Field calibration of reference weather stations
Field calibration of a pressure device involves collecting simultaneous pressure data or pressure and temperature data at two devices for multiple time points. Pressure differences between pairs of simultaneous data points of the collected pressure data are calculated. A model is fitted to the pressure differences and the temperatures and/or pressures, and model parameters are used to correct measurements from the second device. Alternatively, a pressure gradient is estimated for a region that encompasses the two devices for each time point. A distance is determined between the two devices. A pressure gradient difference is determined between the two devices for each time point. A pressure difference offset is obtained for one of the pairs of simultaneous data points for each time point. An average pressure difference offset is determined between the two devices and is used to correct measurements from one of the devices.
1. A method comprising:
collecting, by a processor, simultaneous pressure data at a first reference weather station and a second reference weather station for multiple time points, wherein the first reference weather station and the second reference weather station have been deployed in an operational environment, and the first reference weather station has a higher reliability and is less prone to sensor drift relative to the second reference weather station;
calculating, by the processor, pressure differences between pairs of simultaneous data points of the collected pressure data;
for each time point, estimating, by the processor, a pressure gradient for a region that encompasses the first reference weather station and the second reference weather station;
determining, by the processor, a distance between the first reference weather station and the second reference weather station;
for each time point, determining, by the processor, a pressure gradient difference between the first reference weather station and the second reference weather station based on the pressure gradient and the distance between the first reference weather station and the second reference weather station;
for each time point, obtaining, by the processor, a pressure difference offset for one of the data points of the pair of simultaneous data points based on the pressure gradient difference and the pressure difference;
determining, by the processor, an average pressure difference offset between the first reference weather station and the second reference weather station by averaging the pressure difference offsets for the pairs of simultaneous data points; and
calibrating, by the processor, the second reference weather station using the average pressure difference offset.
2. The method of claim 1 , wherein determining the pressure gradient difference between the first reference weather station and the second reference weather station further comprises:
multiplying the pressure gradient by the distance between the first reference weather station and the second reference weather station.
3. The method of claim 1 , wherein obtaining the pressure difference offset for one of the data points of the pair of simultaneous data points further comprises:
subtracting the pressure gradient difference from the pressure difference.