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Towards semi-automatic generation of a steady state digital twin of a brownfield process plant

Publiceringsår

2020

Upphovspersoner

Sierla, Seppo; Sorsamäki, Lotta; Azangoo, Mohammad; Villberg, Antti; Hytönen, Eemeli; Vyatkin, Valeriy

Abstrakt

Researchers have proposed various models for assessing design alternatives for process plant retrofits. Due to the considerable engineering effort involved, no such models exist for the great majority of brownfield process plants, which have been in operation for years or decades. This article proposes a semi-automatic methodology for generating a digital twin of a brownfield plant. The methodology consists of: (1) extracting information from piping and instrumentation diagrams, (2) converting the information to a graph format, (3) applying graph algorithms to preprocess the graph, (4) generating a simulation model from the graph, (5) performing manual expert editing of the generated model, (6) configuring the calculations done by simulation model elements and (7) parameterizing the simulation model according to recent process measurements in order to obtain a digital twin. Since previous work exists for steps (1–2), this article focuses on defining the methodology for (3–5) and demonstrating it on a laboratory process. A discussion is provided for (6–7). The result of the case study was that only few manual edits needed to be made to the automatically generated simulation model. The paper is concluded with an assessment of open issues and topics of further research for this 7-step methodology.
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Organisationer och upphovspersoner

Teknologiska forskningscentralen VTT Ab

Hytönen Eemeli Orcid -palvelun logo

Sorsamäki Lotta Orcid -palvelun logo

Aalto-universitetet

Azangoo Mohammad Orcid -palvelun logo

Sierla Seppo Orcid -palvelun logo

Vyatkin Valeriy Orcid -palvelun logo

Publikationstyp

Publikationsform

Artikel

Moderpublikationens typ

Tidning

Artikelstyp

En originalartikel

Målgrupp

Vetenskaplig

Kollegialt utvärderad

Kollegialt utvärderad

UKM:s publikationstyp

A1 Originalartikel i en vetenskaplig tidskrift

Publikationskanalens uppgifter

Journal/Serie

Applied sciences

Volym

10

Nummer

19

Artikelnummer

6959

Sidor

1-21

Publikationsforum

82219

Publikationsforumsnivå

1

Öppen tillgång

Öppen tillgänglighet i förläggarens tjänst

Ja

Öppen tillgång till publikationskanalen

Helt öppen publikationskanal

Licens för förläggarens version

CC BY

Parallellsparad

Ja

Övriga uppgifter

Vetenskapsområden

Data- och informationsvetenskap; Miljöteknik; Företagsekonomi; Miljövetenskap

Nyckelord

[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]

Förlagets internationalitet

Internationell

Språk

engelska

Internationell sampublikation

Ja

Sampublikation med ett företag

Ja

DOI

10.3390/app10196959

Publikationen ingår i undervisnings- och kulturministeriets datainsamling

Ja