Design and evaluation of an embedded automation system for optimized cut-shape placement on coconut shells in sustainable key tag manufacturing
Fig 9
Comparison of marking time between automated and manual methods across 20 coconut shell samples, showing consistently lower cycle times with the proposed embedded automation system.