2023
DOI: 10.1002/cite.202200239
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Automated Evaluation of Biochemical Plant KPIs based on DEXPI Information

Anselm Klose,
David Wagner-Stürz,
Laura Neuendorf
et al.

Abstract: Implementation of data‐based key performance indicators (KPIs) within existing plants usually requires a thorough manual analysis of the plant topology to define which sensors could provide reliable information for calculating the KPIs. In this publication, we propose an assistance system that automates this process. First the automatic linkage between plant structure and operational data is presented for the evaluation of the process efficiency. Next, a concept and prototypical implementation of the evaluatio… Show more

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Cited by 3 publications
(3 citation statements)
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“…There are different types of measurements for performance: financial or operational [18,19]. The rationale for performance measurement is that measurement leads to performance management which should lead to performance improvement Bititci, Carrie and McDevitt, 1997, as cited in [20].…”
Section: Literature Reviewmentioning
confidence: 99%
“…There are different types of measurements for performance: financial or operational [18,19]. The rationale for performance measurement is that measurement leads to performance management which should lead to performance improvement Bititci, Carrie and McDevitt, 1997, as cited in [20].…”
Section: Literature Reviewmentioning
confidence: 99%
“…Thus, the ML model serves as a basis for computer-supported process development [22]. Besides the specific application of AI to engineering data, the focus was also on using harmonized data as a basis to ensure the reusability of the models and to address a broad range of users from different fields [23,44,49]. Standardized P&IDs in DEXPI format are used as the data basis, which are available as graph-structured data.…”
Section: Smart Engineering Toolsmentioning
confidence: 99%
“…Prof. Urbas koordiniert das Verbundprojekt KEEN zu diesem Thema. Im Rahmen dieses Projekts wurden Methoden zur Erkennung von Stro ¨mungsregimes in begasten Beha ¨ltern mittels Bilddaten erforscht [94], Werkzeuge zur Integration derartiger komplexer Datenquellen in modulare Anlagen entwickelt [95] und eine Methode zur automatischen Evaluation von biochemischen KPIs auf Basis von DEXPI-Informationen erarbeitet [96]. Die Erfahrung zeigt, dass die großen Datenmengen, die in der Prozessindustrie vorhanden sind, ha ¨ufig leider nur wenig Information enthalten.…”
Section: Heidenreich Wurden Neben Vielen Industrienahenunclassified