This paper proposes an automated method for the selection of rainfall data (duration, D, and cumulated, E), responsible for shallow landslide initiation. The method mimics an expert person identifying D and E from rainfall records through a manual procedure whose rules are applied according to her/his judgement. The comparison between the two methods is based on 300 dD–E pairs drawn from temporal rainfall data series recorded in a 30 days time-lag before the landslide occurrence. Statistical tests, employed on D and E samples considered both paired and independent values to verify whether they belong to the same population, show that the automated procedure is able to replicate the expert pairs drawn by the expert judgment. Furthermore, a criterion based on cumulated distribution functions (CDFs) is proposed to select the most related dD–E pairs to the expert one among the 6 drawn from the coded procedure for tracing the empirical rainfall threshold line.

Mimic expert judgement through automated procedure for selecting rainfall events responsible for shallow landslide: a statistical approach to validation

VESSIA, Giovanna;
2016-01-01

Abstract

This paper proposes an automated method for the selection of rainfall data (duration, D, and cumulated, E), responsible for shallow landslide initiation. The method mimics an expert person identifying D and E from rainfall records through a manual procedure whose rules are applied according to her/his judgement. The comparison between the two methods is based on 300 dD–E pairs drawn from temporal rainfall data series recorded in a 30 days time-lag before the landslide occurrence. Statistical tests, employed on D and E samples considered both paired and independent values to verify whether they belong to the same population, show that the automated procedure is able to replicate the expert pairs drawn by the expert judgment. Furthermore, a criterion based on cumulated distribution functions (CDFs) is proposed to select the most related dD–E pairs to the expert one among the 6 drawn from the coded procedure for tracing the empirical rainfall threshold line.
File in questo prodotto:
File Dimensione Formato  
CAGEO2016_VESSIA.pdf

Solo gestori archivio

Tipologia: PDF editoriale
Dimensione 4.33 MB
Formato Adobe PDF
4.33 MB Adobe PDF   Visualizza/Apri   Richiedi una copia
CAGEO-D-15-00434R2.pdf

accesso aperto

Tipologia: Documento in Post-print
Dimensione 1.27 MB
Formato Adobe PDF
1.27 MB Adobe PDF Visualizza/Apri

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11564/640723
Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus 14
  • ???jsp.display-item.citation.isi??? 15
social impact