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Graphical abstract from the Physics-Guided Memory Network paper showing the model architectureGraphical abstract · CC BY-NC 4.0
2025JournalPublished

Physics-Guided Memory Network for Building Energy Modeling

M. U. Danish, K. Ali, K. Siddiqui, and K. Grolinger

Energy and AI · Vol. 21, Article 100538

Research contribution

Overview

Combines learned temporal memory with physical guidance to improve the reliability of building-energy modeling.

Research context

This work contributes to Time Series & Energy. The publication record above is the authoritative source for its current status; accepted papers will be updated when final bibliographic metadata becomes public.

BibTeX

@article{PhysicsGuidedMemoryNetwork2025,
  title = {Physics-Guided Memory Network for Building Energy Modeling},
  author = {M. U. Danish, K. Ali, K. Siddiqui, K. Grolinger},
  year = {2025},
  journal = {Energy and AI},
  doi = {10.1016/j.egyai.2025.100538}
}