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

Automatic Gaussian Mixture Sampling for Uncertainty Management in Circular Factories
Nasrollah, Z. S. H.; Darijani, A.; Khabou, M.; Dietrich, S.; Schulze, V.; Beyerer, J.
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

Closed-Form Gaussian Mixture Representations of d-Dimensional Triangulated Domains
Darijani, A.; Stratmann, B.; Hanebeck, U. D.; Bahadur Thapa, R.; Beyerer, J.; Afifi, N.
2026. IEEE Sensor Data Fusion: Trends, Solutions, Applications (SDF 2026), Institute of Electrical and Electronics Engineers (IEEE)

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)

A Geometric Gaussian Mixture Representation of Curves and Trajectories in Euclidean Space
Stratmann, B.; Soufian, E.; Beyerer, J.; Darijani, A.
2026. 2026 IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems (MFI), 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

A Geometric Gaussian Mixture Representation of Plane Curves
Darijani, A.; Stratmann, B.; Beyerer, J.
2026. arxiv. doi:10.48550/arXiv.2606.06505

Compositional Boundaries for Density Fusion
Thapa, R. B.; Darijani, A.; Beyerer, J.; Staab, S.
2026. arxiv. doi:10.48550/arXiv.2606.05871

Probabilistic Quality Control Without Tears
Darijani, A.
2026. Proceedings of the 2025 Joint Workshop of Fraunhofer IOSB and Institute for Anthropomatics, Vision and Fusion Laboratory, 33–40, KIT Scientific Publishing

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

Uncertainty Quantification and The Need for Better Understanding of Monte Carlo and Random Number Generation
Darijani, A.
2025. Proceedings of the 2024 Joint Workshop of Fraunhofer IOSB and Institute for Anthropomatics, Vision and Fusion Laboratory, 19–32, KIT Scientific Publishing

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