Data-driven probabilistic machine learning in sustainable smart energy/smart energy systems: Key developments, challenges, and future research opportunities in the …

T Ahmad, R Madonski, D Zhang, C Huang… - … and Sustainable Energy …, 2022 - Elsevier
The current trend indicates that energy demand and supply will eventually be controlled by
autonomous software that optimizes decision-making and energy distribution operations …

[HTML][HTML] Artificial intelligence and machine learning in energy systems: A bibliographic perspective

A Entezari, A Aslani, R Zahedi, Y Noorollahi - Energy Strategy Reviews, 2023 - Elsevier
Economic development and the comfort-loving nature of human beings in recent years have
resulted in increased energy demand. Since energy resources are scarce and should be …

[HTML][HTML] Artificial intelligence powered large-scale renewable integrations in multi-energy systems for carbon neutrality transition: Challenges and future perspectives

Z Liu, Y Sun, C Xing, J Liu, Y He, Y Zhou, G Zhang - Energy and AI, 2022 - Elsevier
The vigorous expansion of renewable energy as a substitute for fossil energy is the
predominant route of action to achieve worldwide carbon neutrality. However, clean energy …

Advanced controls on energy reliability, flexibility, resilience, and occupant-centric control for smart and energy-efficient buildings—a state-of-the-art review

Z Liu, X Zhang, Y Sun, Y Zhou - Energy and Buildings, 2023 - Elsevier
Advanced controls have attracted increasing interests due to the high requirement on smart
and energy-efficient (SEE) buildings and decarbonization in the building industry with …

[HTML][HTML] Worldwide carbon neutrality transition? Energy efficiency, renewable, carbon trading and advanced energy policies

Y Zhou - Energy Reviews, 2023 - Elsevier
Climate change and energy shortage crisis promptly necessitate achievement of sustainable
development goals. However, there is no straightforward pathways for low-carbon …

Incentive initiatives on energy-efficient renovation of existing buildings towards carbon-neutral blueprints in China: Advancements, challenges and perspectives

Z Liu, C Yu, QK Qian, R Huang, K You, H Visscher… - Energy and …, 2023 - Elsevier
Under China's national strategy of carbon neutrality by 2060, it is urgently necessary and
challenging for the governments to proactively explore policy tools to facilitate energy …

Transition towards carbon-neutral districts based on storage techniques and spatiotemporal energy sharing with electrification and hydrogenation

Y Zhou - Renewable and Sustainable Energy Reviews, 2022 - Elsevier
Electrification and hydrogenation in buildings and transportations are estimated to reduce
around 30% carbon emission in 2060, whereas the current literature provides few state-of …

Inorganic phase change materials in thermal energy storage: A review on perspectives and technological advances in building applications

MF Junaid, Z ur Rehman, M Čekon, J Čurpek… - Energy and …, 2021 - Elsevier
Reutilization of thermal energy according to building demands constitutes an important step
in a low carbon/green campaign. Phase change materials (PCMs) can address these …

A three-dimensional unsteady numerical model on a novel aerogel-based PV/T-PCM system with dynamic heat-transfer mechanism and solar energy harvesting …

X Zheng, Y Zhou - Applied Energy, 2023 - Elsevier
The daily increasing energy demand combined with global environmental issues has
promoted the development of a photovoltaic thermal (PV/T) system with onsite electrical and …

A data-driven DRL-based home energy management system optimization framework considering uncertain household parameters

K Ren, J Liu, Z Wu, X Liu, Y Nie, H Xu - Applied Energy, 2024 - Elsevier
With the rise in household computing power and the increasing number of smart devices,
more and more residents are able to participate in demand response (DR) management …