Data Mining in Product Service Systems Design: Literature Review and Research Questions

被引:10
|
作者
Bertoni, Alessandro [1 ]
Larsson, Tobias [1 ]
机构
[1] Blekinge Inst Technol, Campus Grasvik, S-37179 Karlskrona, Sweden
关键词
Product service systems design; data mining; research questions; literature review; INFORMATION;
D O I
10.1016/j.procir.2017.03.131
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The paper presents a literature review about data mining applications in Product/Service-Systems (PSS) design. A systematic literature review, combined with snowballing techniques, has been run to identify relevant contributions in the area. The analysis has focused on the categorization of the contributions according to their impact on the PSS design process and according to their theoretical or empirical nature. A picture of the different research achievements for each stage of the PSS design process have been drawn, identifying the research gaps in respect to the challenges of PSS design. Based on the analysis the paper proposes a set of research questions for each PSS design stage with the intent of facilitating the application of data mining techniques in PSS design, and ultimately push forward the state of the art. (C) 2017 The Authors. Published by Elsevier B.V.
引用
收藏
页码:306 / 311
页数:6
相关论文
共 50 条
  • [41] Product-Service Systems (PSS) business models and tactics - a systematic literature review
    Reim, Wiebke
    Parida, Vinit
    Ortqvist, Daniel
    JOURNAL OF CLEANER PRODUCTION, 2015, 97 : 61 - 75
  • [42] Smart Product-Service Systems (Smart PSS) in Industrial Firms: A Literature Review
    Chowdhury, Soumitra
    Haftor, Darek
    Pashkevich, Natallia
    10TH CIRP CONFERENCE ON INDUSTRIAL PRODUCT-SERVICE SYSTEMS, IPS2 2018, 2018, 73 : 26 - 31
  • [43] PREDICTING EMERGING PRODUCT DESIGN TREND BY MINING PUBLICLY AVAILABLE CUSTOMER REVIEW DATA
    Tucker, Conrad
    Kim, Harrison M.
    PROCEEDINGS OF THE 18TH INTERNATIONAL CONFERENCE ON ENGINEERING DESIGN (ICED 11): IMPACTING SOCIETY THROUGH ENGINEERING DESIGN, VOL 6: DESIGN INFORMATION AND KNOWLEDGE, 2011, 6 : 43 - 52
  • [44] Literature Review and Research Design for Systems Integration: Case Study in Defense Systems
    Tetlie, Gaute
    Muller, Gerrit
    Kokkula, Satyanarayana
    PROCEEDINGS OF THE 2023 CONFERENCE ON SYSTEMS ENGINEERING RESEARCH, CSER 2023, 2024, : 691 - 705
  • [45] Research on Proactive Knowledge Service for Product Design
    Wang, Youyuan
    Liu, Shuying
    Xie, Fengjun
    2009 IEEE 16TH INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING AND ENGINEERING MANAGEMENT, VOLS 1 AND 2, PROCEEDINGS, 2009, : 1004 - +
  • [46] Research Review of Design Pattern Mining
    Zhang, Hao
    Liu, Jianbin
    PROCEEDINGS OF 2020 IEEE 11TH INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING AND SERVICE SCIENCE (ICSESS 2020), 2020, : 339 - 342
  • [47] Design of experiments in the service industry: a critical literature review and future research directions
    Antony, Jiju
    Viles, Elisabeth
    Torres, Alexandre Fonseca
    de Paula, Taynara Incerti
    Fernandes, Marcelo Machado
    Cudney, Elizabeth A.
    TQM JOURNAL, 2020, 32 (06): : 1159 - 1175
  • [48] Mining Product Relationships for Recommendation Based on Cloud Service Data
    Jiang, Yuanchun
    Ji, Cuicui
    Qian, Yang
    Liu, Yezheng
    BUSINESS PROCESS MANAGEMENT WORKSHOPS, BPM 2018 INTERNATIONAL WORKSHOPS, 2019, 342 : 374 - 386
  • [49] Evolutionary design method from product to product service systems
    Jiang S.
    Feng D.
    Lu C.
    Li J.
    Chai H.
    Feng, Di (248808701@qq.com), 2018, CIMS (24): : 731 - 740
  • [50] Process Mining and Data Warehousing - A Literature Review
    Krizanic, Snjezana
    Rabuzin, Kornelije
    CENTRAL EUROPEAN CONFERENCE ON INFORMATION AND INTELLIGENT SYSTEMS (CECIIS 2020), 2020, : 33 - 39