A method is proposed to create SPPDF based on an ensemble of forecasts. Following Roulston and Smith (2003), error statistics associated with the ensemble member with the smallest overall track error (i.e., a posteriori “best member” selected separately for each case in a sample) are used to specify kernels placed on each member of the real time ensemble.
Error statistics are assessed for Atlantic TCs from 2009 for both the 20-member NCEP GEFS global ensemble and the 6-member ensemble of unperturbed high-resolution forecasts from various centers that contribute to the consensus TCVN guidance. SPPDF forecasts are then prepared and evaluated for 2010 TCs. An advantage of SPPDF is that from it the probability of a storm striking any arbitrary, user defined region can be easily determined. Error cone information reflecting case dependent uncertainty indicated by the ensemble is also derived from the SPPDF and is compared with the NHC's official and static error cone forecasts.
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