AI SearchART1 neural networks for machine cell and part family formation (Record no. 8076)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 03430nam a2200385 4500 |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20260817163248.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 030798 th eng |
| 035 ## - SYSTEM CONTROL NUMBER | |
| System control number | .b11425325 |
| 099 #9 - LOCAL FREE-TEXT CALL NUMBER (OCLC) | |
| Classification number | AIT Thesis no.IE-95-02 |
| 100 1# - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Mohan, A. Madhu |
| 245 10 - TITLE STATEMENT | |
| Title | ART1 neural networks for machine cell and part family formation |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. | |
| Place of publication, distribution, etc. | Bangkok : |
| Name of publisher, distributor, etc. | Asian Institute of Technology, |
| Date of publication, distribution, etc. | 1995 |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | 71 leaves : |
| Other physical details | ill. |
| 490 1# - SERIES STATEMENT | |
| Series statement | Thesis ; |
| Volume/sequential designation | no. IE-95-02 |
| 502 ## - DISSERTATION NOTE | |
| Dissertation note | Thesis (M.Eng.) - Asian Institute of Technology, 1995 |
| 500 ## - GENERAL NOTE | |
| General note | A thesis report submitted in partial fulfillment of the requirements for the degree of Master of Engineering, School of Engineering and Technology |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc. | An increasingly competitive and changing environment and ever-changing customer preferences have compelled manufacturers to look for ways to increase productivity. One area under examination is design of a production system based on Group Technology. Group Technology is a modern manufacturing philosophy that advocates the 'product organization' as against the 'production organization' in conventional systems. A more practical and effective approach for implementing GT is the Cluster Analysis approach. This study looks into the application of a Neural Network for forming machine and part family formation. Unlike the non-learning algorithms, the neural models are able to learn and store the learned patterns. For the classification problem, ARTl neural network was used as it is flexible and unsupervised. The input to the neural network is the machine-component incidence matrix is based on the production flow analysis. A computer program in TURBO C is used for executing the algorithm. The experiments are carried out on eight sets of data taken from literature. Initially the original similarity criteria designed for ARTl by its originators was used. Later, another criteria based on Hamming distance was incorporated. In most of the cases the results were same as that of the earlier reference works. From the results obtained, it was clear that ARTl is effective in cluster identification. The actual clustering depends on the way of presentation of input patterns. Even though different clusters were identified there was not significant change in the performance indices. Hence, it can be used as an effective tool in the Computer Integrated Manufacturing environment, as it gives flexibility for the machine cells formed. |
| 650 10 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Neural networks (Computer science) |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Nagarur, N. N., |
| Relator term | Chairperson |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Pandey, P. C., |
| Relator term | Examination committee |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Tabucanon, Mario T., |
| Relator term | Examination Committee |
| 710 2# - ADDED ENTRY--CORPORATE NAME | |
| Corporate name or jurisdiction name as entry element | Asian Institute of Technology, |
| 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. IE-95-02 |
| 856 ## - ELECTRONIC LOCATION AND ACCESS | |
| Materials specified | Full-Text |
| Uniform Resource Identifier | <a href="http://203.159.5.9/ait-thesis/detail.php?q=B15202">http://203.159.5.9/ait-thesis/detail.php?q=B15202</a> |
| 907 ## - LOCAL DATA ELEMENT G, LDG (RLIN) | |
| a | .b11425325 |
| b | mnait |
| c | v |
| 902 ## - LOCAL DATA ELEMENT B, LDB (RLIN) | |
| a | 240404 |
| 998 ## - LOCAL CONTROL INFORMATION (RLIN) | |
| Operator's initials, OID (RLIN) | 0 |
| Cataloger's initials, CIN (RLIN) | 960229 |
| First date, FD (RLIN) | m |
| -- | a |
| -- | v |
| -- | 0 |
| 945 ## - LOCAL PROCESSING INFORMATION (OCLC) | |
| l | mnait |
| 945 ## - LOCAL PROCESSING INFORMATION (OCLC) | |
| l | mnarc |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Koha item type | 22-AIT Thesis (Replacement) |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Koha item type | 40-Archives |
| 909 ## - LOCAL ITEMS USED | |
| Barcode | Barcode : 30050120820294 |
| CREATED | CREATED : 2014-03-19 |
| RECORD Id | RECORD # : i12773402 |
| LPATRON | LPATRON : 0 |
| LCHKIN | LCHKIN : - |
| RENEWALS | # RENEWALS : 0 |
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| 909 ## - LOCAL ITEMS USED | |
| Barcode | Barcode : 30050160074455 |
| CREATED | CREATED : 2016-04-22 |
| RECORD Id | RECORD # : i12951870 |
| LPATRON | LPATRON : 0 |
| LCHKIN | LCHKIN : - |
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| Withdrawn status | Lost status | Damaged status | Not for loan | Home library | Current library | Shelving location | Date acquired | Cost, normal purchase price | 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 | 50.00 | AIT Thesis no.IE-95-02 | 30050120820294 | 17/08/2026 | 3 | 17/08/2026 | 22-AIT Thesis (Replacement) | ||||
| Available for Loans | Asian Institute of Technology Library | Asian Institute of Technology Library | Archives | 17/08/2026 | AIT Thesis no.IE-95-02 | 30050160074455 | 17/08/2026 | 1 | 17/08/2026 | 40-Archives |