S
Stefano Squartini
Researcher at Marche Polytechnic University
Publications - 260
Citations - 4565
Stefano Squartini is an academic researcher from Marche Polytechnic University. The author has contributed to research in topics: Artificial neural network & Speech enhancement. The author has an hindex of 27, co-authored 241 publications receiving 3444 citations.
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Journal ArticleDOI
Optimal Home Energy Management Under Dynamic Electrical and Thermal Constraints
Francesco De Angelis,Matteo Boaro,Danilo Fuselli,Stefano Squartini,Francesco Piazza,Qinglai Wei +5 more
TL;DR: An approach based on the mixed-integer linear programming paradigm, which is able to provide an optimal solution in terms of tasks power consumption and management of renewable resources, is developed and yields an optimal task scheduling under dynamic electrical constraints.
Proceedings ArticleDOI
Real-life voice activity detection with LSTM Recurrent Neural Networks and an application to Hollywood movies
TL;DR: A novel, data-driven approach to voice activity detection based on Long Short-Term Memory Recurrent Neural Networks trained on standard RASTA-PLP frontend features clearly outperforming three state-of-the-art reference algorithms under the same conditions.
Proceedings ArticleDOI
A novel approach for automatic acoustic novelty detection using a denoising autoencoder with bidirectional LSTM neural networks
TL;DR: This paper presents a novel unsupervised approach based on a denoising autoencoder which significantly outperforms existing methods by achieving up to 93.4% F-Measure.
Journal ArticleDOI
Multi-apartment residential microgrid with electrical and thermal storage devices: Experimental analysis and simulation of energy management strategies
Gabriele Comodi,Andrea Giantomassi,Marco Severini,Stefano Squartini,Francesco Ferracuti,Alessandro Fonti,Davide Nardi Cesarini,Matteo Morodo,Fabio Polonara +8 more
TL;DR: In this paper, the authors present the operational results of a real life residential microgrid which includes six apartments, a 20kWp photovoltaic plant, a solar based thermal energy plant, and a geothermal heat pump, in the form of a 1300l water tank and two 5.8kWh batteries supplying, each, a couple of apartments.
Journal ArticleDOI
Modified PSO algorithm for real-time energy management in grid-connected microgrids
TL;DR: Simulation results reveal the suitability of applying the regularised PSO algorithm with the proposed cost function, which can be adjusted according to the need of the community, for real-time energy management.