Utilizing Domain Knowledge: Robust Machine Learning for Building Energy Prediction with Small, Inconsistent Datasets

no code implementations • 23 Jan 2023 • Xia Chen, Manav Mahan Singh, Philipp Geyer

In this study, component-based machine learning (CBML) as the knowledge-encoded data-driven method is examined in the context of energy-efficient building engineering.

Explainable AI for engineering design: A unified approach of systems engineering and component-based deep learning

no code implementations • 30 Aug 2021 • Philipp Geyer, Manav Mahan Singh, Xia Chen

The, approach adapts the model structure to engineering methods of, systems engineering and to domain knowledge.