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Roadmap to semi-automatic generation of digital twins for brownfield process plants

Year of publication

2021

Authors

Sierla, Seppo; Azangoo, Mohammad; Rainio, Kari; Papakonstantinou, Nikolaos; Fay, Alexander; Honkamaa, Petri; Vyatkin, Valeriy

Abstract

<p>Industrial process plants have a lifecycle of several decades, and only some of the most modern plants have digital, machine-readable design information available. For all other plants, the information is often available in PDF and other human-readable formats. Based on this information, a digital twin could be constructed only with considerable human effort. There is a need for a methodology for the semi-automatic generation of digital twins for brownfields with such source information. The objective of this paper is to propose a roadmap towards a methodology for the semi-automatic generation of digital twins for brownfields with such source information as can be expected to be available for brownfields. The purpose of the roadmap is to: conceptualize the methodology, position relevant previous work along this methodology and identify further research challenges to develop the industrial applicability of the methodology. It was discovered that numerous relevant works exist, some of which do not specifically address brownfields. However, there is a lack of research to integrate such research to a methodology for the generation of digital twins.</p>
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Organizations and authors

Aalto University

Azangoo Mohammad Orcid -palvelun logo

Sierla Seppo Orcid -palvelun logo

Vyatkin Valeriy Orcid -palvelun logo

VTT Technical Research Centre of Finland Ltd

Rainio Kari

Papakonstantinou Nikolaos

Honkamaa Petri

Publication type

Publication format

Article

Parent publication type

Journal

Article type

Original article

Audience

Scientific

Peer-reviewed

Peer-Reviewed

MINEDU's publication type classification code

A1 Journal article (refereed), original research

Publication channel information

Publisher

Elsevier

Volume

27

Article number

100282

​Publication forum

86283

​Publication forum level

1

Open access

Open access in the publisher’s service

Yes

Open access of publication channel

Partially open publication channel

Self-archived

Yes

Other information

Fields of science

Electronic, automation and communications engineering, electronics; Materials engineering

Identified topic

[object Object]

Internationality of the publisher

International

Language

English

International co-publication

Yes

Co-publication with a company

No

DOI

10.1016/j.jii.2021.100282

The publication is included in the Ministry of Education and Culture’s Publication data collection

Yes