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.
机构:
Purdue Univ, Sch Mech Engn, W Lafayette, IN 47907 USAPurdue Univ, Sch Mech Engn, W Lafayette, IN 47907 USA
Chandrasegaran, Senthil K.
Ramani, Karthik
论文数: 0引用数: 0
h-index: 0
机构:
Purdue Univ, Sch Mech Engn, W Lafayette, IN 47907 USA
Purdue Univ, Sch Elect Engn, W Lafayette, IN 47907 USAPurdue Univ, Sch Mech Engn, W Lafayette, IN 47907 USA
Ramani, Karthik
Sriram, Ram D.
论文数: 0引用数: 0
h-index: 0
机构:
NIST, Gaithersburg, MD 20899 USAPurdue Univ, Sch Mech Engn, W Lafayette, IN 47907 USA
Sriram, Ram D.
Horvath, Imre
论文数: 0引用数: 0
h-index: 0
机构:
Delft Univ Technol, Fac Ind Design Engn, NL-2628 CE Delft, NetherlandsPurdue Univ, Sch Mech Engn, W Lafayette, IN 47907 USA
Horvath, Imre
Bernard, Alain
论文数: 0引用数: 0
h-index: 0
机构:
Ecole Cent Nantes, F-44321 Nantes 03, FrancePurdue Univ, Sch Mech Engn, W Lafayette, IN 47907 USA
Bernard, Alain
Harik, Ramy F.
论文数: 0引用数: 0
h-index: 0
机构:
Lebanese Amer Univ, Dept Ind & Mech Engn, Byblos, LebanonPurdue Univ, Sch Mech Engn, W Lafayette, IN 47907 USA
Harik, Ramy F.
Gao, Wei
论文数: 0引用数: 0
h-index: 0
机构:
Purdue Univ, Sch Mech Engn, W Lafayette, IN 47907 USAPurdue Univ, Sch Mech Engn, W Lafayette, IN 47907 USA
机构:
Wayne State Univ, Dept Ind & Syst Engn, Detroit, MI 48202 USAWayne State Univ, Dept Ind & Syst Engn, Detroit, MI 48202 USA
Chhim, Peter
Chinnam, Ratna Babu
论文数: 0引用数: 0
h-index: 0
机构:
Wayne State Univ, Dept Ind & Syst Engn, Detroit, MI 48202 USAWayne State Univ, Dept Ind & Syst Engn, Detroit, MI 48202 USA
Chinnam, Ratna Babu
Sadawi, Noureddin
论文数: 0引用数: 0
h-index: 0
机构:
Imperial Coll London, Dept Surg & Canc, South Kensington Campus, London SW7 2AZ, EnglandWayne State Univ, Dept Ind & Syst Engn, Detroit, MI 48202 USA
机构:
CODATA France, F-75016 Paris, France
Univ Lille Nord de France, F-59000 Lille, France
Ecole Cent Lille, LM2O, F-59651 Villeneuve Dascq, FranceUniv Loughborough, Wolfson Sch Mech & Mfg Engn, Loughborough LE11 3TU, Leics, England
机构:
Purdue Univ, Sch Mech Engn, W Lafayette, IN 47907 USAPurdue Univ, Sch Mech Engn, W Lafayette, IN 47907 USA
Chandrasegaran, Senthil K.
Ramani, Karthik
论文数: 0引用数: 0
h-index: 0
机构:
Purdue Univ, Sch Mech Engn, W Lafayette, IN 47907 USA
Purdue Univ, Sch Elect Engn, W Lafayette, IN 47907 USAPurdue Univ, Sch Mech Engn, W Lafayette, IN 47907 USA
Ramani, Karthik
Sriram, Ram D.
论文数: 0引用数: 0
h-index: 0
机构:
NIST, Gaithersburg, MD 20899 USAPurdue Univ, Sch Mech Engn, W Lafayette, IN 47907 USA
Sriram, Ram D.
Horvath, Imre
论文数: 0引用数: 0
h-index: 0
机构:
Delft Univ Technol, Fac Ind Design Engn, NL-2628 CE Delft, NetherlandsPurdue Univ, Sch Mech Engn, W Lafayette, IN 47907 USA
Horvath, Imre
Bernard, Alain
论文数: 0引用数: 0
h-index: 0
机构:
Ecole Cent Nantes, F-44321 Nantes 03, FrancePurdue Univ, Sch Mech Engn, W Lafayette, IN 47907 USA
Bernard, Alain
Harik, Ramy F.
论文数: 0引用数: 0
h-index: 0
机构:
Lebanese Amer Univ, Dept Ind & Mech Engn, Byblos, LebanonPurdue Univ, Sch Mech Engn, W Lafayette, IN 47907 USA
Harik, Ramy F.
Gao, Wei
论文数: 0引用数: 0
h-index: 0
机构:
Purdue Univ, Sch Mech Engn, W Lafayette, IN 47907 USAPurdue Univ, Sch Mech Engn, W Lafayette, IN 47907 USA
机构:
Wayne State Univ, Dept Ind & Syst Engn, Detroit, MI 48202 USAWayne State Univ, Dept Ind & Syst Engn, Detroit, MI 48202 USA
Chhim, Peter
Chinnam, Ratna Babu
论文数: 0引用数: 0
h-index: 0
机构:
Wayne State Univ, Dept Ind & Syst Engn, Detroit, MI 48202 USAWayne State Univ, Dept Ind & Syst Engn, Detroit, MI 48202 USA
Chinnam, Ratna Babu
Sadawi, Noureddin
论文数: 0引用数: 0
h-index: 0
机构:
Imperial Coll London, Dept Surg & Canc, South Kensington Campus, London SW7 2AZ, EnglandWayne State Univ, Dept Ind & Syst Engn, Detroit, MI 48202 USA
机构:
CODATA France, F-75016 Paris, France
Univ Lille Nord de France, F-59000 Lille, France
Ecole Cent Lille, LM2O, F-59651 Villeneuve Dascq, FranceUniv Loughborough, Wolfson Sch Mech & Mfg Engn, Loughborough LE11 3TU, Leics, England