- Project number:
- 09I03-03-V04-00530
- Title of the project:
- Development of reliable and explainable models for industrial monitoring, optimization, and control
- Grant scheme:
- VAIA: Fellowships for excellent researchers R2-R4
- Project type:
- Operating programs
- Project duration (start):
- 01.09.2024
- Project duration (end):
- 31.08.2026
- Principal investigator:
- Radoslav Paulen
The DREAMINC project aims to revolutionize soft sensor technology, enhancing the safety and sustainability of chemical industries. Led by Prof. Radoslav Paulen, this interdisciplinary project focuses on three key goals:
- Interpretable Soft Sensors: Creating interpretable multi-linear models to efficiently capture complex process behaviors.
- Reliable Soft Sensors: Utilizing optimal experiment design and Bayesian-like approaches to improve model accuracy and identify knowledge gaps.
- Software Implementation: Developing an open-source toolkit for soft sensor design and conducting practical demonstrations.
These innovations bridge the gap between theory and industrial practice, contributing to a more efficient, autonomous, and sustainable chemical industry. The project aligns with EU goals for green and digital transformation and involves collaboration with academic and industrial partners for practical impact.
Publications
2025
- R. Fáber – M. Klaučo – K. Ľubušký – R. Paulen: Integrating Linear and Nonlinear Models for Enhanced Process Monitoring. Editor(s): Paulen, R.; Fikar M.; Oravec J., In Proceedings of the 2025 25th International Conference on Process Control, Slovak Chemical Library, Slovak University of Technology in Bratislava, Radlinsk´eho 9, SK812-37, Bratislava, Slovak Republic, pp. 52–52, 2025. Zenodo
- R. Fáber – M. Vaccari – R. Bacci di Capaci – K. Ľubušký – G. Pannocchia – R. Paulen: Multi-fidelity Modeling for Process Optimization in Refinery Operations. In 51st International Conference of the Slovak Society of Chemical Engineering SSCHE 2025, Slovak Society of Chemical Engineering, Bratislava, SK, pp. 140–140, 2025. Zenodo
- R. Fáber – M. Vaccari – R. Bacci di Capaci – K. Ľubušký – G. Pannocchia – R. Paulen: Improving Process Monitoring via Dynamic Multi-Fidelity Modeling. 2025. Zenodo
- A. Fedor – J. Gaborčík – R. Paulen: Modelling and Simulation of Reaction-Separation Processes using gPROMS ProcessBuilder. In 51st International Conference of the Slovak Society of Chemical Engineering SSCHE 2025, Slovak Society of Chemical Engineering, Bratislava, SK, pp. 139–139, 2025. Zenodo
Investigators
Responsibility for content: doc. Ing. Radoslav Paulen, PhD.
Last update: 26.09.2023 11:41
Institute of Information Engineering, Automation and Mathematics was established in 1.1.2006 from two departments: Department of Information Engineering and Process Control and Department of Mathematics.
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