
Fig. 1.
Process Monitoring Device (PMD)

Fig. 2.
Dynamic Workflow Optimization Framework for PMD

Fig. 3.
Overview of Digitalization in Garment Manufacturing
| Details | Values |
|---|---|
| Start of Shift | 08:00 |
| Time at Measurement | 12:00 |
| Downtime | 30 minutes |
| Production Quantity | 250 pieces |
| Standard Minute Value (SMV) | 0.5 min/pcs |
| Calculations | Formula | Details |
|---|---|---|
| Production Time | 250pcs × 0.5min/pcs | 125 min |
| Time Difference | 12:00 − 08:00 = 4hours | 240 min |
| Actual Working Time | 240min − 30min | 210 min |
| Performance Calculation | ((125 min)/(210 min)) ×100 | 59.5% |

Fig. 4.
Image of the D6250 Ladies’ Trouser Model
Table 1.
Sewing Work Elements, Machine Types, and Standard Minute Values for the D6250 Trousers
| Task Number | Operation | Machine | SMV (min) |
|---|---|---|---|
| 1 | Belt Ironing | Ironing Board | 0.296 |
| 2 | Elastic Joining | Elastic Feeding | 0.206 |
| 3 | Belt Elastic Marking | Manual | 0.264 |
| 4 | Elastic Holding | Flatlock | 0.560 |
| 5 | Belt Joining | Lockstitch | 0.294 |
| 6 | Belt Closing | Flatlock | 0.496 |
| 7 | Cuff Ribbing Attachment | Lockstitch | 0.698 |
| 8 | Front Panel Attachment | Lockstitch | 0.480 |
| 9 | Front Seam Joining (x2) | Lockstitch | 0.599 |
| 10 | Back Panel Joining | Lockstitch | 0.555 |
| 11 | Inner Seam Joining | Lockstitch | 0.867 |
| 12 | Belt Attachment + Thread Cleaning | Overlock | 0.618 |
| 13 | Belt Cuff | Coverstitch | 0.591 |
| 14 | Hem Bartack (x2) + Thread Cleaning | Bartack | 0.345 |
| 15 | Label Attachment | Flatlock | 0.315 |
| 16 | Label Removal (x9) + Turning & Stacking | Manual | 0.309 |
| 17 | First Control | Manual | 0.505 |
| 18 | Ironing | Ironing Board | 0.587 |
| 19 | Quality Control | Manual | 0.606 |

Fig. 5.
Sewing Process Workflow Chart for the D6250 Trousers

Fig. 6.
Software Algorithm Optimization Interface
Table 2.
Capacity Calculations Based on Task Durations of Work Elements for the D6250 Trousers Model
| Task Number | Operation | Machine | SMV (min.) | Hourly Amount | Capacity (Employee/Machine) | Working Hours |
|---|---|---|---|---|---|---|
| 1 | Belt Ironing | Ironing Board | 0.296 | 202.70 | 0.47 | 4.23 |
| 2 | Elastic Joining | Elastic Feeding | 0.206 | 291.26 | 0.33 | 2.97 |
| 3 | Belt Elastic Marking | Manual | 0.264 | 227.27 | 0.42 | 3.78 |
| 4 | Elastic Holding | Flatlock | 0.560 | 107.14 | 0.89 | 8.01 |
| 5 | Belt Joining | Lockstitch | 0.294 | 204.08 | 0.47 | 4.23 |
| 6 | Belt Closing | Flatlock | 0.496 | 120.97 | 0.79 | 7.11 |
| 7 | Cuff Ribbing Attachment | Lockstitch | 0.698 | 85.96 | 1.11 | 9.99 |
| 8 | Front Panel Attachment | Lockstitch | 0.480 | 125.00 | 0.77 | 6.93 |
| 9 | Front Seam Joining (x2) | Lockstitch | 0.599 | 100.17 | 0.96 | 8.64 |
| 10 | Back Panel Joining | Lockstitch | 0.555 | 108.11 | 0.89 | 8.01 |
| 11 | Inner Seam Joining | Lockstitch | 0.867 | 69.20 | 1.38 | 12.42 |
| 12 | Belt Attachment + Thread Cleaning | Overlock | 0.618 | 97.09 | 0.99 | 8.91 |
| 13 | Belt Cuff | Coverstitch | 0.591 | 101.52 | 0.94 | 8.46 |
| 14 | Hem Bartack (x2) + Thread Cleaning | Bartack | 0.345 | 173.91 | 0.55 | 4.95 |
| 15 | Label Attachment | Flatlock | 0.315 | 190.48 | 0.50 | 4.50 |
| 16 | Label Removal (x9) + Turning & Stacking | Manual | 0.309 | 194.17 | 0.49 | 4.41 |
| 17 | First Control | Manual | 0.505 | 118.81 | 0.81 | 7.29 |
| 18 | Ironing | Ironing Board | 0.587 | 102.21 | 0.94 | 8.46 |
| 19 | Quality Control | Manual | 0.606 | 99.01 | 0.97 | 8.73 |
Table 3.
Capacity Algorithm Application Based on the Cycle Takt Time for the D6250 Trousers Model
| Task Number | Operation | Machine | SMV (min.) | Performance % | Actual SMV (min.) | Takt Time (min.) | Required Operator | Assigned Operator | Leap Operator | Unassigned Time (min.) |
|---|---|---|---|---|---|---|---|---|---|---|
| 1 | Belt Ironing | Ironing Board | 0.296 | 63.00 | 0.470 | 0.626 | 0.751 | 0 | 0.751 | 405.43 |
| 2 | Elastic Joining | Elastic Feeding | 0.206 | 75.00 | 0.273 | 0.626 | 0.436 | 0 | 0.436 | 235.50 |
| 3 | Belt Elastic Marking | Manual | 0.264 | 80.00 | 0.330 | 0.626 | 0.527 | 0 | 0.527 | 284.66 |
| 4 | Elastic Holding | Flatlock | 0.560 | 54.00 | 1.037 | 0.626 | 1.657 | 1 | 0.657 | 354.54 |
| 5 | Belt Joining | Lockstitch | 0.294 | 77.00 | 0.382 | 0.626 | 0.610 | 0 | 0.610 | 329.52 |
| 6 | Belt Closing | Flatlock | 0.496 | 50.00 | 1.002 | 0.626 | 1.601 | 1 | 0.601 | 324.35 |
| 7 | Cuff Ribbing Attachment | Lockstitch | 0.698 | 75.00 | 0.929 | 0.626 | 1.484 | 1 | 0.484 | 261.37 |
| 8 | Front Panel Attachment | Lockstitch | 0.480 | 70.00 | 0.690 | 0.626 | 1.102 | 1 | 0.102 | 55.21 |
| 9 | Front Seam Joining (x2) | Lockstitch | 0.599 | 78.00 | 0.768 | 0.626 | 1.227 | 1 | 0.227 | 122.49 |
| 10 | Back Panel Joining | Lockstitch | 0.555 | 67.00 | 0.824 | 0.626 | 1.316 | 1 | 0.316 | 170.80 |
| 11 | Inner Seam Joining | Lockstitch | 0.867 | 101.00 | 0.862 | 0.626 | 1.377 | 1 | 0.377 | 203.58 |
| 12 | Belt Attachment | Overlock | 0.618 | 56.00 | 1.114 | 0.626 | 1.780 | 1 | 0.780 | 420.96 |
| 13 | Belt Cuff | Coverstitch | 0.591 | 76.00 | 0.782 | 0.626 | 1.249 | 1 | 0.249 | 134.57 |
| 14 | Hem Bar Tack (x2) | Bar Tack | 0.345 | 30.00 | 1.142 | 0.626 | 1.824 | 1 | 0.824 | 445.11 |
| 15 | Label Attachment | Flatlock | 0.315 | 63.00 | 0.500 | 0.626 | 0.799 | 0 | 0.799 | 431.31 |
| 16 | Label Removal (x9) | Manual | 0.309 | 75.00 | 0.415 | 0.626 | 0.663 | 0 | 0.663 | 357.99 |
| 17 | First Control | Manual | 0.505 | 78.00 | 0.650 | 0.626 | 1.038 | 1 | 0.038 | 20.70 |
| 18 | Ironing | Ironing Board | 0.587 | 76.00 | 0.776 | 0.626 | 1.240 | 1 | 0.240 | 129.39 |
| 19 | Final Control | Manual | 0.606 | 42.00 | 1.428 | 0.626 | 2.281 | 2 | 0.281 | 151.82 |

Fig. 7.
Operation Priority and Dependency Input Screen for Ranked Positional Weight (RPW) Calculation

Fig. 8.
Calculation of the Ranked Positional Weight (RPW) Method for Optimizing Operation Assignments

Fig. 9.
Screen Displaying Optimization Result Values

Fig. 10.
Access Interface for Line Optimization Results and Yamazumi Chart in the Digital Line Balancing Program
Table 4.
Task Times for Assigned Operators and Workstations
| Task | Station Number | Operation | Machine | Operator | Station Time (min) |
|---|---|---|---|---|---|
| 1 | 15 | Belt Ironing Ironing Board | Ironing Board | M.C. | 405.43 |
| 2 | 16 | Elastic Joining | Elastic Feeding | S.A. | 235.5 |
| 3 | 17 | Belt Elastic Marking | Manual | N.K | 284.66 |
| 4 | 1 | Elastic Holding | Flatlock | M.E | 540 |
| 4 | 18 | Elastic Holding | Flatlock | B.I | 354.54 |
| 5 | 19 | Belt Joining | Lochstitch | G.K | 329.52 |
| 6 | 2 | Belt Closing | Flatlock | S.Y | 540 |
| 6 | 20 | Belt Closing | Flatlock | H.S | 324.35 |
| 7 | 3 | Cuff Ribbing Attachment | Lockstitch | Z.K | 540 |
| 7 | 16 | Cuff Ribbing Attachment | Lockstitch | S.A. | 261.37 |
| 8 | 4 | Front Panel Attach+ Label Removal | Lockstitch | AY.P. | 540 |
| 8 | 18 | Front Panel Attach+ Label Removal | Lockstitch | B.I | 55.21 |
| 9 | 5 | Front Seam Joiningx2 | Lockstitch | SE.A. | 540 |
| 9 | 18 | Front Seam Joiningx2 | Lockstitch | B.I | 122.49 |
| 10 | 6 | Back Panel Joining | Lockstitch | M.G | 540 |
| 10 | 19 | Back Panel Joining | Lockstitch | G.K | 170.8 |
| 11 | 7 | Inner Seam Joining | Lockstitch | H.T | 540 |
| 11 | 20 | Inner Seam Joining | Lockstitch | H.S | 203.58 |
| 12 | 8 | Belt Attachment + Thread Cleaning | Overlock | S.H | 540 |
| 12 | 21 | Belt Attachment + Thread Cleaning | Overlock | MH.E. | 420.96 |
| 13 | 9 | Belt Cuff Coverstitch | Coverstitch | Y.T | 540 |
| 13 | 22 | Belt Cuff Coverstitch | Coverstitch | AY.E. | 134.57 |
| 14 | 10 | Hem Bartack x2 + Thread Cleaning | Bartack | ER.T | 540 |
| 14 | 23 | Hem Bartack x2 + Thread Cleaning | Bartack | AY.K | 445.11 |
| 15 | 24 | Decorative Label Attachment | Flatlock | EL.O. | 431.31 |
| 16 | 25 | Label Removal X9 + Turning and Stacking | Manual | SE.K. | 357.99 |
| 17 | 11 | First Control | Manual | SV.M. | 540 |
| 17 | 25 | First Control | Manual | SE.K. | 20.7 |
| 18 | 12 | Ironing | Ironing Board | UG.D. | 540 |
| 18 | 25 | Ironing | Ironing Board | SE.K. | 129.39 |
| 19 | 13 | Fınal Control | Manual | HU.Y. | 540 |
| 19 | 14 | Fınal Control | Manual | KA.A. | 540 |
| 19 | 26 | Fınal Control | Manual | ME.M | 151.82 |

Fig. 11.
Total Durations of Operations Assigned to Workstations

Fig. 12.
Current Sewing Line Layout for the D6250 Trouser Model
Table 5.
Comparative Analysis of Key Production Metrics Before and After Optimization
| Operational Metric | Before Optimization | After Optimization | Difference | Percentage Change |
|---|---|---|---|---|
| Daily Production Quantity | 718 pieces | 862 pieces | +144 pieces | +20.06% |
| Daily Working Time | 540 minutes | 540 minutes | ||
| Total Actual Standard Time | 14.37 minutes | 14.37 minutes | ||
| Line Efficiency | 79.68% | 88.31% | +8.63% | +10.83% |
| Number of Current Operators | 24 employees | 26 employees | +2 people | +8.33% |
| Labour Productivity | 30 pieces | 33 pieces | +3 pieces | +10% |