Lcdv-41118 💫 ✨

| Component | Part No. / Supplier | Specs | Cost (€/unit) | |-----------|--------------------|-------|----------------| | | Ambiq Apollo4‑Blue (Apollo4‑B) | Arm Cortex‑M4F, 200 MHz, 2 MB Flash, 512 kB SRAM | €12 | | AI Accelerator | ON‑Semiconductor NPU‑8 | 8‑bit fixed‑point, 2 TOPS | €6 | | Image Sensor | OmniVision OV7251 | 640 × 480 px, global shutter, 30 fps, low‑light mode | €7 | | Lens | Custom molded plastic, 45° FOV | f/1.8, IR‑coated | €4 | | Power Management | TI BQ25570 + solar MPPT | 2 W solar panel, 3 Wh Li‑Po backup | €5 | | Connectivity | Nordic nRF53 (BLE 5.2 + Thread) + ESP32‑C3 (Wi‑Fi) | Dual‑radio, secure boot | €4 | | Enclosure | Injection‑molded ABS, IP66 | Integrated heat‑sink, mounting brackets | €4 | | Misc. | PCB, connectors, passives | – | €2 | | Total BOM | – | – | €38 |

| IP | Description | |----|-------------| | | “Hybrid NPU‑DMA architecture for ultra‑low‑power edge AI inference”. | | Open‑Source Release | lcdv-firmware (GitHub, Apache‑2.0) – includes board support package, TinyML runtime patches. | | Standard Draft | IEEE 802.15.4‑2024 amendment – “Low‑Power Vision Profiles”. Submitted by consortium, under review (expected 2027). | | Data Set | “LCDV‑41118 Vision Benchmark” – 1.2 M annotated frames (traffic, agriculture, industrial), CC‑BY‑4.0 license. |

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| Item | Description | |------|-------------| | | LCDV‑41118 | | Title | Low‑Cost Distributed Vision (LCDV) System – Scalable Edge AI for Real‑World Environments | | Duration | 36 months (01‑2023 → 12‑2025) | | Funding | €7.4 M (EU Horizon 2020 + national co‑funding) | | Consortium | 8 partners (4 universities, 2 SMEs, 1 large industry, 1 standards body) | | Lead Organisation | Institute of Embedded Systems, Technical University of Munich (TUM) | | Primary Deliverables | • Hardware reference design (PCB, optics, enclosure) • Open‑source firmware (FreeRTOS + TinyML) • Edge‑AI inference library (quantised CNNs) • Cloud‑connector API (REST + MQTT) • Field‑trial report (3 sites) | | Stakeholders | Municipalities, agritech firms, manufacturing plants, system integrators, end‑users (city planners, agronomists, maintenance engineers) | | | Data Set | “LCDV‑41118 Vision Benchmark” – 1

| Market Segment | Value Proposition | Pricing (per node) | Projected 2027 Revenue | |----------------|-------------------|--------------------|------------------------| | | Real‑time traffic analytics, low‑maintenance public‑safety monitoring | €120 (hardware) + €12/yr SaaS | €6.2 M | | Precision‑Agriculture | Early disease detection, water‑stress mapping, autonomous scouting | €95 (hardware) + €9/yr SaaS | €4.5 M | | Industrial‑IoT | Predictive maintenance, safety‑zone monitoring, compliance reporting | €130 (hardware) + €15/yr SaaS | €5.1 M | | OEM Partnerships | White‑label reference design, co‑development services | Licensing fee €45 per unit | €3.4 M |