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Integrating BIM and Machine Learning for Energy and Carbon Performance Prediction in Office Building Design

Accurate early-stage assessment of building energy and carbon performance is essential for informed sustainable design yet remains challenging due to limited design detail and simulation effort. This study presents a Building Information Modeling–Machine Learning (BIM-ML) framework for predicting of...

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Principais autores: Liliane Magnavaca de Paula, Amr Oloufa, Omer Tatari
Formato: Artigo
Idioma:Inglês
Publicado em: MDPI AG 2026-02-01
coleção:Eng
Assuntos:
Building Information Modeling (BIM)
Machine Learning (ML)
Random Forest
energy prediction
carbon prediction
feature importance
Acesso em linha:https://www.mdpi.com/2673-4117/7/2/73
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