ART1 neural network for part machine grouping and cell formation : (Record no. 8075)

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005 - DATE AND TIME OF LATEST TRANSACTION
control field 20260817163248.0
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 140799s1998 th uzm rtt 00| a1eng d
035 ## - SYSTEM CONTROL NUMBER
System control number .b11754850
099 #9 - LOCAL FREE-TEXT CALL NUMBER (OCLC)
Classification number AIT Thesis no. ISE-98-24
100 1# - MAIN ENTRY--PERSONAL NAME
Personal name Pratama, T. Iwan Budhi
245 10 - TITLE STATEMENT
Title ART1 neural network for part machine grouping and cell formation :
Remainder of title a case study
260 ## - PUBLICATION, DISTRIBUTION, ETC.
Place of publication, distribution, etc. Bangkok :
Name of publisher, distributor, etc. Asian Institute of Technology,
Date of publication, distribution, etc. 1998
300 ## - PHYSICAL DESCRIPTION
Extent 62 p.
490 1# - SERIES STATEMENT
Series statement Thesis ;
Volume/sequential designation no. ISE-98-24
500 ## - GENERAL NOTE
General note A thesis submitted in partial fulfillment of the requirements for the degree of Master of Engineering, School of Advanced Technologies
502 ## - DISSERTATION NOTE
Dissertation note Thesis (M.Sc.) - Asian Institute of Technology, 1998
520 ## - SUMMARY, ETC.
Summary, etc. This thesis reports a case study of production system of Metals Workshop of PT INKA, a rolling stock manufacturer in Indonesia. The objective of the study is to suggest ways to improve the performance of the existing production system and layout based on the application of Binary Adaptive Resonance Theory (ARTl) neural network and cell formation. The ARTl algorithm is used to block-diagonalize the binary part-machine incidence matrix. ARTl algorithm is applied twice. ARTl Column is used to classify the machines and then ARTl Row is used to classify the parts. Since the solution by ARTl is not practical for this data from a case study, then the extended procedure is generated to improve the ARTl algorithm. The result is not only block-diagonalization of part-machine matrix, but also the machine cell formation. Two modifications for ARTl have been incorporated for improving the algorithm. The presentation of input vectors in decreasing number of ls enables the ARTl to classify the input vectors more consistently. Representing the bottom-up weight matrix in a vector form in computer program has also been found to the capability of ART 1 by: 1. Reducing the computer memory requirements 2. Faster computation Based on the part-machine grouping, manufacturing cells have been designed to improved the machine utilization an reduction in machine and manpower requirements. Arranging the existing machines into cells has led to substantial reduction in number of machines required and corresponding reduction in manpower. This also has resulted into uniform utilization of the manufacturing resources and avoids unnecessary duplication of manufacturing resources.
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Group technology
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Neural networks (Computer science)
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Pandey, P. C.,
Relator term Chairperson
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Shanker, Kripa,
Relator term Examination committee
700 0# - ADDED ENTRY--PERSONAL NAME
Personal name Voratas Kachitvichyanukul,
Relator term Examination Committee
710 2# - ADDED ENTRY--CORPORATE NAME
Corporate name or jurisdiction name as entry element Atma Jaya Yogyakarta University Yogyakarta, Indonesia,
Relator term Scholarship donor
810 2# - SERIES ADDED ENTRY--CORPORATE NAME
Corporate name or jurisdiction name as entry element Asian Institute of Technology.
Title of a work Thesis ;
Volume/sequential designation no. ISE-98-24
856 ## - ELECTRONIC LOCATION AND ACCESS
Materials specified Full-Text
Uniform Resource Identifier <a href="http://203.159.5.9/ait-thesis/detail.php?q=B13132">http://203.159.5.9/ait-thesis/detail.php?q=B13132</a>
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998 ## - LOCAL CONTROL INFORMATION (RLIN)
Operator's initials, OID (RLIN) 0
Cataloger's initials, CIN (RLIN) 990714
First date, FD (RLIN) m
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945 ## - LOCAL PROCESSING INFORMATION (OCLC)
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945 ## - LOCAL PROCESSING INFORMATION (OCLC)
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945 ## - LOCAL PROCESSING INFORMATION (OCLC)
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942 ## - ADDED ENTRY ELEMENTS (KOHA)
Koha item type 20-AIT Publication
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Koha item type 40-Archives
909 ## - LOCAL ITEMS USED
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Withdrawn status Lost status Damaged status Not for loan Home library Current library Shelving location Date acquired Total checkouts Full call number Barcode Date last seen Copy number Price effective from Koha item type
      Available for Loans Asian Institute of Technology Library Asian Institute of Technology Library AIT Publications 17/08/2026   AIT Thesis no. ISE-98-24 30050120845523 17/08/2026 1 17/08/2026 20-AIT Publication
      Available for Loans Asian Institute of Technology Library Asian Institute of Technology Library AIT Publications 17/08/2026   AIT Thesis no. ISE-98-24 30050120845515 17/08/2026 2 17/08/2026 20-AIT Publication
      Available for Loans Asian Institute of Technology Library Asian Institute of Technology Library Archives 17/08/2026   AIT Thesis no. ISE-98-24 30050160098728 17/08/2026 1 17/08/2026 40-Archives
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