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Collaborations and top research areas from the last five years
Research output
- 5 Article
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FlowMat: a toolbox for modeling flow reactors using physics-based and machine learning approaches for modular simulation, parameter identification, and reactor optimization
Knoll, S., Silber, K., Williams, J. D., Sagmeister, P., Hone, C. A., Kappe, C. O., Steinberger, M. & Horn, M., 12 Sept 2025, (E-pub ahead of print) In: RSC Advances. 15, 40, p. 33278 - 33296 19 p.Research output: Contribution to journal › Article › peer-review
Open AccessFile -
Neural tanks-in-series: a physics-guided neural network extension of the tanks-in-series model for enhanced flow reactor and reaction modelling
Knoll, S., Silber, K., Hone, C. A., Kappe, C. O., Steinberger, M. & Horn, M., 1 Dec 2025, In: Reaction Chemistry & Engineering. 10, 12, p. 2932-2946 15 p.Research output: Contribution to journal › Article › peer-review
Open AccessFile -
Scheduling Optimization of a Compact End-to-End Pharmaceutical Manufacturing Line: Design and Experimental Evaluation
Knoll, S., Steinberger, M., Kuchler, L., Azimi, A., Tranninger, M., Sacher, S. & Horn, M., Apr 2025, In: Journal of Pharmaceutical Innovation . 20, 2, 21 p., 72.Research output: Contribution to journal › Article › peer-review
Open AccessFile -
Accelerating reaction modeling using dynamic flow experiments, part 1: design space exploration
Sagmeister, P., Schiller, C., Weiss, P., Silber, K., Knoll, S., Horn, M., Hone, C. A., Williams, J. D. & Kappe, C. O., 28 Jul 2023, In: Reaction Chemistry and Engineering. 8, 11, p. 2818-2825 8 p.Research output: Contribution to journal › Article › peer-review
Open Access -
Autonomous model-based experimental design for rapid reaction development
Knoll, S., Jusner, C. E., Sagmeister, P., Williams, J. D., Hone, C. A., Horn, M. & Kappe, C. O., 2 Aug 2022, In: Reaction Chemistry and Engineering. 7, 11, p. 2375-2384 10 p.Research output: Contribution to journal › Article › peer-review
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Physics-guided Neural Networks for Enhanced Flow Reactor and Reaction Modeling
Knoll, S. (Speaker), Silber, K. (Contributor), Hone, C. A. (Contributor), Kappe, O. C. (Contributor), Steinberger, M. (Contributor) & Horn, M. (Contributor)
2 Jul 2025Activity: Talk or presentation › Poster presentation › Science to science
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Physics-Informed Neural Networks for Enhanced Flow Reactor Modeling and Parameter Estimation
Knoll, S. (Speaker), Silber, K. (Contributor), Hone, C. A. (Contributor), Kappe, O. C. (Contributor), Steinberger, M. (Contributor) & Horn, M. (Contributor)
3 Apr 2025Activity: Talk or presentation › Poster presentation › Science to science
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EECI 2024: Control and Machine Learning
Knoll, S. (Participant)
1 Jul 2024 → 5 Jul 2024Activity: Participation in or organisation of › Workshop, seminar or course (Participation in/Organisation of)