Fab Line Simulation
Module 7's closing dive — the annual production-planning game.
Prerequisites
What you'll learn here
- Tie Module 7's 7 chapters into a single annual production plan
- Explain WIP (Work In Progress) and schedule management
- Run bottleneck analysis and capacity optimization
- State cost-time trade-offs
- Prepare for Module 8 (context)
Hook: Module 7's Whole Line
Module 7 covered 7 chapters: cleanroom → wafer journey → TSMC → UNAM → mini-fab → test → packaging. This chapter folds them all into one annual production plan.
Scenario: SIDRA’s 2027 production planning.
Intuition: 100K-Chip Annual Production
Year start: target 100K chips.
↓ Supplier orders (TSMC, materials).
↓ Workshop + mini-fab capacity reserved.
↓ Monthly 8K chip flow.
↓ Year-end: 100K chips shipped.All of Module 7 combined.
Formalism: Annual Plan
Supply chain:
| Item | Supplier | Annual amount |
|---|---|---|
| TSMC wafers | TSMC Taiwan | 4000 wafers |
| HfO₂ precursor | Sigma-Aldrich | 200 L |
| Cu sputter target | Materion | 50 kg |
| Photoresist | DOW | 100 L |
| Slurry (CMP) | Cabot | 500 L |
| BGA balls | Heraeus | 200K packages worth |
Supplier schedule: orders 3-6 months ahead.
Production flow (monthly):
- TSMC order: 350 wafers (12-month delivery).
- UNAM 350 wafers/month = 80 wafers/week.
- Test + dicing: 350 × 0.95 = 333 wafers.
- Packaging: 333 × 28 dies × 0.95 = 8855 packages.
- System test: 8855 × 0.95 = 8412 chips/month.
- Annual: 8412 × 12 = 100K chips.
WIP (Work In Progress):
12-week cycle → at any time 12-weeks × 80 wafers/week = ~1000 wafers in-progress (different stages).
Bottleneck analysis:
| Stage | Capacity | Utilization |
|---|---|---|
| TSMC | 350 wafers/month (order) | 100% (target) |
| UNAM ALD | 100 wafers/month (2 reactors) | 350% → bottleneck |
| UNAM DUV | 200 wafers/month (1 stepper) | 175% → bottleneck |
| Test ATE | 1000 wafers/month | 35% |
| Packaging | 500 packages/day | 60% |
UNAM ALD + DUV → bottleneck. Investment needed:
- 2 extra ALD reactors: $1M.
- 1 extra DUV stepper: $5M.
- Total $6M solves the bottleneck.
Cost/chip:
- TSMC wafer: 36.
- UNAM BEOL: $20.
- Test: $10.
- Packaging: $50.
- Logistics: $5.
- Fixed (personnel, building): 12.
- Margin: $50.
- Customer price: $183.
100K chips × 18.3M/year revenue**. Healthy revenue for a UNAM workshop.
Schedule:
Jan 2027: TSMC order #1 (for February production).
Feb: TSMC production starts.
Mar: TSMC wafer #1 delivered. UNAM BEOL starts.
Apr: UNAM completes. Test.
May: Taiwan packaging.
Jun: Türkiye system test. First 8K chips ship.
...
Dec: 100K chips total shipped.Continuous pipeline. December must plan January.
Risk management:
| Risk | Probability | Impact | Mitigation |
|---|---|---|---|
| TSMC capacity shortage | 20% | All production stops | Samsung backup |
| UNAM equipment fail | 10% | 1-month slowdown | Spare parts inventory |
| Taiwan logistics | 5% | 2-week delay | Stock buffer |
| Yield drop | 15% | Output drops | Process improvement |
| No market demand | 10% | Inventory build-up | Flexible production |
Total risk: estimated 5-10% production loss/year.
Capacity growth plan:
Year 1 (2027): 100K chips. UNAM capacity limit. Year 2 (2028): 200K chips. UNAM 2× growth. Year 3 (2029): 500K chips. Mini-fab pilot. Year 4 (2030): 1M chips. Mini-fab serial (Y10 generation). Year 5 (2031): 5M chips. Y10 mature.
Personnel needs:
- 2027: 17 (UNAM).
- 2028: 30.
- 2029: 60 (mini-fab transition).
- 2030: 95 (mini-fab full).
- 2031: 120.
Turkish engineering university grads → employment.
Y10+ strategic vision:
Post-2030 Y10 mini-fab → 1M chips/year. SIDRA becomes the backbone of Türkiye’s semiconductor ecosystem.
Y100 (2035) full fab → 10M chips/year. Global market entry.
Module 7 → 8 bridge:
Module 8 (Context and Future) explores the geopolitical, ethical, and visionary dimensions of this production infrastructure. Semiconductors aren’t just technical; political, economic, social context.
Experiment: 2027 Monthly Plan
January 2027:
- Supplier orders.
- Personnel training.
February-May:
- Pilot pipeline runs. First 5K chips.
June-December:
- Full production. 8-10K monthly.
Total 2027: 100K chips ✓.
Revenue: 5M. Investment payback: UNAM 5M = 1 year.
Conclusion: Y1 production economically sound. Y10 mini-fab transition justified.
Module 7 Closing Quiz
Integrated Lab: 2030 Y10 Production Scenario
You’re SIDRA Y10 mini-fab manager. Plan 2030.
Target: 1M chips/year.
Plan:
(a) Suppliers: TSMC 14 nm wafers 36K wafers/year × 180M procurement. (b) Mini-fab capacity: 100 wafers/day = 25K wafers/year. Capacity short (36K vs 25K). UNAM extra 11K? Or shrink Y10 die. (c) Test, packaging domestic (BİLGEM partner). (d) Personnel: 95 (chapter 7.5). (e) Revenue: 1M × 500M. Profit: 200M (procurement + opex) = $300M/year. Excellent.
Conclusion: Y10 has $300M/year profit potential. Foundation of Türkiye’s semiconductor industry.
Module 7 Cheat Sheet
8 chapters in summary:
- 7.1 Cleanroom + ISO classes.
- 7.2 3-month wafer journey.
- 7.3 TSMC MPW.
- 7.4 UNAM BEOL.
- 7.5 METU CMP mini-fab.
- 7.6 Test + characterization.
- 7.7 FC-BGA packaging.
- 7.8 Fab line sim (this).
Module 7 message: SIDRA Y1 hybrid (TSMC + UNAM + Taiwan). Y10 domestic mini-fab. Y100 full fab. Türkiye’s semiconductor sovereignty path.
Vision: From Production to Context
Module 7 is production. Module 8 (Context): why, for whom, where to?
- Geopolitics (US-China semiconductor war).
- Türkiye strategic position.
- Ethics (responsible acceleration).
- Y100 photonic vision.
- Your place.
5 chapters later, the SIDRA Atölye education platform completes.
Further Reading
- Next module: 🚧 8.1 · The AI Chip Competition — Coming soon
- Previous: 7.7 — Packaging — FC-BGA
- Module 6 review: 6.10 — Production Stack Lab.
- Production management: classic industry (Goldratt The Goal, Toyota Production System).