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Reporitory of past Ph.D. dissertations

Publications Lists     [ all BibTeX ]  

Publications of year 2022
M. Maggipinto, A. Beghi, G.A. Susto. A Deep Convolutional Autoencoder-based Approach for Anomaly Detection with Industrial, Non-images, 2-Dimensional data: a Semiconductor Manufacturing case study. IEEE Transactions on Automation Science and Engineering, vol. 19(3), pp. 1477-1490, 2022    [url] [BibTeX]  
D. Dalle Pezze, D. Deronjic, C. Masiero, D. Tosato, A. Beghi, G.A. Susto. A Multi-label Continual Learning Framework to Scale Deep Learning Approaches for Packaging Equipment Monitoring. European Conference on Machine Learning and Principles and Practice of Knowledge Discovery (ECML-PKDD), 2022    [url] [BibTeX]  
N. Bastianello, L. Schenato, R. Carli. A novel bound on the convergence rate of distributed optimization ADMM-based algorithms. Automatica, vol. 142, 2022    [url] [BibTeX]  
T. Barbariol, F. Dalla Chiara, D. Marcato, G.A. Susto. A review of Tree-based approaches for Anomaly Detection. Control Charts and Machine Learning for Anomaly Detection in Manufacturing, 2022    [ abstract ] [BibTeX]  
E. Marcelli, T. Barbariol, V. Savarino, A. Beghi, G.A. Susto. A Revised Isolation Forest procedure for Anomaly Detection with High Number of Data Points. 23rd IEEE Latin-American Test Symposium (LATS2022), 2022   [BibTeX]  
F. Simmini, M. Rampazzo, F. Peterle, G.A. Susto, A. Beghi. A Self-Tuning KPCA-based Approach to Fault Detection in Chiller Systems. IEEE Transactions on Control Systems Technology, vol. 30(4), 2022   [BibTeX]  
A. Fabris, A. Mishler, S. Gottardi, M. Carletti, M. Daicampi, G.A. Susto, G. Silvello. Algorithmic Audit of Italian Car Insurance: Evidence of Unfairness in Access and Pricing. ACM Conference on Equity and Access in Algorithms, Mechanisms, and Optimization, 2022   [BibTeX]  
H.T. Jebril, M. Pleschberger, G.A. Susto. An Autoencoder-based Approach for Fault Detection in Multi-stage Manufacturing: a Sputter Deposition and Rapid Thermal Processing case study. IEEE Transactions on Semiconductor Manufacturing, 2022   [BibTeX]  
L.C. Brito, G.A. Susto, J.N. Brito, M.A.V. Duarte. An Explainable Artificial Intelligence Approach for Unsupervised Fault Detection and Diagnosis in Rotating Machinery. Mechanical Systems and Signal Processing, vol. 163, 2022    [ abstract ] [url] [BibTeX]  
E. Anello, M. Chiara, F. Ferro, F. Ferrari, B. Mukaj, A. Beghi, G.A. Susto. Anomaly Detection for the Industrial Internet of Things: an Unsupervised Approach for Fast Root Cause Analysis. IEEE Conference on Control Technology and Applications (CCTA), 2022   [BibTeX]  
L. Ballotta, G. Como, J. Shamma, L. Schenato. Competition-Based Resilience in Distributed Quadratic Optimization. Proceedings of IEEE Int. Conf. on Decision and Control (CDC'22), 2022    [url] [BibTeX]  
L. Lorenti, G. De Rossi, A. Annoni, S. Rigutto, G.A. Susto. CUAD-Mo: Continuos Unsupervised Anomaly Detection on Machining Operations. IEEE Conference on Control Technology and Applications (CCTA), 2022   [BibTeX]  
G. Perin, F. Meneghello, R. Carli, L. Schenato, M. Rossi. EASE: Energy-Aware job Scheduling for vehicular Edge networks with renewable energy resources. IEEE Transactions on Green Communications and Networking, 2022    [url] [BibTeX]  
D. Dalle Pezze, C. Masiero, D. Tosato, A. Beghi, G.A. Susto. FORMULA: A Deep Learning Approach for Rare Alarms Predictions in Industrial Equipment. IEEE Transactions on Automation Science and Engineering, vol. 19(3), pp. 1491--1502, 2022    [url] [BibTeX]  
G.A. Susto, A. Diebold, A. Kyek, C. Lee, N. Patel. Guest Editorial: Process-Level Machine Learning Applications in Semiconductor Manufacturing. IEEE Transactions on Semiconductor Manufacturing, 2022   [BibTeX]  
A. Purpura, G. Sartori, G. Orrù, G.A. Susto. Identifying Faked Responses in Questionnaires with Self-Attention Based Autoencoders. Informatics, 2022   [BibTeX]  
M. Maggipinto, M. Terzi, G.A. Susto. IntroVAC: Introspective Variational Classifiers for Learning Interpretable Latent Subspaces. Engineering Applications of Artificial Intelligence, vol. 109, 2022    [ abstract ] [url] [BibTeX]  
A. Purpura, G. Silvello, G.A. Susto. Learning to Rank from Relevance Judgments Distributions. Journal of the Association for Information Science and Technology, 2022    [ abstract ] [BibTeX]  
A. Purpura, G. Silvello, G.A. Susto. Learning to rank from relevance judgments distributions. Italian Information Retrieval Workshop, 2022   [BibTeX]  
M. Pezzutto, R. Carli, M. Farina, L. Schenato. Remote MPC for Tracking over Lossy Networks. IEEE Control Systems Letters, (6), pp. 1040-1045, 2022    [url] [BibTeX]  
S. Wildhagen, M. Pezzutto, L. Schenato, F. Allgower. Self-triggered MPC robust to bounded packet loss via a min-max approac. Proceedings of IEEE Int. Conf. on Decision and Control (CDC'22), 2022   [BibTeX]  
SMARTIC: Smart Monitoring and Production Optimization for Zero-waste Semiconductor Manufacturing. 23rd IEEE Latin-American Test Symposium (LATS2022), 2022   [BibTeX]  
A. Fabris, S. Messina, G. Silvello, G.A. Susto. Tackling Documentation Debt: A Survey on Algorithmic Fairness Datasets. ACM Conference on Equity and Access in Algorithms, Mechanisms, and Optimization, 2022   [BibTeX]  
T. Barbariol, G.A. Susto. TiWS-iForest: Isolation Forest in Weakly Supervised and Tiny ML scenarios. Information Sciences, vol. 610, pp. 126-143, 2022    [url] [BibTeX]  
M. Pezzutto, L. Schenato, S. Dey. Transmission Power Allocation for Remote Estimation with Multi-packet Reception Capabilities. Automatica, vol. 140(110257), 2022    [url] [BibTeX]  
D. Cunico, A. Cenedese, L. Zaccarian, M. Borgo. Two-degree-of-freedom Robust Feedback Control of a Sliding Gate Automation. IEEE International Conference on Advanced Motion Control (AMC 2022), pp. 370--375, 2022    [ abstract ] [url] [BibTeX]  
L. Varotto, M. Fabris, G. Michieletto, A. Cenedese. Visual sensor network stimulation model identification via Gaussian mixture model and deep embedded features. Engineering Applications of Artificial Intelligence, vol. 114, pp. 105096, 2022    [ abstract ] [url] [BibTeX]  
J. Giordano, M. Lazzaretto, G. Michieletto, A. Cenedese. Visual Sensor Networks for Indoor Real-time Surveillance and Tracking of Multiple Targets. Sensors, vol. 22(7), pp. 1--28, 2022    [ abstract ] [url] [BibTeX]