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stefano squartini
stefano squartini
Full Professor in Electrical Engineering, Università Politecnica delle Marche
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Optimal home energy management under dynamic electrical and thermal constraints
F De Angelis, M Boaro, D Fuselli, S Squartini, F Piazza, Q Wei
IEEE Transactions on Industrial Informatics 9 (3), 1518-1527, 2012
3262012
A novel approach for automatic acoustic novelty detection using a denoising autoencoder with bidirectional LSTM neural networks
E Marchi, F Vesperini, F Eyben, S Squartini, B Schuller
2015 IEEE international conference on acoustics, speech and signal …, 2015
3182015
Modified PSO algorithm for real-time energy management in grid-connected microgrids
MA Hossain, HR Pota, S Squartini, AF Abdou
Renewable energy 136, 746-757, 2019
3082019
Transfer learning for non-intrusive load monitoring
M D’Incecco, S Squartini, M Zhong
IEEE Transactions on Smart Grid 11 (2), 1419-1429, 2019
3042019
Real-life voice activity detection with lstm recurrent neural networks and an application to hollywood movies
F Eyben, F Weninger, S Squartini, B Schuller
2013 IEEE International Conference on Acoustics, Speech and Signal …, 2013
3022013
Multi-apartment residential microgrid with electrical and thermal storage devices: Experimental analysis and simulation of energy management strategies
G Comodi, A Giantomassi, M Severini, S Squartini, F Ferracuti, A Fonti, ...
Applied Energy 137, 854-866, 2015
2822015
Non-intrusive load monitoring by using active and reactive power in additive Factorial Hidden Markov Models
R Bonfigli, E Principi, M Fagiani, M Severini, S Squartini, F Piazza
Applied Energy 208, 1590-1607, 2017
2322017
Unsupervised electric motor fault detection by using deep autoencoders
E Principi, D Rossetti, S Squartini, F Piazza
IEEE/CAA Journal of Automatica Sinica 6 (2), 441-451, 2019
2202019
DCASE 2016 Acoustic Scene Classification Using Convolutional Neural Networks.
M Valenti, A Diment, G Parascandolo, S Squartini, T Virtanen
DCASE, 95-99, 2016
1962016
Denoising autoencoders for non-intrusive load monitoring: improvements and comparative evaluation
R Bonfigli, A Felicetti, E Principi, M Fagiani, S Squartini, F Piazza
Energy and Buildings 158, 1461-1474, 2018
1932018
Action dependent heuristic dynamic programming for home energy resource scheduling
D Fuselli, F De Angelis, M Boaro, S Squartini, Q Wei, D Liu, F Piazza
International Journal of Electrical Power & Energy Systems 48, 148-160, 2013
1802013
Unsupervised algorithms for non-intrusive load monitoring: An up-to-date overview
R Bonfigli, S Squartini, M Fagiani, F Piazza
2015 IEEE 15th international conference on environment and electrical …, 2015
1762015
Energy scheduling of community microgrid with battery cost using particle swarm optimisation
MA Hossain, HR Pota, S Squartini, F Zaman, JM Guerrero
Applied Energy 254, 113723, 2019
1742019
Real-world anomaly detection by using digital twin systems and weakly supervised learning
A Castellani, S Schmitt, S Squartini
IEEE Transactions on Industrial Informatics 17 (7), 4733-4742, 2020
1462020
A convolutional neural network approach for acoustic scene classification
M Valenti, S Squartini, A Diment, G Parascandolo, T Virtanen
2017 International Joint Conference on Neural Networks (IJCNN), 1547-1554, 2017
1292017
Multi-resolution linear prediction based features for audio onset detection with bidirectional LSTM neural networks
E Marchi, G Ferroni, F Eyben, L Gabrielli, S Squartini, B Schuller
2014 IEEE international conference on acoustics, speech and signal …, 2014
1292014
Energy management of community microgrids considering degradation cost of battery
MA Hossain, HR Pota, S Squartini, F Zaman, KM Muttaqi
Journal of Energy Storage 22, 257-269, 2019
1242019
Deep recurrent neural network‐based autoencoders for acoustic novelty detection
E Marchi, F Vesperini, S Squartini, B Schuller
Computational intelligence and neuroscience 2017 (1), 4694860, 2017
1172017
A neural network based algorithm for speaker localization in a multi-room environment
F Vesperini, P Vecchiotti, E Principi, S Squartini, F Piazza
2016 IEEE 26th International Workshop on Machine Learning for Signal …, 2016
952016
Non-linear prediction with LSTM recurrent neural networks for acoustic novelty detection
E Marchi, F Vesperini, F Weninger, F Eyben, S Squartini, B Schuller
2015 International Joint Conference on Neural Networks (IJCNN), 1-7, 2015
922015
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