An active preventive maintenance approach of complex equipment based on a novel product-service system operation mode. (20th December 2020)

• Record Type: Journal Article
• Authors: Wang, Ning; Ren, Shan; Liu, Yang; Yang, Miying; Wang, Jin; Huisingh, Donald
• Is Part Of: Journal of cleaner production. Volume 277(2020)
• Publication Date: 2020-12-20
• Subjects: Product-service system -- Ethical -- Sustainable -- Preventive maintenance -- Sharing -- Remaining effective life; Factory and trade waste -- Management -- Periodicals; Manufactures -- Environmental aspects -- Periodicals; Déchets industriels -- Gestion -- Périodiques; Usines -- Aspect de l'environnement -- Périodiques; 628.5
• DOI: 10.1016/j.jclepro.2020.123365
• Languages: English
• ISSNs: 0959-6526

Abstract

Abstract: The product-service system (PSS) business model has received increasing attention in equipment maintenance studies, as it has the potential to provide high value-added services for equipment users and construct ethical principles for equipment providers to support the implementation of circular economy. However, the PSS providers in equipment industry are facing many challenges when implementing Industry 4.0 technologies. One important challenge is how to fully collect and analyse the operational data of different equipment and diverse users in widely varied conditions to make the PSS providers create innovative equipment management services for their customers. To address this challenge, an active preventive maintenance approach for complex equipment is proposed. Firstly, a novel PSS operation mode was developed, where complex equipment is offered as a part of PSS and under exclusive control by the providers. Then, a solution of equipment preventive maintenance based on the operation mode was designed. A deep neural network was trained to predict the remaining effective life of the key components and thereby, it can pre-emptively assess the health status of equipment. Finally, a real-world industrial case of a leading CNC machine provider was developed to illustrate the feasibility and effectiveness of the proposed approach. Higher accuracy for predicting the remaining effective life was achieved, which resulted in predictive identification of the fault features, proactive implementation of the preventive maintenance, and reduction of the PSS providers' maintenance costs and resource consumption. Consequently, the result shows that it can help PSS providers move towards more ethical and sustainable directions. Graphical abstract: Image 1 Highlights: A novel PSS-based operation mode for equipment sharing was outlined. An active preventive maintenance approach based on PSS was proposed. The feasibility of the proposed method was verified in a case study. The advantages of the proposed method were discussed and summarized.