Fusing Noisy Low-Power RF Telemetry into Reliable Pressure Readings

How TPMS receiver software combines duty-cycled RF packets, temperature compensation, and Kalman-filtered pressure estimates from four to six independent battery-powered nodes.

Duty Cycling and the Ten-Year Battery Budget

TPMS sensors typically transmit every 60 to 90 seconds at rest and accelerate to a few seconds during rapid pressure loss events. The receiver firmware must model this adaptive duty cycle, distinguishing an intentionally sparse transmission schedule from a genuine sensor dropout or jamming attempt, without triggering false dashboard warnings.

Kalman-Filtered Pressure Estimation Across Sparse Samples

Because raw RF packets arrive irregularly and are corrupted by multipath fading inside the wheel well, the fusion engine runs a lightweight Kalman filter per wheel, treating each packet as a noisy measurement update and using a physical tire thermodynamics model as the prediction step between transmissions.

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