Intermittent connectivity
Process observations locally and synchronise when connectivity becomes available.
DomoSo Agri-Watch · Project in development
Designing AI for real-world constraints.
An edge AI project for livestock monitoring, with local processing and deferred synchronisation. My role: founder and CTIO, from architecture to technical decisions.
From field observations to decisions
- Livestock observations
- Local ARM vision
- Local storage
- Deferred sync
- APIs and dashboards
The architecture separates field processing from cloud consolidation. My decisions cover computer vision, data exchange and continuity when the network is unavailable.
YOLOv4-Tiny · Raspberry Pi / Orange Pi · MQTT · InfluxDB · GCP · Django
The problem and architecture decisions
Limited energy
Design for ARM hardware and solar supply; measure consumption under real operating conditions.
Field data
Build a dataset and evaluate computer vision against representative situations.
What still needs validation
Long-term detection performance, energy autonomy, multi-site operation and the usefulness of the data for livestock owners. Potential insurance or financing applications remain hypotheses to validate with the relevant institutions.