Oliver Niggemann
Orcid: 0000-0001-8747-3596Affiliations:
- Hochschule Ostwestfalen-Lippe, Lemgo, Germany
According to our database1,
Oliver Niggemann
authored at least 159 papers
between 1999 and 2024.
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Bibliography
2024
On the Convergence of Locally Adaptive and Scalable Diffusion-Based Sampling Methods for Deep Bayesian Neural Network Posteriors.
CoRR, 2024
2023
IEEE Trans. Ind. Informatics, 2023
A Generative Neural Network Approach for 3D Multi-Criteria Design Generation and Optimization of an Engine Mount for an Unmanned Air Vehicle.
CoRR, 2023
CoRR, 2023
Using Autoencoders and AutoDiff to Reconstruct Missing Variables in a Set of Time Series.
CoRR, 2023
Robustness and Generalization Performance of Deep Learning Models on Cyber-Physical Systems: A Comparative Study.
CoRR, 2023
A Cross-Frequency Protective Emblem: Protective Options for Medical Units and Wounded Soldiers in the Context of (fully) Autonomous Warfare.
CoRR, 2023
High Accuracy Uncertainty-Aware Interatomic Force Modeling with Equivariant Bayesian Neural Networks.
CoRR, 2023
Proceedings of the 21st IEEE International Conference on Industrial Informatics, 2023
Proceedings of the 9th International Conference on Automation, Robotics and Applications, 2023
Proceedings of the IEEE Frontiers in Education Conference, 2023
Proceedings of the 28th IEEE International Conference on Emerging Technologies and Factory Automation, 2023
Integrating Machine Learning into an SMT-Based Planning Approach for Production Planning in Cyber-Physical Production Systems.
Proceedings of the Artificial Intelligence. ECAI 2023 International Workshops - XAI³, TACTIFUL, XI-ML, SEDAMI, RAAIT, AI4S, HYDRA, AI4AI, Kraków, Poland, September 30, 2023
Learning Process Steps as Dynamical Systems for a Sub-Symbolic Approach of Process Planning in Cyber-Physical Production Systems.
Proceedings of the Artificial Intelligence. ECAI 2023 International Workshops - XAI³, TACTIFUL, XI-ML, SEDAMI, RAAIT, AI4S, HYDRA, AI4AI, Kraków, Poland, September 30, 2023
2022
Anomaly detection based on time series data from industrial automatic sewing machines.
Proceedings of the 5th IEEE International Conference on Industrial Cyber-Physical Systems, 2022
Proceedings of the 5th IEEE International Conference on Industrial Cyber-Physical Systems, 2022
Proceedings of the 5th IEEE International Conference on Industrial Cyber-Physical Systems, 2022
Proceedings of the International Conference on Military Communication and Information Systems, 2022
Learning Physically Meaningful Representations of Energy Systems with Variational Autoencoders.
Proceedings of the 27th IEEE International Conference on Emerging Technologies and Factory Automation, 2022
Proceedings of the 27th IEEE International Conference on Emerging Technologies and Factory Automation, 2022
Proceedings of the Digital Transformation, 2022
2021
A Nonconvex Archetypal Analysis for One-Class Classification Based Anomaly Detection in Cyber-Physical Systems.
IEEE Trans. Ind. Informatics, 2021
Generating Artificial Sensor Data for the Comparison of Unsupervised Machine Learning Methods.
Sensors, 2021
A Research Agenda for Artificial Intelligence in the Field of Flexible Production Systems.
CoRR, 2021
An Ensemble of Benchmarks for the Evaluation of AI Methods for Fault Handling in CPPS.
Proceedings of the 19th IEEE International Conference on Industrial Informatics, 2021
Neural Network Modeling of Nonlinear Filters for EMC Simulation in Discrete Time Domain.
Proceedings of the IECON 2021, 2021
Proceedings of the 4th IEEE International Conference on Industrial Cyber-Physical Systems, 2021
Proceedings of the 4th IEEE International Conference on Industrial Cyber-Physical Systems, 2021
2020
Discretization of hybrid CPPS data into timed automaton using restricted Boltzmann machines.
Eng. Appl. Artif. Intell., 2020
A Novel Anomaly Detection Algorithm for Hybrid Production Systems based on Deep Learning and Timed Automata.
CoRR, 2020
Proceedings of the Conference "Lernen, 2020
Incorporating Uncertainty into Unsupervised Machine Learning for Cyber-Physical Systems.
Proceedings of the IEEE Conference on Industrial Cyberphysical Systems, 2020
Automated Reconfiguration of Cyber-Physical Production Systems using Satisfiability Modulo Theories.
Proceedings of the IEEE Conference on Industrial Cyberphysical Systems, 2020
2019
Quality Control of Continuous Wort Production through Production Data Analysis in Latent Space.
Proceedings of the IEEE International Conference on Industrial Technology, 2019
Proceedings of the IEEE International Conference on Industrial Technology, 2019
Proceedings of the IEEE International Conference on Industrial Technology, 2019
Data-driven Identification of Causal Dependencies in Cyber-Physical Production Systems.
Proceedings of the 11th International Conference on Agents and Artificial Intelligence, 2019
Proceedings of the 24th IEEE International Conference on Emerging Technologies and Factory Automation, 2019
Proceedings of the 24th IEEE International Conference on Emerging Technologies and Factory Automation, 2019
Proceedings of the Thirty-Third AAAI Conference on Artificial Intelligence, 2019
Model-Based Diagnosis for Cyber-Physical Production Systems Based on Machine Learning and Residual-Based Diagnosis Models.
Proceedings of the Thirty-Third AAAI Conference on Artificial Intelligence, 2019
2018
Automatic Parameter Estimation for Reusable Software Components of Modular and Reconfigurable Cyber-Physical Production Systems in the Domain of Discrete Manufacturing.
IEEE Trans. Ind. Informatics, 2018
Online parameter estimation for cyber-physical production systems based on mixed integer nonlinear programming, process mining and black-box optimization techniques.
Autom., 2018
Proceedings of the 14th IEEE International Workshop on Factory Communication Systems, 2018
Proceedings of the 29th International Workshop on Principles of Diagnosis co-located with 10th IFAC Symposium on Fault Detection, 2018
Diagnosing Hybrid Cyber-Physical Systems using State-Space Models and Satisfiability Modulo Theory.
Proceedings of the 29th International Workshop on Principles of Diagnosis co-located with 10th IFAC Symposium on Fault Detection, 2018
Proceedings of the 23rd International Conference on Methods & Models in Automation & Robotics, 2018
Proceedings of the 16th IEEE International Conference on Industrial Informatics, 2018
Generation of Adversarial Examples to Prevent Misclassification of Deep Neural Network based Condition Monitoring Systems for Cyber-Physical Production Systems.
Proceedings of the 16th IEEE International Conference on Industrial Informatics, 2018
A Geometric Approach to Clustering Based Anomaly Detection for Industrial Applications.
Proceedings of the IECON 2018, 2018
Proceedings of the 10th International Conference on Agents and Artificial Intelligence, 2018
Proceedings of the 23rd IEEE International Conference on Emerging Technologies and Factory Automation, 2018
Improved Domain Modeling for Realistic Automated Planning and Scheduling in Discrete Manufacturing.
Proceedings of the 23rd IEEE International Conference on Emerging Technologies and Factory Automation, 2018
A Data Provenance based Architecture to Enhance the Reliability of Data Analysis for Industry 4.0.
Proceedings of the 23rd IEEE International Conference on Emerging Technologies and Factory Automation, 2018
Proceedings of the 23rd IEEE International Conference on Emerging Technologies and Factory Automation, 2018
2017
Proceedings of the Handbuch Industrie 4.0 Bd.2, Automatisierung., 2017
Autom., 2017
Proceedings of the Machine Learning for Cyber Physical Systems, 2017
Proceedings of the Machine Learning for Cyber Physical Systems, 2017
Proceedings of the Machine Learning for Cyber Physical Systems, 2017
A new approach to model-based test case generation for industrial automation systems.
Proceedings of the 15th IEEE International Conference on Industrial Informatics, 2017
Proceedings of the 15th IEEE International Conference on Industrial Informatics, 2017
Proceedings of the 15th IEEE International Conference on Industrial Informatics, 2017
Structure learning methods for Bayesian networks to reduce alarm floods by identifying the root cause.
Proceedings of the 22nd IEEE International Conference on Emerging Technologies and Factory Automation, 2017
A novel self-configuration method for RFID systems in industrial production environments.
Proceedings of the 22nd IEEE International Conference on Emerging Technologies and Factory Automation, 2017
Proceedings of the 22nd IEEE International Conference on Emerging Technologies and Factory Automation, 2017
Proceedings of the 22nd IEEE International Conference on Emerging Technologies and Factory Automation, 2017
Proceedings of the 22nd IEEE International Conference on Emerging Technologies and Factory Automation, 2017
Using self-organizing maps to learn hybrid timed automata in absence of discrete events.
Proceedings of the 22nd IEEE International Conference on Emerging Technologies and Factory Automation, 2017
Managing Complexity: Towards Intelligent Error-Handling Assistance Trough Interactive Alarm Flood Reduction.
Proceedings of the Machine Learning and Knowledge Extraction, 2017
2016
A GPU-based method for robust and efficient fault detection in industrial automation processes.
Proceedings of the 14th IEEE International Conference on Industrial Informatics, 2016
Optimizing modular and reconfigurable cyber-physical production systems by determining parameters automatically.
Proceedings of the 14th IEEE International Conference on Industrial Informatics, 2016
Improving clustering based anomaly detection with concave hull: An application in fault diagnosis of wind turbines.
Proceedings of the 14th IEEE International Conference on Industrial Informatics, 2016
Proceedings of the 14th IEEE International Conference on Industrial Informatics, 2016
Exposing Design Mistakes During Requirements Engineering by Solving Constraint Satisfaction Problems to Obtain Minimum Correction Subsets.
Proceedings of the 8th International Conference on Agents and Artificial Intelligence (ICAART 2016), 2016
Proceedings of the 21st IEEE International Conference on Emerging Technologies and Factory Automation, 2016
2015
Inform. Spektrum, 2015
Data-Driven Monitoring of Cyber-Physical Systems Leveraging on Big Data and the Internet-of-Things for Diagnosis and Control.
Proceedings of the 26th International Workshop on Principles of Diagnosis (DX-2015) co-located with 9th IFAC Symposium on Fault Detection, Supervision and Safety for Technical Processes (Safeprocess 2015), Paris, France, August 31, 2015
On the Learning of Timing Behavior for Anomaly Detection in Cyber-Physical Production Systems.
Proceedings of the 26th International Workshop on Principles of Diagnosis (DX-2015) co-located with 9th IFAC Symposium on Fault Detection, Supervision and Safety for Technical Processes (Safeprocess 2015), Paris, France, August 31, 2015
Proceedings of the 26th International Workshop on Principles of Diagnosis (DX-2015) co-located with 9th IFAC Symposium on Fault Detection, Supervision and Safety for Technical Processes (Safeprocess 2015), Paris, France, August 31, 2015
Evaluation of Model-Based Condition Monitoring Systems in Industrial Application Cases.
Proceedings of the Machine Learning for Cyber Physical Systems, 2015
Proceedings of the Machine Learning for Cyber Physical Systems, 2015
Efficient fault detection for industrial automation processes with observable process variables.
Proceedings of the 13th IEEE International Conference on Industrial Informatics, 2015
Bayesian predictive assistance system: An embedded application for resource optimization in industrial cleaning processes.
Proceedings of the 13th IEEE International Conference on Industrial Informatics, 2015
Energy efficiency optimization by automatic coordination of motor speeds in conveying systems.
Proceedings of the IEEE International Conference on Industrial Technology, 2015
Automatic model separation and application for diagnosis in industrial automation systems.
Proceedings of the IEEE International Conference on Industrial Technology, 2015
MapReduce algorithms for efficient generation of CPS models from large historical data sets.
Proceedings of the 20th IEEE Conference on Emerging Technologies & Factory Automation, 2015
Proceedings of the 20th IEEE Conference on Emerging Technologies & Factory Automation, 2015
Proceedings of the 20th IEEE Conference on Emerging Technologies & Factory Automation, 2015
Hybrid approach combining Bayesian network and rule-based systems for resource optimization in industrial cleaning processes.
Proceedings of the 20th IEEE Conference on Emerging Technologies & Factory Automation, 2015
Proceedings of the 20th IEEE Conference on Emerging Technologies & Factory Automation, 2015
Proceedings of the 2015 International Conference on Cyber-Enabled Distributed Computing and Knowledge Discovery, 2015
Proceedings of the Algorithm Configuration, 2015
Proceedings of the Twenty-Ninth AAAI Conference on Artificial Intelligence, 2015
2014
Proceedings of the Industrie 4.0 und Echtzeit, 2014
A Bayesian predictive assistance system for resource optimization - A case study in industrial cleaning process.
Proceedings of the 2014 IEEE Emerging Technology and Factory Automation, 2014
On the applicability of model based software development to cyber physical production systems.
Proceedings of the 2014 IEEE Emerging Technology and Factory Automation, 2014
Proceedings of the 2014 IEEE Emerging Technology and Factory Automation, 2014
System modeling based on machine learning for anomaly detection and predictive maintenance in industrial plants.
Proceedings of the 2014 IEEE Emerging Technology and Factory Automation, 2014
Proceedings of the 2014 IEEE Emerging Technology and Factory Automation, 2014
A comparison of modeling approaches for planning in Cyber Physical Production Systems.
Proceedings of the 2014 IEEE Emerging Technology and Factory Automation, 2014
Proceedings of the ECAI 2014 - 21st European Conference on Artificial Intelligence, 18-22 August 2014, Prague, Czech Republic, 2014
From Formal Requirements on Technical Systems to Complete Designs - A Holistic Approach.
Proceedings of the ECAI 2014 - 21st European Conference on Artificial Intelligence, 18-22 August 2014, Prague, Czech Republic, 2014
2013
Plug-and-Produce: Semantic Module Profile.
Proceedings of the Dagstuhl-Workshop MBEES: Modellbasierte Entwicklung eingebetteter Systeme IX, 2013
A stochastic method for the detection of anomalous energy consumption in hybrid industrial systems.
Proceedings of the 11th IEEE International Conference on Industrial Informatics, 2013
Evaluating Learning Algorithms for Stochastic Finite Automata - Comparative Empirical Analyses on Learning Models for Technical Systems.
Proceedings of the ICPRAM 2013, 2013
Proceedings of 2013 IEEE 18th Conference on Emerging Technologies & Factory Automation, 2013
The importance of model-learning for the analysis of the energy consumption of production plants.
Proceedings of 2013 IEEE 18th Conference on Emerging Technologies & Factory Automation, 2013
Design of industrial automation systems - Formal requirements in the engineering process.
Proceedings of 2013 IEEE 18th Conference on Emerging Technologies & Factory Automation, 2013
2012
Solving Modeling Problems with Machine Learning -- A Classification Scheme of Model Learning Approaches for Technical Systems.
Proceedings of the Dagstuhl-Workshop MBEES: Modellbasierte Entwicklung eingebetteter Systeme VIII, 2012
Proceedings of the IEEE 10th International Conference on Industrial Informatics, 2012
Visual Anomaly Detection in Production Plants.
Proceedings of the ICINCO 2012 - Proceedings of the 9th International Conference on Informatics in Control, Automation and Robotics, Volume 1, Rome, Italy, 28, 2012
Proceedings of 2012 IEEE 17th International Conference on Emerging Technologies & Factory Automation, 2012
Proceedings of the Twenty-Sixth AAAI Conference on Artificial Intelligence, 2012
2011
Fighting the Modeling Bottleneck - Learning Models for Production Plants.
Proceedings of the Dagstuhl-Workshop MBEES: Modellbasierte Entwicklung eingebetteter Systeme VII, 2011
Anomaly Detection in Production Plants using Timed Automata - Automated Learning of Models from Observations.
Proceedings of the ICINCO 2011 - Proceedings of the 8th International Conference on Informatics in Control, Automation and Robotics, Volume 1, Noordwijkerhout, The Netherlands, 28, 2011
AutomationML as a Basis for Offline - And Realtime-simulation - Planning, Simulation and Diagnosis of Automation Systems.
Proceedings of the ICINCO 2011 - Proceedings of the 8th International Conference on Informatics in Control, Automation and Robotics, Volume 2, Noordwijkerhout, The Netherlands, 28, 2011
Proceedings of the Frontiers in Computer Education [International Conference on Frontiers in Computer Education, 2011
Proceedings of the XXIII International Symposium on Information, 2011
mINA-DL: A novel description language enabling dynamic reconfiguration in industrial automation.
Proceedings of the IEEE 16th Conference on Emerging Technologies & Factory Automation, 2011
Proceedings of the IEEE 16th Conference on Emerging Technologies & Factory Automation, 2011
Proceedings of the IEEE 16th Conference on Emerging Technologies & Factory Automation, 2011
2010
Proceedings of the Dagstuhl-Workshop MBEES: Modellbasierte Entwicklung eingebetteter Systeme VI, 2010
Proceedings of the KI 2010: Advances in Artificial Intelligence, 2010
2009
Proceedings of the Software-intensive verteilte Echtzeitsysteme, 2009
Proceedings of the Dagstuhl-Workshop MBEES: Modellbasierte Entwicklung eingebetteter Systeme V, 2009
2008
Vom modellbasierten Architekturentwurf über die Simulation verteilter Systeme zum Serienprojekt.
Proceedings of the Software Engineering 2008, 2008
Proceedings of the Dagstuhl-Workshop MBEES: Modellbasierte Entwicklung eingebetteter Systeme IV, 2008
Proceedings of the 30th International Conference on Software Engineering (ICSE 2008), 2008
2007
Verifikation zeitlicher Anforderungen in automotiven komponentenbasierten Software Systemen.
Proceedings of the Software Engineering 2007, 2007
Proceedings of the Dagstuhl-Workshop MBEES: Modellbasierte Entwicklung eingebetteter Systeme III, 2007
Proceedings of the Model-Based Engineering of Embedded Real-Time Systems, 2007
Proceedings of the Model-Based Engineering of Embedded Real-Time Systems, 2007
2006
Proceedings of the Dagstuhl-Workshop MBEES: Modellbasierte Entwicklung eingebetteter Systeme II, 2006
Proceedings of the IASTED International Conference on Artificial Intelligence and Applications, 2006
2001
Generating protein interaction maps from incomplete data: application to fold assignment.
Proceedings of the Ninth International Conference on Intelligent Systems for Molecular Biology, 2001
Proceedings of the Engineering of Intelligent Systems, 2001
Proceedings of the IEEE International Conference on Communications, 2001
2000
Proceedings of the working conference on Advanced visual interfaces, 2000
1999
Proceedings of the Graph-Theoretic Concepts in Computer Science, 1999