Lcdv-41118: _best_

All milestones were met on schedule; the only deviation was a 2‑week delay in the AI model quantisation phase due to an unexpected latency spike in the NPU, which was resolved by firmware‑level DMA optimisation. | Site | Scenario | Metrics (Target → Achieved) | Observations | |------|----------|----------------------------|--------------| | Munich – Traffic | Pedestrian & vehicle counting, red‑light violation detection | Detection accuracy 92 % → 95 % Latency 150 ms → 78 ms Power 1.8 W → 1.3 W | Stable operation under rain, night‑vision mode (IR LEDs) performed flawlessly. | | Bavaria Vineyard | Early‑blight disease spotting on vines | True‑positive rate 85 % → 88 % False‑positive < 3 % → 2 % Battery life 7 days (solar) → 9 days | Model required fine‑tuning for canopy density; added a simple colour‑histogram pre‑filter. | | Automotive Plant | Conveyor‑belt object mis‑placement detection | Detection latency 120 ms → 92 ms Uptime 99.6 % → 99.9 % | Mesh network (Thread) handled node dropout gracefully; automatic rerouting kept latency low. |

| Metric | Target | Achieved | |--------|--------|----------| | (Bill of Materials) | ≤ €45 per node | €38 (including enclosure) | | Power consumption (stand‑alone, solar‑charged) | ≤ 2 W avg. | 1.4 W | | Detection range (day/night) | 0–30 m, 30° FOV | 0–35 m, 45° FOV | | Network latency (edge‑to‑cloud) | ≤ 150 ms | ≈ 85 ms | | Reliability (MTBF) | ≥ 10 k h | ≈ 12 k h | | Production readiness | TRL 7 | TRL 8 (pilot production) | lcdv-41118

| Feature | Goal | Timeline | |---------|------|----------| | | Integrated micro‑bolometer (80 × 60) for fire detection | H2 2026 | | Ultra‑Low‑Power Sleep Mode | < 0.5 mW standby, wake‑on‑motion | H1 2027 | | AI‑Model Marketplace | Plug‑and‑play models for niche use‑cases (parking, waste‑bin fill‑level) | H2 2027 | | Mass‑Production Scaling | 10 k units/yr in a dedicated fab line (EU) | 2028 | 10. Conclusion LCDV‑41118 has successfully delivered a production‑ready, low‑cost distributed vision platform All milestones were met on schedule; the only

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