Donandt, K.; Söffker, D.: Interaction-Aware Graph Neural Network Modeling for Inland Multi-Ship Trajectory Prediction with Explainability Insights. IEEE Transactions on Intelligent Vehicles, 2026, submitted.

Ewen, D.; Denker, J. : Prediction of Strip Width Deviation in Hot Strip Roughing Mills Based on Machine Learning Regression. ESAFORM2026: MS12: Advanced Numerical and AI Strategies for Material Forming, 2026, submitted.

Haupts, P.; Al Joumaa, H.; Al-Shrouf, L; Jelali, M.: A Comparison of Feature Engineering and Representation Learning for Multiclass Dye Penetrant Defect Classification on Centrifugally Cast Steel Tubes. NDT&E International, 2026, submitted.

Papadopoulos, K.; Brüninghaus, J.; Jelali, M.: Detection of low-density foreign objects in confectionery products using sub-terahertz technology. Journal of Food Measurement and Characterization, 2026.[LINK]

Rastin, Z.; Söffker, D.: A multi-parameter POD approach for advanced evaluation and reliability-based optimization of machine learning classifiers in structural health monitoring. Structural Control and health monitoring, 2026, submitted.

Yeboah M. K.; Asiedu, N. Y.; Söffker, D.; Addo, A.: Grey box modeling framework for consolidated bioprocessing systems: An endpoint estimation approach. Bioresources and Bioprocessing, Springer, 2026, submitted.

Aliberti, L.; Perfetto, D.; D'Aniello, G.; Gaeta, M.; Söffker, D.: Integrating Situation Awareness into Intelligent Recommender Systems. 2026 IEEE International Multi-Disciplinary Conference on Cognitive Methods in Situation Awareness and Decision Support (CogSIMA), Tempe, Arizona, Mar 9-12, 2026, accepted.[LINK]

Benrabia, I.; Söffker,D.: Physics-Informed Deep Learning and Rule-Based adjustment PIDL-RB for online Building Energy Management System: A Comparative Study. 2026 European Control Conference (ECC), Reykjavik, Iceland, 2026, submitted.

Diepers, F.; Ahle, E.; Söffker, D.: GP-based Offset-free MPC using Disturbance Models and MHE. 2026 European Control Conference (ECC), Reykjavik, Iceland, 2026, submitted.

Haupts, P.; Jelali, M.: Spatial Quality Description as a Basis for Quality Prescription in Centrifugal Casting. 2026 20th CIRP Conference on Intelligent Computation ind Manufacturing Engineering, Ischia, Italy, July 8-10, 2026, submitted.

Haupts, P.; Jelali, M.: A Reference Architecture for Closed-Loop Predictive Quality Control under Limited Process Observability: A Centrifugal Casting Case Study. 2026 12th IEEE International Conference on Control, Decision, and Information Technologies, Bari, Italy, July 13-16, 2026, submitted.

Haupts, P.; Pose, S.; Jelali, M.: Deep Learning-Supported Automated Evaluation of Dye Penetrant Inspection Results in Compliance with EN 1371-1 and ASME Section VIII. 2026 14th European Conference on Non-Destructive Testing, Verona, Italy, June 15-19, 2026, submitted.

Liebeton, J.; Chooah, R; Söffker, D.: Modeling of reduced-order mechanical structures describing Lamb wave behavior in CFRP plates using an untypical machine learning training approach. 12th European Workshop on SHM, Toulouse, France, July 7-10, 2026, submitted.

Liebeton, J.; Rastin, Z; Söffker, D.: Advanced POD-Based Evaluation of Load-Dependent Performance in Machine Learning Damage Diagnosis. European Safety and Reliability Conference (ESREL), Braga, Portugal, June 14-19, 2026, submitted.

Liebeton, J.; Selvaraj, S; Söffker, D.: Mechanisms in CFRP Composites. 2nd Latin-American Workshop on Structural Health Monitoring, Santiago, Chile, January 7-9, 2026, accepted.

Liebeton, J.; Selvaraj, S; Söffker, D.: A Steady-State Approach to Analyzing Lamb Wave Boundary Interactions in CFRP. 12th European Workshop on SHM, Toulouse, France, July 7-10, 2026, submitted.

Liebeton, J.; Söffker, D.: Acoustic Emission-based Differentiation of Concurrent Damage. 2nd Latin-American Workshop on Structural Health Monitoring, Santiago, Chile, January 7-9, 2026, accepted.

Polke, D.; Ahle, E.; Söffker, D.: Bayesian Active Learning with Polynomial Chaos Expanded Gaussian Process. 2026 3rd IEEE International Conference on Artificial Intelligence, Computer, Data Sciences and Applications, Boracay Island, Philippines, 5-7 February, 2026, accepted.

Salighe, S.; Söffker, D.: A Multi-Model Approach to Model-Free Adaptive Predictive Control for Discrete Nonlinear Systems Subject to Measurement Noise. 24nd European Control Conference (ECC26), 2026, submitted.

Zeno, M.; Söffker, D.: Balancing Nutrient Cycles in Aquaponic Systems: Population-Based Control of Plants to Reduce Water Exchange and External Nitrate Supply. 23rd IFAC World Congress, Busan, Korea, August 23-28, 2026, submitted.