Publications

Stakeholder-Based Deterministic and Probabilistic Quality Control Using Gaussian Mixtures for Circular Factories
Darijani, A.; Moser, G.; Vlajic, K.; Nasrollah, Z. S. H.; Hoffmann, L.; Khabou, M.; Düser, T.; Albers, A.; Dietrich, S.; Heizmann, M.; Beyerer, J.
2026. Conference on Circular Production Systems and Technologies (CCPT 2026), Springer

Instance-Specific Production Control in Circular Manufacturing Using Gaussian Mixture Models
Bail, F.; Darijani, A.; Hoffmann, L.; Engels, M.; Becker, J.; Benfer, M.; Stricker, N.; Heizmann, M.; Beyerer, J.; Lanza, G.
2026. Conference on Circular Production Systems and Technologies (CCPT 2026), Springer

Probabilistic Process-Structure-Property Modelling for Hardness and Porosity Estimation in High-Speed DED-Reprocessed Components in the context of the Circular Factory
Hoffmann, L.; Khabou, M.; Wexel, H.; Darijani, A.; Beyerer, J.; Zanger, F.; Schulze, V.; Dietrich, S.; Heizmann, M.
2026. Conference on Circular Production Systems and Technologies (CCPT 2026), Springer

Bringing the vision of perpetual innovative products to life – challenges and opportunities at the circular factory for angle grinders
Grauberger, P.; Hemmerich, J.; Afifi, N.; Mas, V.; Koch, D.; Blum, E.; Vlajic, K.; Khabou, M.; Wexel, H.; Moser, G.; Lanza, G.; Albers, A.; Düser, T.; Hoffmann, L.; Heizmann, M.; Darijani, A.; Beyerer, J.; Zanger, F.; Dietrich, S.; Matthiesen, S.
2026. 2026 Conference on Circular Production Systems and Technologies (CCPT), Springer

gmtorch: Computing with Gaussian Mixture Uncertainty in PyTorch
Darijani, A.; Stratmann, B.; Floriach Pigem, G.; Beyerer, J.; Hoffmann, L.; Heizmann, M.
2026. IEEE Sensor Data Fusion: Trends, Solutions, Applications (SDF 2026), Institute of Electrical and Electronics Engineers (IEEE)

Gaussian Mixture Belief Propagation for Hybrid Inference in Factor Graphs
Hoffmann, L.; Darijani, A.; Beyerer, J.; Heizmann, M.
2026. 2025 IEEE Sensor Data Fusion: Trends, Solutions, Applications (SDF) by: "2025 IEEE Sensor Data Fusion: Trends, Solutions, Applications (SDF)" committee, Institute of Electrical and Electronics Engineers (IEEE)

Neural Network-Based Gaussian Mixture Reduction
Hoffmann, L.; Fischer, L.; Saritas, A.; Darijani, A.; Beyerer, J.; Heizmann, M.
2026. 2026 IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems (MFI) by: "International Conference on Multisensor Fusion and Integration" committee, Institute of Electrical and Electronics Engineers (IEEE)

Gaussian Mixture Belief Propagation for Probabilistic Graphical Models
Hoffmann, L.; Darijani, A.; Khabou, M. A.; Schulze, V.; Beyerer, J.; Heizmann, M.
2026. 2026 29th International Conference on Information Fusion (FUSION) by: "International Conference on Information Fusion (FUSION)" committee, 1–8, Institute of Electrical and Electronics Engineers (IEEE). doi:10.23919/FUSION67272.2026.11726628

Representing Measurement Uncertainty by Gaussian Mixtures
Hoffmann, L.; Alayoubi, M. Y.; Heizmann, M.; Darijani, A.; Beyerer, J.
2026. Vorträge, 258–263, AMA Service GmbH, Von-Münchhausen-Str. 49, 31515 Wunstorf, Germany. doi:10.5162/sensoren2026/D3-2.1

Efficient Uncertainty Propagation in Continuous Bayesian Networks Using GUM and Monte Carlo Methods
Hoffmann, L.; Heizmann, M.; Darijani, A.; Beyerer, J.
2026. 2026 International Conference on Semantic Computing (ICSC), 119–123, Institute of Electrical and Electronics Engineers (IEEE). doi:10.1109/ICSC67292.2026.00023

Comprehensive Description of Uncertainty in Measurement for Representation and Propagation with Scalable Precision
Darijani, A.; Beyerer, J.; Nasrollah, Z. S. H.; Hoffmann, L.; Heizmann, M.
2026. arxiv. doi:10.48550/arXiv.2603.20365

Data-Driven Decision-Making: Leveraging Digital Twins for Reprocessing in the Circular Factory
Afifi, N.; Mas, V. L.; Hemmerich, J.; Leitenberger, F.; Hoffmann, L.; Darijani, A.; Grauberger, P.; Heizmann, M.; Beyerer, J.; Matthiesen, S.
2025. Zeitschrift für wirtschaftlichen Fabrikbetrieb, 120 (s1), 170–176. doi:10.1515/zwf-2024-0160

Managing uncertainty in product and process design for the circular factory
Heizmann, M.; Beyerer, J.; Dietrich, S.; Hoffmann, L.; Kaiser, J.-P.; Lanza, G.; Roitberg, A.; Stiefelhagen, R.; Stricker, N.; Wexel, H.; Zanger, F.
2024. at - Automatisierungstechnik, 72 (9), 829–843. doi:10.1515/auto-2024-0009