Spatiotemporal Approaches for Quality Control and Error Correction of Atmospheric Data through Machine Learning

Table 7

MLQC-ST results on raw data together with AWS data using SVR.

Weather element	Correlation coefficient	RMSE	3σ error		# omitted data	Time (sec)
			#err/#total	Rateerr(%)
Temperature	0.9975	0.3863	19/7923	0.24	1742	1048.5
Humidity	0.9927	1.8442	20/4406	0.45	2023	121.375
u	0.3659	0.3750	15/2029	0.74	5225	10.5
	0.5347	0.4845	28/2029	1.38	5225	9.875