Smart Architectures
Introduction
The Smart Architectures team focuses on new methods and approaches to lay the foundations for flexible, efficient and reliable cyber-physical production systems of the future through architectural concepts. In particular, the increasing requirements regarding time-to-market, quality, flexibility, reliability and complexity handling are incorporated into the research.
Research Focus
- How can automation architectures be future-proofed for Industry 4.0 and beyond in the process, manufacturing and pharmaceutical industries?
- How can the use of advanced automation methods such as artificial intelligence, machine learning or model predictive control be enabled or facilitated in industry through suitable system architectures?
- How can novel measures and applications be designed to ensure the quality, stability and integrity of the data generated in Industry 4.0?
- How can new methods and approaches be implemented to enable more efficient data acquisition, storage and processing in an industrial context?
Innovative Methods and Tools
- Scenario techniques for requirements elicitation doi.org/10.51202/9783181024195
- Smart automation architectures doi.org/10.1109/ETFA.2019.8869439
- Technologieanalysen doi.org/10.1109/ITNAC55475.2022.9998327
- Concept development for data-driven industrial applications FIS TU Dresden
- Testing theorethical approaches in the Process-to-Order Lab doi.org/10.2139/ssrn.4456423
Teaching
- Prozessleittechnik 1 (PLT1)
- Projektierung von Automatisierungssystemen (CAE@PA)
- Hauptseminar AMR
- Student and Diploma Thesis
Research Projects
- ecoKI - Increasing Energy Efficiency in Production Through Digitalization and AI
- FABP - Future of Automation Architectures for Biopharma
- ENSORT - Steigerung der Energieefffizienz im Abfall- und Recyclingstoff-Sortierprozess durch Erhöhung des Automatisierungsgrades
The Team
Doctoral Researcher
NameMr Dipl.-Ing. Lucas Vogt
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Group lead:
Scientific Staff:
Former scientific staff:
Publications
2024
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Strategies for Software and Hardware Compatibility Testing in Industrial Controllers , 14 Mar 2024, In: Processes. 12, 3, 580Electronic (full-text) versionResearch output: Contribution to journal > Research article
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Strategies for Software and Hardware Compatibility Testing in Industrial Controllers , 31 Jan 2024, MDPI, BaselElectronic (full-text) versionResearch output: Preprint/documentation/report > Preprint
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Industrial Edge MLOps: Overview and Challenges , 2024, ESCAPE34-PSE24: European Symposium on Computer Aided Process Engineering and International Symposium on Process Systems Engineering. 6 p.Research output: Contribution to book/conference proceedings/anthology/report > Conference contribution
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Scalable data pipeline: Ontology-based OPC UA data access for the industrial internet of things , 2024, 25- VDI-Kongress AUTOMATION 2024 AI beats Automation?. VDI WissensforumResearch output: Contribution to book/conference proceedings/anthology/report > Conference contribution
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Steigerung der Energieeffizienz für eine nachhaltige Entwicklung in der Produktion: Die Rolle des maschinellen Lernens im ecoKI-Projekt , 2024, 25- VDI-Kongress AUTOMATION 2024 AI beats Automation?Research output: Contribution to book/conference proceedings/anthology/report > Conference contribution
2023
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Towards cloud-based Control-as-a-Service for modular Process Plants , 12 Sep 2023, 2023 IEEE 28th International Conference on Emerging Technologies and Factory Automation (ETFA). Sinaia, Romania: IEEEElectronic (full-text) versionResearch output: Contribution to book/conference proceedings/anthology/report > Conference contribution
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Anforderungen an die zukünftige Prozessautomation in der Biopharma-Industrie , 27 Jun 2023, Automation 2023: 24. Leitkongress der Mess- und Automatisierungstechnik (AUTOMATION 2023) ;Transformation by Automation. VDI Verlag, Düsseldorf, Vol. 2419. p. 943-957, 15 p.Electronic (full-text) versionResearch output: Contribution to book/conference proceedings/anthology/report > Conference contribution
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P2O-Lab: A Learning Factory for Digitalization and Modularization , 23 May 2023Electronic (full-text) versionResearch output: Contribution to conferences > Paper
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Enhancing 3D-CNN-based Geometric Feature Recognition for Adaptive Additive Manufacturing: A SDF Data Approach , 4 Apr 2023, In: Journal of Computational Design and Engineering. 10, 3, p. 992-1009, 18 p.Electronic (full-text) versionResearch output: Contribution to journal > Research article
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Anomaly Detection in Chemical Processes with Semantic Knowledge Graphs: An Approach to Reduce Cause-Effect Diagrams , Jan 2023, 33rd European Symposium on Computer Aided Process Engineering. 6 p.Electronic (full-text) versionResearch output: Contribution to book/conference proceedings/anthology/report > Conference contribution