The engineering behind unattended weather intelligence
Four technology pillars come together in every Winds deployment — AI analytics, autonomous power, resilient communications, and ruggedized unattended hardware. Designed from user requirement backwards to hardware.
A sensor is not the product. Delivering the right weather intelligence to the right user, in the right format, is the product.
Our technology is shaped by one question: what does the end user actually need on their screen, in their cockpit, in their ops room? We go inside the user's brain to deliver exactly what the user needs — and engineer the AI, transmission and sensors backwards from that.
How AI converts sensor data into role-specific outputs
The same wind, temperature, pressure and visibility readings have to mean different things to a pilot, an analyst and an authority. Our AI engine is the translator that decides what each user sees.
Raw Sensor Streams
Multi-sensor data flowing in continuously from extreme-environment installations.
AI Engine
Forecasting, anomaly detection, and per-role reasoning — trained on years of Indian field data.
Format per User
Pilot view, analyst dashboard, authority feed — same data, three deliverables.
User-Ready Output
EFB tablet, ops-room dashboard, network-wide feed, AI voice — delivered the way each user needs it.
AI Analytics Engine
Forecasting, anomaly detection, and operator guidance — running on terrain-tuned models built from years of Indian field data.
Site-tuned forecasting
Local-terrain models trained on years of regional weather data.
Anomaly detection
Continuous health monitoring for sensors and links — flag drift before it matters.
Aviation-grade nowcasts
Gust, visibility and ceiling guidance suitable for ATC and flight ops.
Edge + cloud hybrid
Inference where bandwidth is scarce, training and aggregation in the cloud.
Autonomous Power Systems
A power system you can leave alone — sized for the worst-case weather, not the best.
Solar with derated sizing
Panels and storage sized for cloudy weeks, not sunny ones — so the system rides through long cloud cover.
Wind augmentation
Optional small-turbine augmentation for sites where solar alone won't carry the system through winter.
Long-life battery banks
Cold-tolerant battery chemistries with active charge management for multi-year unattended life.
Smart power management
Load-shedding, brownout protection, remote power control — every watt accounted for.
Communication Systems
Radio, satellite and network — picked per site, with automatic failover so data keeps flowing when one path drops.
Radio data links
VHF/UHF radio with FEC and store-and-forward for reliable low-bandwidth operation.
Satellite uplink
For sites with no cellular or terrestrial coverage — burst, scheduled or always-on options.
Cellular & private network
4G/5G and private LTE / network transport for high-throughput sites.
Multi-path resilience
Automatic failover between radio / satellite / network — operations don't notice the swap.
Long Unattended Deployment Design
From housing to firmware, every layer is designed for years between site visits.
Sealed enclosures
Salt, dust, UV and rotor-wash tested to operate sealed for years.
Lightning & surge protection
Multi-stage surge protection on every external interface.
Watchdog firmware
Self-recovering software stack with hardware watchdog and remote re-flash.
Remote diagnostics
Engineers can triage almost anything from base — site visits become rare.