Integrating crowd-/service-sourcing into digital twin for advanced manufacturing service innovation

被引:34
作者
Niu, Xiaojing [1 ]
Qin, Shengfeng [1 ]
机构
[1] Northumbria Univ, Sch Design, Newcastle Upon Tyne NE1 8ST, Tyne & Wear, England
基金
英国工程与自然科学研究理事会;
关键词
Digital twin; Digital thread; Internet of Beings (IoB); Service crowdsourcing; Smart product-service ecosystem; System intelligence; INDUSTRY; 4.0; SYSTEMS; DESIGN; SERVITIZATION; MANAGEMENT; SHADOW;
D O I
10.1016/j.aei.2021.101422
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In order to support advanced collaborations among smart products, services, users and service providers in a smart product and service ecosystem (S-PSS), this paper proposed a service-oriented hybrid digital twin (DT) and digital thread platform-based approach with embedded crowd-/service-sourcing mechanism for enabling advanced manufacturing services. This approach is well supported by the ecosystem interaction intelligence of digitally connected products, services, users, and service providers via Internet of Beings (IoB) (Things, Users and Service providers). First, driven by industrial application needs in heating industry, a conceptual model of the service-oriented hybrid platform integrated with crowdsourcing mechanism is developed, which supports the concepts of product DT, service DT and human user DT. Second, the key system realization techniques are developed to integrate service crowdsourcing and service recommendation for realizing smart services. Finally, a case study is carried out for evaluating and confirming its feasibility.
引用
收藏
页数:14
相关论文
共 56 条
[1]   Digital Twin as a Service (DTaaS) in Industry 4.0: An Architecture Reference Model [J].
Aheleroff, Shohin ;
Xu, Xun ;
Zhong, Ray Y. ;
Lu, Yuqian .
ADVANCED ENGINEERING INFORMATICS, 2021, 47
[2]   The use of Digital Twin for predictive maintenance in manufacturing [J].
Aivaliotis, P. ;
Georgoulias, K. ;
Chryssolouris, G. .
INTERNATIONAL JOURNAL OF COMPUTER INTEGRATED MANUFACTURING, 2019, 32 (11) :1067-1080
[3]   Platform-based collaboration in digital ecosystems [J].
Aulkemeier, Fabian ;
Iacob, Maria-Eugenia ;
van Hillegersberg, Jos .
ELECTRONIC MARKETS, 2019, 29 (04) :597-608
[4]   Framing the servitization transformation process: A model to understand and facilitate the servitization journey [J].
Baines, Tim ;
Bigdeli, Ali Ziaee ;
Sousa, Rui ;
Schroeder, Andreas .
INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, 2020, 221 (221)
[5]   Crowdsourcing New Product Ideas over Time: An Analysis of the Dell IdeaStorm Community [J].
Bayus, Barry L. .
MANAGEMENT SCIENCE, 2013, 59 (01) :226-244
[6]   How to Manage Crowdsourcing Platforms Effectively? [J].
Blohm, Ivo ;
Zogaj, Shkodran ;
Bretschneider, Ulrich ;
Leimeister, Jan Marco .
CALIFORNIA MANAGEMENT REVIEW, 2018, 60 (02) :122-149
[7]   A conceptual architecture and model for smart manufacturing relying on service-based digital twins [J].
Catarci, Tiziana ;
Firmani, Donatella ;
Leotta, Francesco ;
Mandreoli, Federica ;
Mecella, Massimo ;
Sapio, Francesco .
2019 IEEE INTERNATIONAL CONFERENCE ON WEB SERVICES (IEEE ICWS 2019), 2019, :229-236
[8]   Adopting a platform approach in servitization: Leveraging the value of digitalization [J].
Cenamor, J. ;
Sjodin, D. Ronnberg ;
Parida, V. .
INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, 2017, 192 :54-65
[9]   Smart Appliances and RAMI 4.0: Management and Servitization of Ice Cream Machines [J].
Corradi, Antonio ;
Foschini, Luca ;
Giannelli, Carlo ;
Lazzarini, Roberto ;
Stefanelli, Cesare ;
Tortonesi, Mauro ;
Virgilli, Giovanni .
IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2019, 15 (02) :1007-1016
[10]  
Cui Lixin, 2020, J IND COLLAB, V2, P22, DOI [10.1108/JIUC-12-2019-0018, DOI 10.1108/JIUC-12-2019-0018]