An intelligent agent-based architecture for resilient digital twins in manufacturing

Vrabič, Rok (avtor), Erkoyuncu, John (avtor), Farsi, Maryam (avtor), Ariansyah, Dedy (avtor)

Digital twins (DTs) offer the potential for improved understanding of current and future manufacturing processes. This can only be achieved by DTs consistently and accurately representing the real processes. However, the robustness and resilience of the DT itself remain an issue. Accordingly, this paper offers an approach to deal with uncertainty and disruptions, as the DT detects these effectively and self-adapts as needed to maintain representativeness. The paper proposes an intelligent agent-based architecture to improve the robustness (including accuracy of representativeness) and resilience (including timely update) of the DT. The approach is demonstrated on a case of cryogenic secondary manufacturing.

• Jezik: Angleški jezik
• Ključne besede: manufacturing systems, digital twin, machine learning
• Vrsta gradiva: Članek v reviji
• Tipologija: 1.01 - Izvirni znanstveni članek
• Organizacija: FS - Fakulteta za strojništvo
• Status publikacije: Objavljeno
• Različica publikacije: Recenzirani rokopis
• Leto izida: 2021
• Št. strani: Str. 349-352
• Številčenje: Vol. 70, iss. 1
• PID: 20.500.12556/RUL-130813
• UDK: 658.5:004
• ISSN pri članku: 0007-8506
• DOI: 10.1016/j.cirp.2021.04.049
• COBISS.SI-ID: 76795907
• Datum objave v RUL: 17.09.2021

Gradivo je del revije

• Naslov: CIRP annals
• Skrajšan naslov: CIRP ann.
• Založnik: Technische Rundschau, Hallwag Verlag, Colibri, Elsevier
• ISSN: 0007-8506
• COBISS.SI-ID: 170267

Sekundarni jezik

• Jezik: Slovenski jezik
• Ključne besede: proizvodni sistemi, digitalni dvojčki, strojno učenje

Projekti

• Financer: Drugi - Drug financer ali več financerjev
• Program financ.: EPSRC
• Številka projekta: EP/R032718/1
• Naslov: DigiTOP

• Financer: ARRS - Agencija za raziskovalno dejavnost Republike Slovenije
• Številka projekta: P2-0270
• Naslov: Proizvodni sistemi, laserske tehnologije in spajanje materialov