Sampling Strategy
Adaptive intervals based on temperature variance.
Battery-optimized sensor node with cellular backhaul and OTA updates.
Focus
Battery life, remote updates
Impact
Extended operational life while maintaining telemetry accuracy.
Stack
A structured view of the phases and decisions that shaped the outcome.
Discovery
Analyzed thermal and connectivity constraints in transit.
Optimization
Reduced power draw with adaptive sampling and sleep modes.
Deployment
Validated telemetry reliability in pilot routes.
Key systems and data flows that framed the implementation.
Sampling Strategy
Adaptive intervals based on temperature variance.
OTA Updates
Cellular update flow with rollback protection.
Evaluation-focused summary of security, reliability, and testing evidence.