Time series of the intercept − v/u (upper panel) and the opening factor parameter u (bottom panel) as in Fig. 1 but calculated from the surface flux transport/current sheet source surface model (in black). The blue and red curves are the results from the model with extra sunspot groups corresponding to the synoptic magnetograms in Fig. 4, upper and middle panels, respectively. We only display the results for the northern hemisphere here.