
Title

Computational Techniques to Solve Part Family Formation Problem: Using Classification and Coding System,Used
Delivery time: 8-12 business days (International)
Group Technology (GT) and Cellular Manufacturing System (CMS) portray a significant role in improving productivity for manufacturing organisations. GT is a technique that identifies homogeneous parts and further clusters them into part families based on their manufacturing designs, attributes and geometric shapes. A successful implementation of GT can eventually shrink the engineering costs, facilitate cellular manufacturing, quicken product development, enhance costing accuracy, etc. A major prerequisite in implementing GT is the recognition of part families. Part Coding Analysis proved to be an evolutionary technique in establishing such part similarities. Clustering analysis is practiced in CMS as a competent methodology to facilitate the machinepart grouping problems. In this research, different clustering techniques such as Single Linkage Clustering, Complete Linkage Clustering and Kmeans Clustering Algorithms have been adopted to investigate the nature of similarities and to describe the effectiveness of the techniques in solving the part family problem. Besides, Principal Component Analysis and Particle Swarm Optimization were used to form competent part families.
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Shipping & Returns
Shipping
We ship your order within 2–3 business days for USA deliveries and 5–8 business days for international shipments. Once your package has been dispatched from our warehouse, you'll receive an email confirmation with a tracking number, allowing you to track the status of your delivery.
Returns
To facilitate a smooth return process, a Return Authorization (RA) Number is required for all returns. Returns without a valid RA number will be declined and may incur additional fees. You can request an RA number within 15 days of the original delivery date. For more details, please refer to our Return & Refund Policy page.
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Warranty
We provide a 2-year limited warranty, from the date of purchase for all our products.
If you believe you have received a defective product, or are experiencing any problems with your product, please contact us.
This warranty strictly does not cover damages that arose from negligence, misuse, wear and tear, or not in accordance with product instructions (dropping the product, etc.).
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Your payment information is processed securely. We do not store credit card details nor have access to your credit card information.
We accept payments with :
Visa, MasterCard, American Express, Paypal, Shopify Payments, Shop Pay and more.