• Complex
  • Title
  • Keyword
  • Abstract
  • Scholars
  • Journal
  • ISSN
  • Conference
搜索

Author:

Chen Wei (Chen Wei.) | Lin Chaoran (Lin Chaoran.) | Li Chuanyun (Li Chuanyun.) | Kong Lingkai (Kong Lingkai.) | Yang Zaoli (Yang Zaoli.)

Indexed by:

SSCI EI Scopus SCIE

Abstract:

3-D printing is an additive manufacturing process, which enables products to be custom designed. Obtaining the evolution trend and identifying the potential R&D hotspots of 3-D printing technology are important strategic issues for both nations and enterprises. In this article, a combination method is proposed using the Viterbi algorithm to identify technological terms in patents, using the latent Dirichlet allocation model to capture potential technological topics in patents, and using the hidden Markov model to analyze the distribution and evolution pattern of the technological topics. Based on the results, technological topics and future R&D hotspots in 3-D printing are identified. Among the technological topics, extrusion devices and laser powder molding are gradually losing R & D; model acquisition, extrusion devices, rotary printing, and denture are the key topics of technological evolution that are difficult to overcome; laser focusing, print head, color printing, recyclable, feeding, control panel, and denture will become the focus of R&D in the near future. Finally, a comparison and experiments are given to demonstrate the plausibility of our method.

Keyword:

Hidden Markov models Technological innovation topic model Research and development 3-D printing Latent dirichlet allocation (LDA) Patents Market research technology forecasting Three-dimensional printing patents analysis

Author Community:

  • [ 1 ] [Chen Wei]Harbin Engn Univ, Sch Econ & Management, Harbin 150001, Peoples R China
  • [ 2 ] [Lin Chaoran]Harbin Engn Univ, Sch Econ & Management, Harbin 150001, Peoples R China
  • [ 3 ] [Li Chuanyun]Harbin Engn Univ, Sch Econ & Management, Harbin 150001, Peoples R China
  • [ 4 ] [Kong Lingkai]Harbin Engn Univ, Sch Econ & Management, Harbin 150001, Peoples R China
  • [ 5 ] [Yang Zaoli]Beijing Univ Technol, Coll Econ & Management, Beijing 100124, Peoples R China

Reprint Author's Address:

Show more details

Related Keywords:

Related Article:

Source :

IEEE TRANSACTIONS ON ENGINEERING MANAGEMENT

ISSN: 0018-9391

Year: 2022

Issue: 4

Volume: 69

Page: 1135-1145

5 . 8

JCR@2022

5 . 8 0 0

JCR@2022

ESI Discipline: ECONOMICS & BUSINESS;

ESI HC Threshold:44

JCR Journal Grade:2

CAS Journal Grade:3

Cited Count:

WoS CC Cited Count: 27

SCOPUS Cited Count: 21

ESI Highly Cited Papers on the List: 3 Unfold All

  • 2023-3
  • 2023-1
  • 2022-11

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 10

Affiliated Colleges:

Online/Total:581/10713744
Address:BJUT Library(100 Pingleyuan,Chaoyang District,Beijing 100124, China Post Code:100124) Contact Us:010-67392185
Copyright:BJUT Library Technical Support:Beijing Aegean Software Co., Ltd.