Leveraging the machine learning techniques for demand-side flexibility–A comprehensive review

A Shahid, R Ahmadiahangar, A Rosin, A Blinov… - Electric Power Systems …, 2025 - Elsevier
The increasing reliance on renewable energy sources poses challenges in managing the
grid, necessitating a focus on energy efficiency and grid stability for a smooth energy …

[HTML][HTML] Experimental and modeling investigation of thermally activated building systems integrated with ground source heat pump systems

Y Li, C McLauchlan, X Gong, Z Ma - Energy and Buildings, 2025 - Elsevier
Thermally activated building systems (TABSs) offer promising potential for enhancing
energy efficiency and indoor thermal comfort in the building sector. The existing studies …

[HTML][HTML] Unlocking predictive insights and interpretability in deep reinforcement learning for Building-Integrated Photovoltaic and Battery (BIPVB) systems

Y Gao, Z Hu, S Yamate, J Otomo, WA Chen, M Liu… - Applied Energy, 2025 - Elsevier
The deployment of renewable energy and the implementation of intelligent energy
management strategies are crucial for decarbonizing Building Energy Systems (BES) …

[HTML][HTML] Hybrid solar-wind renewable energy systems with energy storage for net/nearly zero energy buildings: An uncertainty-based robust design method

M Lu, Z Wang, Z Ma - Energy, 2024 - Elsevier
Net/nearly zero energy buildings (NZEBs) are recognized as pivotal solutions to reduce
building energy consumption and advance sustainable development. Existing studies often …

Model-Based Predictive Control Via Self-Tuning of Pid Parameters for the Gshp Utilized in an Extra-Low Energy Building

J Yang, X Fang, U Berardi, Y Chen, G Cui… - Available at SSRN … - papers.ssrn.com
Regarding the indoor thermal environment in an ultra-low energy building, the elaborate
control of air conditioning systems is very necessary due to its remarkable proportion of …

Optimized Renewable Energy Multi-Generation System for Zero-Energy Residential Complexes in Heating-Dominant Climates

S Mobayen, E Assareh, N Izadyar, A Yalali… - Available at SSRN … - papers.ssrn.com
The rising demand for sustainable energy solutions in residential buildings has highlighted
the importance of achieving zero-energy standards, particularly in climates with diverse …