4 papers
State of Health Estimation using Convolutional and Bidirectional LSTM Neural Networks tuned by Bayesian Optimization
Panagiotis Eleftheriadis, Foivos Georgios Kyrgios, Sonia Leva
In this research, a novel framework is proposed for the SOH estimation, which employs a hybrid deep learning architecture of a concatenation of a Convolution Neural Network (CNN) a…
Electric Vehicle Charging Profile Forecasting Using Hybrid Models
Riccardo Ramaschi, Mario Paolone, Sonia Leva
Electric Vehicle (EV) fast charging stations require forecasting techniques both at the single charger level and aggregated level. While for the latter several models exist, foreca…
A Game-Theoretic Decentralized Real-Time Control of Electric Vehicle Charging Stations - Part II: Numerical Simulations
Riccardo Ramaschi, Mario Paolone, Sonia Leva
In the first part of this two-part paper a game-theoretic decentralized real-time control is proposed in the context of Electric Vehicle (EV) Charging Station (CS). This method, re…
A Game-Theoretic Decentralized Real-Time Control of Electric Vehicle Charging Stations - Part I: Incentive Design
Riccardo Ramaschi, Mario Paolone, Sonia Leva
Large-scale Electric Vehicle (EV) Charging Station (CS) may be too large to be dispatched in real-time via a centralized approach. While a decentralized approach may be a viable so…