Digital Twin;
Modular Platform Development;
Modular Digital Twin Platform;
Data-Driven Design;
PRODUCT ARCHITECTURE;
FRAMEWORK;
SYSTEM;
D O I:
10.1016/j.compind.2022.103813
中图分类号:
TP39 [计算机的应用];
学科分类号:
081203 ;
0835 ;
摘要:
The industrial need to predict the behaviour of radically new products brings renewed interest in how to set up and make use of physical prototypes and testing. However, conducting physical testing of a large number of radical concepts is still a costly approach. This paper proposes an approach to actively use digital twins in the early phases where the design can be largely changed. The approach is based on creating a set of digital twin modules that can be reused and recomposed to create digital twin variants. However, this paper considers that developing a digital twin can be very costly. Therefore, the approach focuses on supporting the decisions about the optimal mix of modules, and about whether a new digital twin module should be developed.The approach is applied to an industrial case derived from the collaboration with two space manufacturers. The results highlight how the design of the modular platform has an impact on the cost of the digital twin, if commonality and reusability aspects are considered. These results point at the cost-efficiency of applying a modular approach to digital twin creation, as a means to reuse the results from physical testing to validate new designs and their ranges of validity
机构:
Virginia Tech, Data Sci & Visualizat Lab, Dept Ind & Syst Engn, Blacksburg, VA 24060 USAVirginia Tech, Data Sci & Visualizat Lab, Dept Ind & Syst Engn, Blacksburg, VA 24060 USA
Kang, SungKu
Deng, Xinwei
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机构:
Virginia Tech, Dept Stat, Blacksburg, VA 24060 USAVirginia Tech, Data Sci & Visualizat Lab, Dept Ind & Syst Engn, Blacksburg, VA 24060 USA
Deng, Xinwei
Jin, Ran
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机构:
Virginia Tech, Data Sci & Visualizat Lab, Dept Ind & Syst Engn, Blacksburg, VA 24060 USAVirginia Tech, Data Sci & Visualizat Lab, Dept Ind & Syst Engn, Blacksburg, VA 24060 USA
机构:
Univ Tokyo, Dept Mech Engn, Tokyo 1130033, Japan
Univ Manchester, Dept Elect & Elect Engn, Manchester M13 9PL, Lancs, EnglandUniv Tokyo, Dept Mech Engn, Tokyo 1130033, Japan
Marinho, Murilo Marques
Quiroz-Omana, Juan Jose
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机构:
Univ Tokyo, Grad Sch Med, Tokyo 1130033, Japan
Univ Tokyo, Grad Sch Engn, Tokyo 1130033, JapanUniv Tokyo, Dept Mech Engn, Tokyo 1130033, Japan
Quiroz-Omana, Juan Jose
Harada, Kanako
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机构:
Univ Tokyo, Grad Sch Med, Tokyo 1130033, Japan
Univ Tokyo, Grad Sch Engn, Tokyo 1130033, JapanUniv Tokyo, Dept Mech Engn, Tokyo 1130033, Japan
机构:
Comis Nacl Energia Atom, Med Phys Div, Av Pro Gonzalez & Aragon 15,B1802AYA, Ezeiza, Buenos Aires, ArgentinaComis Nacl Energia Atom, Med Phys Div, Av Pro Gonzalez & Aragon 15,B1802AYA, Ezeiza, Buenos Aires, Argentina
Pirchio, Rosana
Nicolas Perez, Gonzalo
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机构:
Comis Nacl Energia Atom, Med Phys Div, Av Pro Gonzalez & Aragon 15,B1802AYA, Ezeiza, Buenos Aires, ArgentinaComis Nacl Energia Atom, Med Phys Div, Av Pro Gonzalez & Aragon 15,B1802AYA, Ezeiza, Buenos Aires, Argentina
Nicolas Perez, Gonzalo
Scinardo Ratto, Santiago
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机构:
Comis Nacl Energia Atom, Med Phys Div, Av Pro Gonzalez & Aragon 15,B1802AYA, Ezeiza, Buenos Aires, ArgentinaComis Nacl Energia Atom, Med Phys Div, Av Pro Gonzalez & Aragon 15,B1802AYA, Ezeiza, Buenos Aires, Argentina
Scinardo Ratto, Santiago
Maria Stefanic, Amalia
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机构:
Comis Nacl Energia Atom, Med Phys Div, Av Pro Gonzalez & Aragon 15,B1802AYA, Ezeiza, Buenos Aires, ArgentinaComis Nacl Energia Atom, Med Phys Div, Av Pro Gonzalez & Aragon 15,B1802AYA, Ezeiza, Buenos Aires, Argentina