- Číslo projektu:
- APVV-21-0019
- Názov projektu:
- Dátovo orientované procesné riadenie
- Grantová schéma:
- APVV-VV2021
- Typ projektu:
- Výskumné projekty APVV
- Začiatok projektu:
- 01.07.2022
- Koniec projektu:
- 30.06.2025
- Zodpovedný riešiteľ:
- Miroslav Fikar
- Zástupca zodpovedného riešiteľa:
- Radoslav Paulen
- Riešitelia:
- Diana Dzurková, Rastislav Fáber, Martin Kalúz, Karol Kiš, Martin Klaučo, Martin Mojto, Patrik Valábek, Carlos E. Valero, Jozef Vargan
Cieľom navrhovaného projektu je skúmať a navrhovať nové dátovo orientované postupy v oblasti automatizácie, monitorovania a riadenia v procesnom priemysle tak, aby zvyšovali účinnosť, ziskovosť, bezpečnosť a konkurencieschopnosť. Zameriame sa na procesy s prestupom látky a tepla, kde je možné dosiahnuť výrazné zlepšenie účinnosti. Tieto inherentne zložité procesy vykazujú veľkú mieru nelinearít či hybridné správanie spôsobujúce problémy s ich riadením. Optimálne riadenie a monitorovanie bude zahŕňať interakcie metód aplikovanej štatistiky, spracovanie veľkých údajov (big data), dátovo orientovaného odhadu stavu, inferenčných senzorov, dynamickú optimalizáciu a prediktívne riadenie. Teoretické výsledky projektu budú sprístupnené širokej odbornej verejnosti v podobe softvérových balíkov s otvoreným kódom a ich vhodnosť bude overená v laboratórnych podmienkach a na údajoch od priemyselných partnerov.
Publikácie
2025
- R. Kohút – M. Klaučo – M. Kvasnica: Unified carbon emissions and market prices forecasts of the power grid. Applied Energy, zv. 377, 2025.
2024
- A. Ahmad – R. Paulen – R. Valo – M. Fikar – S. Engell: Iterative real-time optimization of a membrane pilot plant. Control Engineering Practice, zv. 147, str. 105907, 2024. Zenodo
- R. Dyrska – S. Leonow – M. Fikar – M. Mönnigmann: A Feasibility Condition for the Governor-based Tuning of Explicit MPC: Application to a Hydraulic Plant. V 12th IFAC Symposium on Advanced Control of Chemical Processes, str. 540–545, 2024. Zenodo
- D. Efremov – T. Haniš – M. Klaučo: Vehicle and Wheels Stability Defined Using Driving Envelope Protection Algorithm. IEEE Transactions on Intelligent Transportation Systems, str. 1–13, 2024.
- R. Fáber – M. Mojto – K. Ľubušký – R. Paulen: From Data to Alarms: Data-driven Anomaly Detection Techniques in Industrial Settings. Editor(i): Flavio Manenti, G.V. Rex Reklaitis, V 34th European Symposium on Computer Aided Process Engineering /15th International Symposium on Process Systems Engineering, zv. 53, str. 2857–2862, 2024. Zenodo
- R. Fáber – M. Mojto – K. Ľubušký – R. Paulen: Integrated Data Analytics and Regression Techniques for Real-time Anomaly Detection in Industrial Processes. V 12th IFAC Symposium on Advanced Control of Chemical Processes, str. 320–325, 2024. Zenodo
- D. Horváth – M. Klaučo – M. Strémy: Virtual Commissioning with TIA Step7 and Simulink without S-Functions. Journal of Engineering, 2024. Zenodo
- M. Klaučo – P. Valábek: Application of Machine Learning in Accelerating MPC for Chemical Processes. V 12th IFAC Symposium on Advanced Control of Chemical Processes, 2024. Zenodo
- A. Maidi – R. Paulen – J. Corriou: Velocity control design of hyperbolic distributed parameter systems using zeroing dynamics and zeroing-gradient dynamics methods. Journal of Process Control, zv. 138, str. 103210, 2024. Zenodo
- M. Micherda – K. E. Özdemir – R. Paulen: Control of Laboratory Distillation Column with Methanol-Water Mixture. V 50th International Conference of the Slovak Society of Chemical Engineering SSCHE 2024, Slovak Society of Chemical Engineering, Bratislava, SK, 2024. Zenodo
- E. Pavlovičová – J. Vargan – P. Bakaráč – M. Fikar – J. Oravec: Offset-free MPC of Temperature in Smart Greenhouse VESNA. V Preprints of the 8th IFAC Conference on Nonlinear Model Predictive Control, IFAC, str. 314–317, 2024. Zenodo
- M. Ružička – I. Helgeland – R. Paulen: Modelling and Optimal Operation of a Forward Osmosis Process. V 50th International Conference of the Slovak Society of Chemical Engineering SSCHE 2024, Slovak Society of Chemical Engineering, Bratislava, SK, 2024. Zenodo
- M. Ružička – I. Helgeland – R. Paulen: Modelling and Simulation of a Forward Osmosis Process. Editor(i): Flavio Manenti, G.V. Rex Reklaitis, V 34th European Symposium on Computer Aided Process Engineering /15th International Symposium on Process Systems Engineering, zv. 53, str. 319–324, 2024. Zenodo
- P. Valábek – M. Fikar – M. Klaučo: Enhancing Closed-Loop Performance in Manufacturing Processes Using Universal Controller Tuning for Industrial Practice. V 12th IFAC Symposium on Advanced Control of Chemical Processes, str. 375–380, 2024. Zenodo
- J. Vargan – J. Puk – K. Ľubušký – M. Fikar: Steady-State Optimality Analysis of MPC Controllers. Editor(i): Flavio Manenti, G.V. Rex Reklaitis, V 34th European Symposium on Computer Aided Process Engineering /15th International Symposium on Process Systems Engineering, zv. 53, 2024. Zenodo
2023
- R. Dyrska – J. Müller – M. Fikar – M. Mönnigmann: Simple Controller Tuning for Unmanned Aerial Vehicles using Governors. Editor(i): R. Paulen and M. Fikar, V Proceedings of the 2023 24th International Conference on Process Control, IEEE, Slovak University of Technology in Bratislava, Radlinského 9, 81237, Bratislava, Slovakia, str. 108–113, 2023. Zenodo
- R. Fáber – K. Ľubušký – M. Mojto – R. Paulen: Enhancing Industrial Data Analysis through Machine Learning-based Classification of Petrochemical Datasets. V 49th International Conference of the Slovak Society of Chemical Engineering SSCHE 2023, Slovak Society of Chemical Engineering, Bratislava, SK, str. 160–160, 2023. Zenodo
- R. Fáber – K. Ľubušký – R. Paulen: Machine Learning-based Classification of Online Industrial Datasets. Editor(i): R. Paulen and M. Fikar, V Proceedings of the 2023 24th International Conference on Process Control, IEEE, Slovak University of Technology in Bratislava, Radlinského 9, 81237, Bratislava, Slovakia, str. 132–137, 2023. Zenodo
- M. Fikar – K. Kiš – M. Klaučo – M. Mönnigmann: Simple Tuning of Arbitrary Controllers using Governors. V IFAC World Congress 2023, Yokohama, Japan, str. 9109–9114, 2023. Zenodo
- M. Furka – M. Kalúz – M. Fikar – M. Klaučo: Guidelines for Secure Process Control: Harnessing the Power of Homomorphic Encryption and State Feedback Control. IEEE ACCESS, 2023. Zenodo
- M. Horváthová – L. Galčíková – M. Klaučo – J. Oravec: Real-Time Optimisation-Based Robust Control: Heat Exchanger Comparative Analysis. V 62nd IEEE Conference on Decision and Control, IEEE, Singapore, str. 6535–6540, 2023.
- M. Kalúz – R. Kohút – D. Dzurková: MPC-Mimicking Neural Network Based on Homomorphic Encryption. Editor(i): R. Paulen and M. Fikar, V Proceedings of the 2023 24th International Conference on Process Control, IEEE, Slovak University of Technology in Bratislava, Radlinského 9, 81237, Bratislava, Slovakia, str. 126–131, 2023. Zenodo
- M. Mojto – K. Ľubušký – M. Fikar – R. Paulen: Comparing Linear and Nonlinear Soft Sensor Approaches for Industrial Distillation Columns. V 49th International Conference of the Slovak Society of Chemical Engineering SSCHE 2023, Slovak Society of Chemical Engineering, Bratislava, SK, str. 159–159, 2023. Zenodo
- M. Mojto – K. Ľubušký – M. Fikar – R. Paulen: Input Structure Selection for Soft-Sensor Design: Does It Pay Off?. Editor(i): R. Paulen and M. Fikar, V Proceedings of the 2023 24th International Conference on Process Control, IEEE, Slovak University of Technology in Bratislava, Radlinského 9, 81237, Bratislava, Slovakia, str. 162–167, 2023. Zenodo
- M. Mojto – K. Ľubušký – M. Fikar – R. Paulen: Data-Driven Indication of Flooding in an Industrial Debutanizer Column. Editor(i): Antonis Kokossis, Michael C. Georgiadis, Efstratios N. Pistikopoulos, V 33rd European Symposium on Computer Aided Process Engineering, Elsevier, č. 1, zv. 33, str. 1001–1006, 2023. Zenodo
- M. Mojto – K. Ľubušký – M. Fikar – R. Paulen: Design of Multi-Model Linear Inferential Sensors with SVM-based Switching Logic. V IFAC World Congress 2023, Yokohama, Japan, str. 2545–2550, 2023. Zenodo
- M. Mojto – K. Ľubušký – M. Fikar – R. Paulen: Data-Based Design of Multi-Model Inferential Sensors. Computers & Chemical Engineering, zv. 178, 2023. arXiv Zenodo
- J. Oravec – P. Bakaráč – E. Pavlovičová – M. Fikar: Smart Eco Greenhouse VESNA. V IFAC World Congress 2023, Yokohama, Japan, str. 10295–10300, 2023. Zenodo
- M. Ružička – I. Helgeland – R. Paulen: Modelovanie procesu doprednej osmózy. V Membránové procesy pro udržitelný rozvoj - MEMPUR 2023, str. 35–36, 2023. Zenodo
- P. Valábek – M. Klaučo: Generation of MPC-like Explicit Control Laws with Reinforcement Machine Learning. Editor(i): R. Paulen and M. Fikar, V Proceedings of the 24th International Conference on Process Control - Summaries Volume, Slovak Chemical Library, Slovak University of Technology in Bratislava, Radlinského 9, SK812-37, Bratislava, Slovakia, 2023. Zenodo
- J. Vargan – J. Puk – K. Ľubušký – M. Fikar: Steady-State Analysis of Industrial MPC Controllers. Editor(i): R. Paulen and M. Fikar, V Proceedings of the 24th International Conference on Process Control - Summaries Volume, Slovak Chemical Library, Slovak University of Technology in Bratislava, Radlinského 9, SK812-37, Bratislava, Slovakia, 2023. Zenodo
2022
- R. Fáber – R. Valo – M. Roman – R. Paulen: Towards Temperature Monitoring in Long-Term Grain Storage. V 2022 Cybernetics & Informatics (K&I), str. 1–6, 2022. Zenodo
- M. Fikar – M. Klaučo – K. Kiš: A General Controller Tuning using Governors. 2022.
- M. Fikar – M. Klaučo – R. Paulen: Theory of Automatic Control I. Practice Examples, FCHPT STU v Bratislave, 2022.
- K. Kiš – P. Bakaráč – M. Klaučo: Nearly Optimal Tunable MPC Strategies on Embedded Platforms. V 18th IFAC Workshop on Control Applications of Optimization, IFAC-PapersOnline, str. 326–331, 2022.
- J. Mikleš – Ľ. Čirka – J. Oravec – M. Fikar: Návrh H2 a Hinf riadenia s využitím Ljapunovových funkcií, FCHPT STU v Bratislave, 2022.
- M. Mojto – K. Ľubušký – M. Fikar – R. Paulen: Multi-Model Soft-Sensor Design for a Depropanizer Distillation Column. V Advanced Process Modelling Forum 18-19 October 2022, 2022. Zenodo
Riešitelia
Zodpovednosť za obsah: prof. Ing. Miroslav Fikar, DrSc.
Posledná aktualizácia:
30.10.2021 7:58