Table 3 Sensor performance in variable field conditions.

From: On-device AI for climate-resilient farming with intelligent crop yield prediction using lightweight models on smart agricultural devices

Parameters

Accuracy in results

MAE

Calibration drift

Temperature

94.2

0.8

0.5 C

Soil moisture

92.8

1.2

1.8%

Humidity

93.5

1.5

2.1%

Rainfall

95.1

0.5

0.3 mm