Finite element modelling of temperature in cylindrical grinding for future integration in a digital twin

Arttu Heininen; Romaric Prod'Hon; Hossein Mokhtarian; Eric Coatanéa; Kari Koskinen

doi:10.1016/j.procir.2021.11.147

Finite element modelling of temperature in cylindrical grinding for future integration in a digital twin

Arttu Heininen, Romaric Prod'Hon, Hossein Mokhtarian, Eric Coatanéa, Kari Koskinen

Automation Technology and Mechanical Engineering

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

3 Citations (Scopus)

20 Downloads (Pure)

Abstract

This paper focuses on finite element modelling of temperature field in cylindrical grinding. The developed model is validated against two established and validated thermal models in cylindrical grinding. The models' results are compared in terms of suitability for a digital twin application. The computation time requirement for a real-time temperature estimator in grinding digital twin is defined. The FEM model offers the most fidelity, but computational demands prevent its use in a digital twin. Therefore, the need for coupling the FEM model with an AI-based approaches for future work is highlighted to achieve temperature estimation within the wheel contact time.

Original language	English
Title of host publication	Procedia CIRP
Subtitle of host publication	54th CIRP CMS 2021 - Towards Digitalized Manufacturing 4.0
Editors	Dimitris Mourtzis
Publisher	Elsevier
Pages	875-880
Number of pages	6
DOIs	https://doi.org/10.1016/j.procir.2021.11.147
Publication status	Published - 2021
Publication type	A4 Article in conference proceedings
Event	CIRP Conference on Manufacturing Systems - Patras, Greece Duration: 22 Sept 2021 → 24 Sept 2021

Publication series

Name	Procedia CIRP
Publisher	Elsevier
Volume	104
ISSN (Electronic)	2212-8271

Conference

Conference	CIRP Conference on Manufacturing Systems
Country/Territory	Greece
City	Patras
Period	22/09/21 → 24/09/21

Keywords

Contact length
Digital twin
Finite element method
Grinding

Publication forum classification

Publication forum level 1

ASJC Scopus subject areas

Control and Systems Engineering
Industrial and Manufacturing Engineering

Access to Document

10.1016/j.procir.2021.11.147Licence: CC BY-NC-ND

Finite element modelling of temperatureFinal published version, 1.06 MBLicence: CC BY-NC-ND

https://urn.fi/URN:NBN:fi:tuni-202201111234Licence: CC BY-NC-ND

Cite this

Heininen, A., Prod'Hon, R., Mokhtarian, H., Coatanéa, E., & Koskinen, K. (2021). Finite element modelling of temperature in cylindrical grinding for future integration in a digital twin. In D. Mourtzis (Ed.), Procedia CIRP: 54th CIRP CMS 2021 - Towards Digitalized Manufacturing 4.0 (pp. 875-880). (Procedia CIRP; Vol. 104). Elsevier. https://doi.org/10.1016/j.procir.2021.11.147

@inproceedings{937a7e6816614644acc6099477f612e3,

title = "Finite element modelling of temperature in cylindrical grinding for future integration in a digital twin",

abstract = "This paper focuses on finite element modelling of temperature field in cylindrical grinding. The developed model is validated against two established and validated thermal models in cylindrical grinding. The models' results are compared in terms of suitability for a digital twin application. The computation time requirement for a real-time temperature estimator in grinding digital twin is defined. The FEM model offers the most fidelity, but computational demands prevent its use in a digital twin. Therefore, the need for coupling the FEM model with an AI-based approaches for future work is highlighted to achieve temperature estimation within the wheel contact time.",

keywords = "Contact length, Digital twin, Finite element method, Grinding",

author = "Arttu Heininen and Romaric Prod'Hon and Hossein Mokhtarian and Eric Coatan{\'e}a and Kari Koskinen",

year = "2021",

doi = "10.1016/j.procir.2021.11.147",

language = "English",

series = "Procedia CIRP",

publisher = "Elsevier",

pages = "875--880",

editor = "Dimitris Mourtzis",

booktitle = "Procedia CIRP",

address = "Netherlands",

}

Heininen, A, Prod'Hon, R, Mokhtarian, H , Coatanéa, E & Koskinen, K 2021, Finite element modelling of temperature in cylindrical grinding for future integration in a digital twin. in D Mourtzis (ed.), Procedia CIRP: 54th CIRP CMS 2021 - Towards Digitalized Manufacturing 4.0. Procedia CIRP, vol. 104, Elsevier, pp. 875-880, CIRP Conference on Manufacturing Systems, Patras, Greece, 22/09/21. https://doi.org/10.1016/j.procir.2021.11.147

Finite element modelling of temperature in cylindrical grinding for future integration in a digital twin. / Heininen, Arttu; Prod'Hon, Romaric; Mokhtarian, Hossein et al.
Procedia CIRP: 54th CIRP CMS 2021 - Towards Digitalized Manufacturing 4.0. ed. / Dimitris Mourtzis. Elsevier, 2021. p. 875-880 (Procedia CIRP; Vol. 104).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

TY - GEN

T1 - Finite element modelling of temperature in cylindrical grinding for future integration in a digital twin

AU - Heininen, Arttu

AU - Prod'Hon, Romaric

AU - Mokhtarian, Hossein

AU - Coatanéa, Eric

AU - Koskinen, Kari

PY - 2021

Y1 - 2021

N2 - This paper focuses on finite element modelling of temperature field in cylindrical grinding. The developed model is validated against two established and validated thermal models in cylindrical grinding. The models' results are compared in terms of suitability for a digital twin application. The computation time requirement for a real-time temperature estimator in grinding digital twin is defined. The FEM model offers the most fidelity, but computational demands prevent its use in a digital twin. Therefore, the need for coupling the FEM model with an AI-based approaches for future work is highlighted to achieve temperature estimation within the wheel contact time.

AB - This paper focuses on finite element modelling of temperature field in cylindrical grinding. The developed model is validated against two established and validated thermal models in cylindrical grinding. The models' results are compared in terms of suitability for a digital twin application. The computation time requirement for a real-time temperature estimator in grinding digital twin is defined. The FEM model offers the most fidelity, but computational demands prevent its use in a digital twin. Therefore, the need for coupling the FEM model with an AI-based approaches for future work is highlighted to achieve temperature estimation within the wheel contact time.

KW - Contact length

KW - Digital twin

KW - Finite element method

KW - Grinding

U2 - 10.1016/j.procir.2021.11.147

DO - 10.1016/j.procir.2021.11.147

M3 - Conference contribution

AN - SCOPUS:85121657584

T3 - Procedia CIRP

SP - 875

EP - 880

BT - Procedia CIRP

A2 - Mourtzis, Dimitris

PB - Elsevier

T2 - CIRP Conference on Manufacturing Systems

Y2 - 22 September 2021 through 24 September 2021

ER -

Finite element modelling of temperature in cylindrical grinding for future integration in a digital twin

Abstract

Publication series

Conference

Keywords

Publication forum classification

ASJC Scopus subject areas

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Cite this