Stefano Squartini

Best Publications

• Optimal Home Energy Management Under Dynamic Electrical and Thermal Constraints

  Francesco De Angelis;Matteo Boaro;Danilo Fuselli;Stefano Squartini

  308
  Citations

• Modified PSO algorithm for real-time energy management in grid-connected microgrids

  Alamgir Hossain;Alamgir Hossain;Hemanshu Roy Pota;Stefano Squartini;Ahmed Fathi Abdou

  304
  Citations

• A novel approach for automatic acoustic novelty detection using a denoising autoencoder with bidirectional LSTM neural networks

  Erik Marchi;Fabio Vesperini;Florian Eyben;Stefano Squartini

  272
  Citations

• Real-life voice activity detection with LSTM Recurrent Neural Networks and an application to Hollywood movies

  Florian Eyben;Felix Weninger;Stefano Squartini;Bjorn Schuller

  257
  Citations

• 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

  256
  Citations

• Unsupervised electric motor fault detection by using deep autoencoders

  Emanuele Principi;Damiano Rossetti;Stefano Squartini;Francesco Piazza

  230
  Citations

• Denoising autoencoders for Non-Intrusive Load Monitoring: Improvements and comparative evaluation

  Roberto Bonfigli;Andrea Felicetti;Emanuele Principi;Marco Fagiani

  184
  Citations

• Action dependent heuristic dynamic programming for home energy resource scheduling

  Danilo Fuselli;Francesco De Angelis;Matteo Boaro;Stefano Squartini

  170
  Citations

• Energy scheduling of community microgrid with battery cost using particle swarm optimisation

  Alamgir Hossain;Alamgir Hossain;Hemanshu Roy Pota;Stefano Squartini;Forhad Zaman

  163
  Citations

• Real-World Anomaly Detection by Using Digital Twin Systems and Weakly Supervised Learning

  Andrea Castellani;Sebastian Schmitt;Stefano Squartini

  154
  Citations

• Unsupervised algorithms for non-intrusive load monitoring: An up-to-date overview

  Roberto Bonfigli;Stefano Squartini;Marco Fagiani;Francesco Piazza

  148
  Citations

• Energy management of community microgrids considering degradation cost of battery

  Alamgir Hossain;Alamgir Hossain;Hemanshu Roy Pota;Stefano Squartini;Forhad Zaman

  136
  Citations

• Multi-resolution linear prediction based features for audio onset detection with bidirectional LSTM neural networks

  Erik Marchi;Giacomo Ferroni;Florian Eyben;Leonardo Gabrielli

  115
  Citations

• A convolutional neural network approach for acoustic scene classification

  Michele Valenti;Stefano Squartini;Aleksandr Diment;Giambattista Parascandolo

  109
  Citations

• Non-linear prediction with LSTM recurrent neural networks for acoustic novelty detection

  Erik Marchi;Fabio Vesperini;Felix Weninger;Florian Eyben

  88
  Citations

• Online sequential extreme learning machine in nonstationary environments

  Yibin Ye;Stefano Squartini;Francesco Piazza

  77
  Citations

• A neural network based algorithm for speaker localization in a multi-room environment

  Fabio Vesperini;Paolo Vecchiotti;Emanuele Principi;Stefano Squartini

  70
  Citations

• End-to-end Binaural Sound Localisation from the Raw Waveform

  Paolo Vecchiotti;Ning Ma;Stefano Squartini;Guy J. Brown

  64
  Citations

• A review of datasets and load forecasting techniques for smart natural gas and water grids

  M. Fagiani;S. Squartini;L. Gabrielli;S. Spinsante

  64
  Citations

• Polyphonic Sound Event Detection by Using Capsule Neural Networks

  Fabio Vesperini;Leonardo Gabrielli;Emanuele Principi;Stefano Squartini

  57
  Citations