Federated Learning for Multivariate Time Series Anomaly Detection in Industrial Automation

Khayyam Nosrati; Martin Uray; Saverio Messineo; Olaf Saßnick; Stefan Huber

Federated Learning for Multivariate Time Series Anomaly Detection in Industrial Automation

Khayyam Nosrati^*
, Martin Uray
, Saverio Messineo
, Olaf Saßnick
, Stefan Huber

^*Corresponding author for this work

Research output: Contribution to conference › Paper › peer-review

Original language	English
Publication status	Published - 2026
Event	Database and Expert Systems Applications - DEXA 2026 Workshops: AISys and AI4IP - Duration: 11 Aug 2026 → …

Conference

Conference	Database and Expert Systems Applications - DEXA 2026 Workshops: AISys and AI4IP
Period	11/08/26 → …

Keywords

Time series analysis
Anomaly detection

Classification according to Österreichische Systematik der Wissenschaftszweige (ÖFOS 2012)

102001 Artificial intelligence

Applied Research Level (ARL)

ARL Level 6 - Principle in operating environment

Research focus/foci

Industrial Informatics

JRZ ISIA: Josef Ressel Centre for Intelligent and Secure Industrial Automation
Huber, S. (PI), Hoher, S. (CoPI), Kranzer, S. (CoI), Schäfer, G. (CoI), Siebenhandl, N. (CoI), Uray, M. (CoI), Saßnick, O. (CoI), Unger, H. (CoI), Brettfeld, K. (CoI), Schindler, S. (CoI), Enzensberger, L. (CoI), Unger, A. (CoI), Rosenstatter, T. (CoI), Reich, E. S. (CoI), Nosrati, K. (CoI), Lürzer, L. (CoI), Zeng, S. (CoI), Sain, D. (CoI), Messineo, S. (CoI), Entleitner, F. (CoI), Haratzmüller, S. M. (CoI), Huber, L. (CoI), Pop, A.-I. (CoI), Rehrl, J. (CoI), Rosenstatter, T. (CoI), Schäfer, G. (CoI), Uray, M. (CoI) & Langschwert, J. (CoI)
1/07/22 → 30/06/27
Project: Funded research

Cite this

@conference{f988cbe50ed4498cbd723b97e9b3b3a4,

title = "Federated Learning for Multivariate Time Series Anomaly Detection in Industrial Automation",

keywords = "Time series analysis, Anomaly detection",

author = "Khayyam Nosrati and Martin Uray and Saverio Messineo and Olaf Sa{\ss}nick and Stefan Huber",

year = "2026",

language = "English",

note = "Database and Expert Systems Applications - DEXA 2026 Workshops: AISys and AI4IP ; Conference date: 11-08-2026",

}

TY - CONF

T1 - Federated Learning for Multivariate Time Series Anomaly Detection in Industrial Automation

AU - Nosrati, Khayyam

AU - Uray, Martin

AU - Messineo, Saverio

AU - Saßnick, Olaf

AU - Huber, Stefan

PY - 2026

Y1 - 2026

KW - Time series analysis

KW - Anomaly detection

M3 - Paper

T2 - Database and Expert Systems Applications - DEXA 2026 Workshops: AISys and AI4IP

Y2 - 11 August 2026

ER -

Federated Learning for Multivariate Time Series Anomaly Detection in Industrial Automation

Conference

Keywords

Classification according to Österreichische Systematik der Wissenschaftszweige (ÖFOS 2012)

Applied Research Level (ARL)

Research focus/foci

Projects

JRZ ISIA: Josef Ressel Centre for Intelligent and Secure Industrial Automation

Cite this