where \(\hat{y}\) is the noisy data, y is the observation data, std(y) refers to the standard deviation of the observation data, and N(0,1) is the normal distribution. The results are illustrated in Fig. 3d. It is discovered that the QGeoGNN is robust to data noise since the ...