Gianluca Manca

According to our database, Gianluca Manca authored at least 10 papers between 2021 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of five.

2024

Exploring challenges of alarm root-cause analysis across varying production process types.

Birgit Vogel-Heuser, Alexander Fay, Bernhard Rupprecht, Franz C. Kunze, Victoria Hankemeier, Tom Westermann, Gianluca Manca

Autom., April, 2024

2023

Measuring the Robustness of ML Models Against Data Quality Issues in Industrial Time Series Data.

Marcel Dix, Gianluca Manca, Kenneth Chigozie Okafor, Reuben Borrison, Konstantin Kirchheim, Divyasheel Sharma, Chandrika K. R., Deepti Maduskar, Frank Ortmeier

Proceedings of the 21st IEEE International Conference on Industrial Informatics, 2023

Explainable AI for Industrial Alarm Flood Classification Using Counterfactuals.

Gianluca Manca, Alexander Fay

Proceedings of the 49th Annual Conference of the IEEE Industrial Electronics Society, 2023

XAIProcessLens: A Counterfactual-Based Dashboard for Explainable AI in Process Industries.

Gianluca Manca, Nilavra Bhattacharya, Sylvia Maczey, Dawid Ziobro, Emmanuel Brorsson, Magnus Bång

Proceedings of the HHAI 2023: Augmenting Human Intellect, 2023

2022

"Tennessee-Eastman-Process" Alarm Management Dataset.

Gianluca Manca

Dataset, May, 2022

Identification of Industrial Alarm Floods Using Time Series Classification and Novelty Detection.

Gianluca Manca, Alexander Fay

Proceedings of the 20th IEEE International Conference on Industrial Informatics, 2022

Off-Line Analysis of Dynamic Causal Dependencies in Evolving Industrial Alarm Floods.

Gianluca Manca, Alexander Fay

Proceedings of the 5th IEEE International Conference on Industrial Cyber-Physical Systems, 2022

Clustering of Similar Industrial Alarm Floods.

Gianluca Manca, Marcel Dix, Alexander Fay

Proceedings of the Eighth IEEE International Conference on Big Data Computing Service and Applications, 2022

2021

Detection of Historical Alarm Subsequences Using Alarm Events and a Coactivation Constraint.

Gianluca Manca, Alexander Fay

IEEE Access, 2021

Clustering of Similar Historical Alarm Subsequences in Industrial Control Systems Using Alarm Series and Characteristic Coactivations.

Gianluca Manca, Marcel Dix, Alexander Fay

IEEE Access, 2021