A review of uncertainty characterisation approaches for the optimal design of distributed energy systems

G Mavromatidis, K Orehounig, J Carmeliet - Renewable and Sustainable …, 2018 - Elsevier
Energy models are valuable tools that are commonly employed for the optimal design of
distributed energy systems (DES). However, the model-based design process of DES can …

Recent techniques to model uncertainties in power generation from renewable energy sources and loads in microgrids–A review

KP Kumar, B Saravanan - Renewable and Sustainable Energy Reviews, 2017 - Elsevier
Renewable energy, particularly solar and wind energies are associated with high degree of
uncertainty due to climatic conditions. A proper modelling and analytical treatment of these …

Out-of-distribution detection-assisted trustworthy machinery fault diagnosis approach with uncertainty-aware deep ensembles

T Han, YF Li - Reliability Engineering & System Safety, 2022 - Elsevier
Recent intelligent fault diagnosis technologies can effectively identify the machinery health
condition, while they are learnt based on a closed-world assumption, ie, the training and …

A stochastic home energy management system considering satisfaction cost and response fatigue

M Shafie-Khah, P Siano - IEEE Transactions on Industrial …, 2017 - ieeexplore.ieee.org
Home energy management (HEM) systems enable residential consumers to participate in
demand response programs (DRPs) more actively. However, HEM systems confront some …

Optimal bidding strategy for a DER aggregator in the day-ahead market in the presence of demand flexibility

M Di Somma, G Graditi, P Siano - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
The penetration of distributed energy resources (DER), including distributed generators,
storage devices, and demand response (DR) is growing worldwide, encouraged by …

Decentralized coordinated operation model of VPP and P2H systems based on stochastic-bargaining game considering multiple uncertainties and carbon cost

X Wang, H Lu, Y Zhang, Y Wang, J Wang - Applied Energy, 2022 - Elsevier
In order to achieve low-carbon development, the joint operation of virtual power plants (VPP)
and clean power to hydrogen (P2H) is a hot issue. However, the conventional centralized …

Stochastic‐based scheduling of the microgrid operation including wind turbines, photovoltaic cells, energy storages and responsive loads

S Talari, M Yazdaninejad… - IET Generation …, 2015 - Wiley Online Library
Microgrids with different technologies in distributed generations (DGs), different control
facilities and power electronic interfaces require proper management and operation …

A multi-criterion renewable energy system design optimization for net zero energy buildings under uncertainties

S Zhang, P Huang, Y Sun - Energy, 2016 - Elsevier
Net zero energy buildings (NZEBs) are promising to mitigate the increasing energy and
environmental problems. For NZEBs, annual energy balance between renewable energy …

An innovative two-level model for electric vehicle parking lots in distribution systems with renewable energy

M Shafie-Khah, P Siano, DZ Fitiwi… - … on Smart Grid, 2017 - ieeexplore.ieee.org
With the rapid growth of electric vehicles (EVs) in distribution systems, a new player, called
EV parking lot operator (EV PLO), is emerging around the world. Furthermore, the …

A Bayesian adversarial probsparse Transformer model for long-term remaining useful life prediction

Y Cheng, J Qv, K Feng, T Han - Reliability Engineering & System Safety, 2024 - Elsevier
Long-term remaining useful life (RUL) prediction is essential for the maintenance of safety-
crucial engineering assets. Deep learning (DL) models, especially Transformer-based …