PENGEMBANGAN SISTEM IDENTIFIKASI SIMILARITAS PRODUK ENGINEER TO ORDER DENGAN METODE DEKOMPOSISI MATRIKS SVD
PT BMT is a company specializing in the production of customized heavy equipment to meet the unique needs of its customers. These needs ranged from assembling to fabricates trailer trucks for coal transportation in mining areas, oil, and gas. The company usually handles thousands of orders each y...
Saved in:
Main Author: | |
---|---|
Format: | Final Project |
Language: | Indonesia |
Online Access: | https://digilib.itb.ac.id/gdl/view/80833 |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Institution: | Institut Teknologi Bandung |
Language: | Indonesia |
Summary: | PT BMT is a company specializing in the production of customized heavy
equipment to meet the unique needs of its customers. These needs ranged from
assembling to fabricates trailer trucks for coal transportation in mining areas, oil,
and gas. The company usually handles thousands of orders each year. The main
classification of the work orders are module or spare part fabrication, tractor
fabrication, and truck fabrication. However, the varying product demand and its
stochastic patterns pose significant challenges for inventory management.
Moreover, because the characteristics of engineer to order, the same product could
have different material specification in detail, not completely identic. Based on
interviews with company personnel, the current process of controlling material and
component stock at PT BMT is deemed inefficient. This inefficiency stems from the
manual documentation of Material Use Voucher (MUV) documents for data
collection on material sharing.
To improve inventory management and ensure smooth production and business
processes, a more efficient approach is needed, one that leverages modern
technology. Researcher have developed a Product Similarity Identification System
that relies on material structure parameters and product features or functions,
adapted from few research predecessors. The system incorporates the Singular
Value Decomposition (SVD) matrix factorization method to identify patterns and
characteristics of products systematically and comprehensively. Additionally,
codification mechanisms based on product feature parameters and matrix
matriculation mechanisms have been developed to identify new products through
similarity calculations. The system generates a product network map based on these
similarity values, which can be used to document material sharing in inventory
management. This approach aims to streamline inventory management processes
especially in the material sharing documentation of products and improve the
efficiency by 12.5% to 37.5% for existing products and 6.25% to 18.75% for new
products variant.
|
---|