Knowledge-based expert system in manufacturing planning: state-of-the-art review

被引:86
作者
Kumar, S. P. Leo [1 ]
机构
[1] PSG Coll Technol, Dept Prod Engn, Coimbatore, Tamil Nadu, India
关键词
CAPP; artificial intelligence; manufacturing; knowledge-based system; expert system; DECISION-SUPPORT-SYSTEM; CAPP SYSTEM; MOLD DESIGN; SELECTION; INJECTION; TOOL; INTEGRATION; MACHINE; OPERATIONS; MODEL;
D O I
10.1080/00207543.2018.1424372
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
In this paper, an effort has been made for intense review on Knowledge-Based Expert System (KB-ES) applications in manufacturing planning. Uniqueness of the present review work is addressed in terms of analysis on published review articles and their review gap. Research works exemplified between 1981 and 2016 were reviewed in terms of ES application in handling product variety, execution of process planning activities, machining, tool selection, tool design, welding, advanced manufacturing, product development. A statistical analysis was carried out in relation with number of publications, domain-specific area and their percentage contribution. It was inferred that, most of the work focused on ES applications related to tool design and machining apart from execution of various process planning activities. Future research can focus on the development frame-based, object oriented-based, ontology-based knowledge representation in order to develop robust system in decision-making for handling complex engineering problem. ES applications can be extended to field of micro fabrication, machine tool development and integrated system development from design to manufacturing.
引用
收藏
页码:4766 / 4790
页数:25
相关论文
共 154 条
[41]   A review of conventional and knowledge based systems for machining price quotation [J].
Garcia-Crespo, Angel ;
Ruiz-Mezcua, Belen ;
Luis Lopez-Cuadrado, Jose ;
Gonzalez-Carrasco, Israel .
JOURNAL OF INTELLIGENT MANUFACTURING, 2011, 22 (06) :823-841
[42]   Sheet metal cutting and piercing operations planning and tools configuration by an expert system [J].
Giannakakis, T. ;
Vosniakos, G. C. .
INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2008, 36 (7-8) :658-670
[43]  
Giusti F., 1989, CIRP ANN-MANUF TECHN, V38/, P481, DOI [10.1016/s0007-8506(07)62750-4, DOI 10.1016/S0007-8506(07)62750-4]
[44]   A decision support methodology for embodiment design and process chain selection for hybrid manufacturing platforms [J].
Gleadall, Andrew ;
Vladov, Nikola ;
Segal, Joel ;
Ratchev, Svetan ;
Plasch, Matthias ;
Kimmig, Daniel ;
Dickerhof, Markus .
INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2016, 87 (1-4) :553-569
[45]  
Groover MP., 2010, Fundamentals of modern manufacturing: materials processes, and systems
[46]   A KNOWLEDGE-BASED INSPECTION PROCESS PLANNING SYSTEM FOR COORDINATE MEASURING MACHINES [J].
GU, P .
JOURNAL OF INTELLIGENT MANUFACTURING, 1994, 5 (05) :351-363
[47]   Development of an integrated model for process planning and parameter selection for machining processes [J].
Gupta, D. P. ;
Gopalakrishnan, B. ;
Chaudhari, S. A. ;
Jalali, S. .
INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2011, 49 (21) :6301-6319
[48]   AN EXPERT SYSTEM APPROACH IN PROCESS PLANNING - CURRENT DEVELOPMENT AND ITS FUTURE [J].
GUPTA, T .
COMPUTERS & INDUSTRIAL ENGINEERING, 1990, 18 (01) :69-80
[49]   A SURVEY OF EXPERT SYSTEMS IN MANUFACTURING AND PROCESS PLANNING [J].
GUPTA, T ;
GHOSH, BK .
COMPUTERS IN INDUSTRY, 1989, 11 (02) :195-204
[50]  
Ham I., 1988, CIRP ANN-MANUF TECHN, V37, P591