Methodology for enabling Digital Twin using advanced physics-based modelling in predictive maintenance

被引:137
作者
Aivaliotis, P. [1 ]
Georgoulias, K. [1 ]
Arkouli, Z. [1 ]
Makris, S. [1 ]
机构
[1] Univ Patras, Lab Mfg Syst & Automat, Rion 26504, Greece
来源
52ND CIRP CONFERENCE ON MANUFACTURING SYSTEMS (CMS) | 2019年 / 81卷
基金
欧盟地平线“2020”;
关键词
Digital Twin; physics-based modelling; predictive maintenance;
D O I
10.1016/j.procir.2019.03.072
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper presents a methodology for advanced physics-based modeling aiming to enable the Digital Twin (DT) concept in predictive maintenance applications. The proposed methodology consists of two main pillars; Digital model creation and Digital Twin enabling. Following this procedure, which is analyzed in the paper, the user is able to define, create and utilize the digital model of a resource, as well as to enable the DT concept. A digital model of an industrial robot was created aiming to validate the proposed methodology which can be utilized potentially in predictive maintenance applications. (C) 2019 The Authors. Published by Elsevier Ltd.
引用
收藏
页码:417 / 422
页数:6
相关论文
共 22 条
[11]  
Luo JH, 2003, AUTOTESTCON 2003, PROCEEDINGS, P330
[12]  
Makris S, 2012, ADV DECIS SCI, V2012
[13]   Towards an extended model-based definition for the digital twin [J].
Miller A.M. ;
Alvarez R. ;
Hartman N. .
Miller, Alexander McDermott (mille649@purdue.edu), 2018, Bellwether Publishing, Ltd. (15) :880-891
[14]   A review of the roles of Digital Twin in CPS-based production systems [J].
Negri, Elisa ;
Fumagalli, Luca ;
Macchi, Marco .
27TH INTERNATIONAL CONFERENCE ON FLEXIBLE AUTOMATION AND INTELLIGENT MANUFACTURING, FAIM2017, 2017, 11 :939-948
[15]  
Oppelt M., 2014, IFAC Proc. Vol. (IFAC-Pap.), V47, P11635, DOI [10.3182/20140824-6-ZA-1003.01512, DOI 10.3182/20140824-6-ZA-1003.01512]
[16]   Digital Twin Data Modeling with AutomationML and a Communication Methodology for Data Exchange [J].
Schroeder, Greyce N. ;
Steinmetz, Charles ;
Pereira, Carlos E. ;
Espindola, Danubia B. .
IFAC PAPERSONLINE, 2016, 49 (30) :12-17
[17]  
Shafto M, 2010, DRAFT MODELING SIMUL, V11
[18]   Digital twin driven prognostics and health management for complex equipment [J].
Tao, Fei ;
Zhang, Meng ;
Liu, Yushan ;
Nee, A. Y. C. .
CIRP ANNALS-MANUFACTURING TECHNOLOGY, 2018, 67 (01) :169-172
[19]  
Tuegel E., 2012, 53 AIAA ASME ASCE AH, P1
[20]  
Tuegel EJ, 2011, INT J AEROSP ENG, V2011