[HTML][HTML] Interpretable machine learning for building energy management: A state-of-the-art review

Z Chen, F Xiao, F Guo, J Yan - Advances in Applied Energy, 2023 - Elsevier
Abstract Machine learning has been widely adopted for improving building energy efficiency
and flexibility in the past decade owing to the ever-increasing availability of massive building …

An Overview of Emerging and Sustainable Technologies for Increased Energy Efficiency and Carbon Emission Mitigation in Buildings

Z Ma, MB Awan, M Lu, S Li, MS Aziz, X Zhou, H Du… - Buildings, 2023 - mdpi.com
The building sector accounts for a significant proportion of global energy usage and carbon
dioxide emissions. It is important to explore technological advances to curtail building …

Crop yield prediction integrating genotype and weather variables using deep learning

J Shook, T Gangopadhyay, L Wu… - Plos one, 2021 - journals.plos.org
Accurate prediction of crop yield supported by scientific and domain-relevant insights, is
useful to improve agricultural breeding, provide monitoring across diverse climatic …

[PDF][PDF] Interpreting the impact of weather on crop yield using attention

T Gangopadhyay, J Shiik, AK Singh… - NeurIPS Workshop on AI …, 2020 - researchgate.net
Accurate prediction of crop yield supported by scientific and domain-relevant interpretations
can improve agricultural breeding by providing monitoring across diverse climatic …

Trustworthy deep learning for cyber-physical systems

T Gangopadhyay - 2022 - search.proquest.com
In cyber-physical systems, along with the accuracy of decision-making, interpretability
remains one of the important aspects to build user trust and generate domain insights …

[PDF][PDF] Identifying drivers of residential energy consumption by explainable energy demand forecasting

J Jiao, H Brugger, M Behrisch, W Eichhammer - 2022 - publica.fraunhofer.de
Reducing primary and final energy demand is crucial for substantially decreasing
Greenhouse Gas (GHG) emissions and reaching global and European climate targets. To …

[PDF][PDF] Advances in Applied Energy

W Zheng, J Hu, Z Wang, J Li, Z Fu, H Li, J Jurasz… - researchgate.net
abstract Heating, ventilation and air-conditioning (HVAC) system is favourable for regulating
indoor temperature, relative humidity, airflow pattern and air quality. However, HVAC …