energy prediction models have shown promise in repla...

Full description

Saved in:
Bibliographic Details
Main Authors: Xinyue Wang, Yinan Yu, Robin Teigland, Alexander Hollberg
Format: Article
Language:English
Published: Elsevier 2025-09-01
Series:Energy and AI
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S2666546825000898
Tags: Add Tag
No Tags, Be the first to tag this record!