Performance evaluation of rain level estimation from CMLs

25 Jun 2019, 14:50
1h
large seminar room (KIT Campus Alpin)

large seminar room

KIT Campus Alpin

Kreuzeckbahnstraße 19 82467 Garmisch-Partenkirchen
Poster Specific HyMet CML research topics (presentations on Day2, posters on Day1) Posters with coffee and cake

Speaker

Taeer Weiss

Description

The Cramér–Rao bound (CRB), a common measure of performance estimation, which expresses
a lower bound on the variance of unbiased estimators of an unknown parameter,
represents the case of estimating “no rain” by R ̂=0, i.e. one step estimation.
Commonly, rain estimation is performed in two steps:

  1. Detection, model selection
  2. Estimation of selected model parameters

We propose a performance evaluation measure for the two steps estimation case.
This performance evaluation measure takes into account estimation errors of the true model parameters, miss detection errors caused when choosing the wrong model and thus not estimating the true parameters, and false alarm errors caused when choosing the wrong model and thus estimating wrong parameters.

Primary author

Taeer Weiss

Co-authors

Prof. Hagit Messer-Yaron Dr. Tirza Routtenberg

Presentation Materials

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