Process Knowledge Recommendation System for Mechanical Product Design

被引:3
作者
Wu, Zhenyong [1 ]
Li, Lu [2 ]
Liu, Haotian [3 ]
机构
[1] Guangxi Univ, Sch Mech Engn, Nanning 530004, Peoples R China
[2] Neusoft Corp, Shenyang 110179, Peoples R China
[3] Cross Technol Co Ltd, CSIC, Yichang 443000, Peoples R China
关键词
Product development; Knowledge acquisition; Databases; Machining; Mechanical products; process knowledge; knowledge sharing; knowledge recommendation; knowledge-based service system; MANAGEMENT; FRAMEWORK; REPRESENTATION;
D O I
10.1109/ACCESS.2020.3002922
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
To solve the problems of high time cost caused by the low efficiency of knowledge acquisition, this paper proposes a knowledge service framework based on case set. Three knowledge retrieval methods are designed based on parts keywords, customer orders and manufacturing processes. Additionally, a VSM-based(vetor space model) knowledge recommender method is proposed by using similarity matching algorithm to improve the efficiency of knowledge acquisition and transfer. Finally, application scenarios and evaluation of the proposed approach in a mechanical product design project are given to illustrate the application effect of knowledge service system.
引用
收藏
页码:112795 / 112804
页数:10
相关论文
共 39 条
  • [1] Knowledge sharing and cooperation in outsourcing projects - A game theoretic analysis
    Bandyopadhyay, Subhajyoti
    Pathak, Praveen
    [J]. DECISION SUPPORT SYSTEMS, 2007, 43 (02) : 349 - 358
  • [2] Knowledge-Based Recommendation Systems: A Survey
    Bouraga, Sarah
    Jureta, Ivan
    Faulkner, Stephane
    Herssens, Caroline
    [J]. INTERNATIONAL JOURNAL OF INTELLIGENT INFORMATION TECHNOLOGIES, 2014, 10 (02) : 1 - 19
  • [3] A methodology to facilitate knowledge sharing in the new product development process
    Bradfield, D. J.
    Gao, J. X.
    [J]. INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2007, 45 (07) : 1489 - 1504
  • [4] The evolution, challenges, and future of knowledge representation in product design systems
    Chandrasegaran, Senthil K.
    Ramani, Karthik
    Sriram, Ram D.
    Horvath, Imre
    Bernard, Alain
    Harik, Ramy F.
    Gao, Wei
    [J]. COMPUTER-AIDED DESIGN, 2013, 45 (02) : 204 - 228
  • [5] Knowledge integration and sharing for collaborative molding product design and process development
    Chen, Yuh-Jen
    [J]. COMPUTERS IN INDUSTRY, 2010, 61 (07) : 659 - 675
  • [6] Product design and manufacturing process based ontology for manufacturing knowledge reuse
    Chhim, Peter
    Chinnam, Ratna Babu
    Sadawi, Noureddin
    [J]. JOURNAL OF INTELLIGENT MANUFACTURING, 2019, 30 (02) : 905 - 916
  • [7] Chirumalla K., 2012, CIRP IPS2 Conference, P109
  • [8] A hybrid online-product recommendation system: Combining implicit rating-based collaborative filtering and sequential pattern analysis
    Choi, Keunho
    Yoo, Donghee
    Kim, Gunwoo
    Suh, Yongmoo
    [J]. ELECTRONIC COMMERCE RESEARCH AND APPLICATIONS, 2012, 11 (04) : 309 - 317
  • [9] A model-driven ontology approach for manufacturing system interoperability and knowledge sharing
    Chungoora, Nitishal
    Young, Robert I.
    Gunendran, George
    Palmer, Claire
    Usman, Zahid
    Anjum, Najam A.
    Cutting-Decelle, Anne-Francoise
    Harding, Jennifer A.
    Case, Keith
    [J]. COMPUTERS IN INDUSTRY, 2013, 64 (04) : 392 - 401
  • [10] A new paradigm for virtual knowledge sharing in product development based on emergent social software platforms
    Evans, Richard David
    Gao, James Xiaoyu
    Martin, Nick
    Simmonds, Clive
    [J]. PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART B-JOURNAL OF ENGINEERING MANUFACTURE, 2018, 232 (13) : 2297 - 2308