Marcel Dix

According to our database, Marcel Dix authored at least 24 papers between 2002 and 2024.

Collaborative distances:

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

2024

Using Siamese Neural Networks for the Open Set Recognition of Anomalies Detected in Industrial Time Series Data.

Marcel Dix, Jan Jens Koltermann, Sebastian Mieck, Heiko Petersen, Sebastian Taege, Gahana Anjanappa

Proceedings of the 29th IEEE International Conference on Emerging Technologies and Factory Automation, 2024

2023

Improving Visual Defect Detection and Localization in Industrial Thermal Images Using Autoencoders.

Sasha Behrouzi, Marcel Dix, Fatemeh Karampanah, Omer Ates, Nissy Sasidharan, Swati Chandna, Binh Vu

J. Imaging, 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

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

Maps of Infrared Images to Detect Equipment Faults.

Ralf Gitzel, Holger Kaul, Marcel Dix

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

Comparing human and algorithmic anomaly detection for HVAC systems applications.

Reuben Borrison, Marc Syndicus, André Orth, Romana Markovic, Marcel Dix, Antonio Liguori, Matthias Berning, Andreas Wagner, Christoph van Treeck

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

Explaining Anomalies in Industrial Multivariate Time-series Data with the help of eXplainable AI.

Sarthak Manas Tripathy, Ashish Chouhan, Marcel Dix, Arzam Kotriwala, Benjamin Klöpper, Ajinkya Prabhune

Proceedings of the IEEE International Conference on Big Data and Smart Computing, 2022

An AI-based Alarm Prediction in Industrial Process Control Systems.

Marcel Dix, Ashish Chouhan, Madhushree Sinha, Akhil Singh, Suraj Bhattarai, Shweta Narkhede, Ajinkya Prabhune

Proceedings of the IEEE International Conference on Big Data and Smart Computing, 2022

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

Open set anomaly classification.

Marcel Dix, Reuben Borrison

Proceedings of the BuildSys '21: The 8th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation, Coimbra, Portugal, November 17, 2021

A Three-Step Machine Learning Pipeline for Detecting and Explaining Anomalies in the Time Series of Industrial Process Plants.

Marcel Dix

Proceedings of the International Conference on Deep Learning, 2021

BOAT: A Bayesian Optimization AutoML Time-series Framework for Industrial Applications.

John Joy Kurian, Marcel Dix, Ido Amihai, Glenn Ceusters, Ajinkya Prabhune

Proceedings of the Seventh IEEE International Conference on Big Data Computing Service and Applications, 2021

Anomaly detection in the time-series data of industrial plants using neural network architectures.

Marcel Dix, Ashish Chouhan, Srishti Ganguly, Sripada Pradhan, Devika Saraswat, Surbhi Agrawal, Ajinkya Prabhune

Proceedings of the Seventh IEEE International Conference on Big Data Computing Service and Applications, 2021

XAI for Operations in the Process Industry - Applications, Theses, and Research Directions.

Arzam Kotriwala, Benjamin Klöpper, Marcel Dix, Gayathri Gopalakrishnan, Dawid Ziobro, Andreas Potschka

Proceedings of the AAAI 2021 Spring Symposium on Combining Machine Learning and Knowledge Engineering (AAAI-MAKE 2021), 2021

2020

Management of a company-wide module pool for modular plants ^*.

Michael Vach, Katharina Stark, Marcel Dix, Mario Hoernicke

Proceedings of the 25th IEEE International Conference on Emerging Technologies and Factory Automation, 2020

2018

Reusable Big Data System for Industrial Data Mining - A Case Study on Anomaly Detection in Chemical Plants.

Reuben Borrison, Benjamin Klöpper, Moncef Chioua, Marcel Dix, Barbara Sprick

Proceedings of the Intelligent Data Engineering and Automated Learning - IDEAL 2018, 2018

Industrial Virtual Assistants: Challenges and Opportunities.

Benedikt Schmidt, Reuben Borrison, Andrew Cohen, Marcel Dix, Marco Gärtler, Martin Hollender, Benjamin Klöpper, Sylvia Maczey, Shunmuga Siddharthan

Proceedings of the 2018 ACM International Joint Conference and 2018 International Symposium on Pervasive and Ubiquitous Computing and Wearable Computers, 2018

2017

Mining Industrial Logs for System Level Insights.

Sebastian Czora, Marcel Dix, Hansjörg Fromm, Benjamin Klöpper, Björn Schmitz

Proceedings of the Datenbanksysteme für Business, 2017

2016

Integrated search for heterogeneous data in process industry applications - A proof of concept.

Benjamin Klöpper, Marcel Dix, Dikshith Siddapura, Luke T. Taverne

Proceedings of the 14th IEEE International Conference on Industrial Informatics, 2016

Defining software architectures for big data enabled operator support systems.

Benjamin Klöpper, Marcel Dix, Lukas Schorer, Ann Ampofo, Martin Atzmueller, David Arnu, Ralf Klinkenberg

Proceedings of the 14th IEEE International Conference on Industrial Informatics, 2016

2015

Simulation and Re-engineering of Industrial Services: A Case Study from an Industrial Equipment Manufacturer.

Marcel Dix, Lennart Merkert, Zied M. Ouertani, Markus Aleksy, Reinhard Bauer

Proceedings of the 10th International Conference on P2P, 2015

2013

Developing portable FPGA applications - A literature review.

Benjamin Klöpper, Natalie Cranston, Markus Aleksy, Marcel Dix

Proceedings of the 11th IEEE International Conference on Industrial Informatics, 2013

2011

Wearable Computing in Industrial Service Applications.

Markus Aleksy, Mikko J. Rissanen, Sylvia Maczey, Marcel Dix

Proceedings of the 2nd International Conference on Ambient Systems, 2011

2002

Automated Software Robustness Testing - Static and Adaptive Test Case Design Methods.

Marcel Dix, Holger D. Hofman

Proceedings of the 28th EUROMICRO Conference 2002, 4-6 September 2002, Dortmund, Germany, 2002