An interactive learning approach on digital twin for deriving the controller logic in IEC 61499 standard

Midhun Xavier; Victor Dubinin; Sandeep Patil; Valeriy Vyatkin

doi:10.1109/ETFA52439.2022.9921602

An interactive learning approach on digital twin for deriving the controller logic in IEC 61499 standard

Midhun Xavier^*, Victor Dubinin, Sandeep Patil, Valeriy Vyatkin

^*Tämän työn vastaava kirjoittaja

Luleå University of Technology

Tutkimustuotos: Artikkeli kirjassa/konferenssijulkaisussa › Conference article in proceedings › Scientific › vertaisarvioitu

4 Sitaatiot (Scopus)

Abstrakti

In this paper, we describe a method to automatically derive the controller for an automated process by an interactive learning approach using a simulation model developed in Visual Components 3D simulation software. The latter is used to record the events of the processes and the controller is generated as an IEC 61499 function block. To create different process scenarios, the actuator signals are triggered manually in appropriate order. The controller logic in Petri net is derived by process discovery algorithms with help of recorded events and conversion of Petri net to IEC 61499 function blocks is done by a software tool configured with a set of transformation rules.

Alkuperäiskieli	Englanti
Otsikko	2022 IEEE 27th International Conference on Emerging Technologies and Factory Automation, ETFA 2022
Kustantaja	IEEE
Sivumäärä	7
ISBN (elektroninen)	978-1-6654-9996-5
DOI - pysyväislinkit	https://doi.org/10.1109/ETFA52439.2022.9921602
Tila	Julkaistu - 2022
OKM-julkaisutyyppi	A4 Artikkeli konferenssijulkaisussa
Tapahtuma	IEEE International Conference on Emerging Technologies and Factory Automation - Stuttgart, Saksa Kesto: 6 syysk. 2022 → 9 syysk. 2022 Konferenssinumero: 27

Conference

Conference	IEEE International Conference on Emerging Technologies and Factory Automation
Lyhennettä	EFTA
Maa/Alue	Saksa
Kaupunki	Stuttgart
Ajanjakso	06/09/2022 → 09/09/2022

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10.1109/ETFA52439.2022.9921602

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@inproceedings{3e7469fa30dd4dbfa338cb695eefbdea,

title = "An interactive learning approach on digital twin for deriving the controller logic in IEC 61499 standard",

abstract = "In this paper, we describe a method to automatically derive the controller for an automated process by an interactive learning approach using a simulation model developed in Visual Components 3D simulation software. The latter is used to record the events of the processes and the controller is generated as an IEC 61499 function block. To create different process scenarios, the actuator signals are triggered manually in appropriate order. The controller logic in Petri net is derived by process discovery algorithms with help of recorded events and conversion of Petri net to IEC 61499 function blocks is done by a software tool configured with a set of transformation rules.",

keywords = "cyber-physical automation systems, IEC 61499, Process discovery, Visual Components",

author = "Midhun Xavier and Victor Dubinin and Sandeep Patil and Valeriy Vyatkin",

note = "Funding Information: This work was sponsored, in part, by the H2020 project 1-SWARM co-funded by the European Commission (grant agreement: 871743). We are also thankful to Visual Com-ponenets (https://www.visualcomponents.com/) for providing with licenses for the 3D simulation tool. Publisher Copyright: {\textcopyright} 2022 IEEE. | openaire: EC/H2020/871743/EU//1-SWARM; IEEE International Conference on Emerging Technologies and Factory Automation, EFTA ; Conference date: 06-09-2022 Through 09-09-2022",

year = "2022",

doi = "10.1109/ETFA52439.2022.9921602",

language = "English",

booktitle = "2022 IEEE 27th International Conference on Emerging Technologies and Factory Automation, ETFA 2022",

publisher = "IEEE",

address = "United States",

}

Xavier, M, Dubinin, V, Patil, S & Vyatkin, V 2022, An interactive learning approach on digital twin for deriving the controller logic in IEC 61499 standard. julkaisussa 2022 IEEE 27th International Conference on Emerging Technologies and Factory Automation, ETFA 2022. IEEE, IEEE International Conference on Emerging Technologies and Factory Automation, Stuttgart, Baden-Württemberg, Saksa, 06/09/2022. https://doi.org/10.1109/ETFA52439.2022.9921602

An interactive learning approach on digital twin for deriving the controller logic in IEC 61499 standard. / Xavier, Midhun; Dubinin, Victor; Patil, Sandeep et al.
2022 IEEE 27th International Conference on Emerging Technologies and Factory Automation, ETFA 2022. IEEE, 2022.

Tutkimustuotos: Artikkeli kirjassa/konferenssijulkaisussa › Conference article in proceedings › Scientific › vertaisarvioitu

TY - GEN

T1 - An interactive learning approach on digital twin for deriving the controller logic in IEC 61499 standard

AU - Xavier, Midhun

AU - Dubinin, Victor

AU - Patil, Sandeep

AU - Vyatkin, Valeriy

N1 - Conference code: 27

PY - 2022

Y1 - 2022

N2 - In this paper, we describe a method to automatically derive the controller for an automated process by an interactive learning approach using a simulation model developed in Visual Components 3D simulation software. The latter is used to record the events of the processes and the controller is generated as an IEC 61499 function block. To create different process scenarios, the actuator signals are triggered manually in appropriate order. The controller logic in Petri net is derived by process discovery algorithms with help of recorded events and conversion of Petri net to IEC 61499 function blocks is done by a software tool configured with a set of transformation rules.

AB - In this paper, we describe a method to automatically derive the controller for an automated process by an interactive learning approach using a simulation model developed in Visual Components 3D simulation software. The latter is used to record the events of the processes and the controller is generated as an IEC 61499 function block. To create different process scenarios, the actuator signals are triggered manually in appropriate order. The controller logic in Petri net is derived by process discovery algorithms with help of recorded events and conversion of Petri net to IEC 61499 function blocks is done by a software tool configured with a set of transformation rules.

KW - cyber-physical automation systems

KW - IEC 61499

KW - Process discovery

KW - Visual Components

UR - http://www.scopus.com/inward/record.url?scp=85141370199&partnerID=8YFLogxK

U2 - 10.1109/ETFA52439.2022.9921602

DO - 10.1109/ETFA52439.2022.9921602

M3 - Conference article in proceedings

AN - SCOPUS:85141370199

BT - 2022 IEEE 27th International Conference on Emerging Technologies and Factory Automation, ETFA 2022

PB - IEEE

T2 - IEEE International Conference on Emerging Technologies and Factory Automation

Y2 - 6 September 2022 through 9 September 2022

ER -

An interactive learning approach on digital twin for deriving the controller logic in IEC 61499 standard

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