Publikationstyp: | Konferenz: Sonstiges |
Art der Begutachtung: | Keine Angabe |
Titel: | Predictive-prescriptive analytics for combustion monitoring in gas turbine power plants |
Autor/-in: | Danafar, Somayeh Kryszczuk, Krzysztof Gassner, Martin Bernero, Stefano |
Angaben zur Konferenz: | Predictive Maintenance, Swiss Association for Analytics (SAA), Lausanne, 27 September 2017 |
Erscheinungsdatum: | 27-Sep-2017 |
Sprache: | Englisch |
Schlagwörter: | Predictive Maintenance; Analytics; Emission prediction |
Fachgebiet (DDC): | 003: Systeme |
Zusammenfassung: | Why do many Predictive Maintenance systems fail? The proposition of Predictive Maintenance paradigm is that a failure of a give system can be expected and predicted. However, complex systems in industrial applications are rarely stable, and the expected time to failure can vary rapidly as the operating conditions and regime change. Therefore, a clear strategy must be devised regarding how and when to act upon received prediction. We refer to this strategy as Prescriptive Maintenance, and describe it as an optimization problem. In this talk we discuss an example of moving from Predictive to Prescriptive Maintenance scheme using as an example a system we developed in collaboration with GE Power (Switzerland). |
URI: | https://digitalcollection.zhaw.ch/handle/11475/7730 |
Volltext Version: | Publizierte Version |
Lizenz (gemäss Verlagsvertrag): | Lizenz gemäss Verlagsvertrag |
Departement: | Life Sciences und Facility Management |
Organisationseinheit: | Institut für Computational Life Sciences (ICLS) |
Publiziert im Rahmen des ZHAW-Projekts: | Predictive - Prescriptive Analytics for Emission & Combustion Monitoring Agents in Gas Turbine Combined Cycle Power Plants |
Enthalten in den Sammlungen: | Publikationen Life Sciences und Facility Management |
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Danafar, S., Kryszczuk, K., Gassner, M., & Bernero, S. (2017, September 27). Predictive-prescriptive analytics for combustion monitoring in gas turbine power plants. Predictive Maintenance, Swiss Association for Analytics (SAA), Lausanne, 27 September 2017.
Danafar, S. et al. (2017) ‘Predictive-prescriptive analytics for combustion monitoring in gas turbine power plants’, in Predictive Maintenance, Swiss Association for Analytics (SAA), Lausanne, 27 September 2017.
S. Danafar, K. Kryszczuk, M. Gassner, and S. Bernero, “Predictive-prescriptive analytics for combustion monitoring in gas turbine power plants,” in Predictive Maintenance, Swiss Association for Analytics (SAA), Lausanne, 27 September 2017, Sep. 2017.
DANAFAR, Somayeh, Krzysztof KRYSZCZUK, Martin GASSNER und Stefano BERNERO, 2017. Predictive-prescriptive analytics for combustion monitoring in gas turbine power plants. In: Predictive Maintenance, Swiss Association for Analytics (SAA), Lausanne, 27 September 2017. Conference presentation. 27 September 2017
Danafar, Somayeh, Krzysztof Kryszczuk, Martin Gassner, and Stefano Bernero. 2017. “Predictive-Prescriptive Analytics for Combustion Monitoring in Gas Turbine Power Plants.” Conference presentation. In Predictive Maintenance, Swiss Association for Analytics (SAA), Lausanne, 27 September 2017.
Danafar, Somayeh, et al. “Predictive-Prescriptive Analytics for Combustion Monitoring in Gas Turbine Power Plants.” Predictive Maintenance, Swiss Association for Analytics (SAA), Lausanne, 27 September 2017, 2017.
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