Loading [MathJax]/extensions/tex2jax.js

Temporal rainfall disaggregation using a multiplicative cascade model for spatial application in urban hydrology

Research output: Chapter in book/report/conference proceedingConference contributionResearchpeer review

Authors

  • H. Müller
  • U. Haberlandt

Details

Original languageEnglish
Title of host publicationRainfall in Urban and Natural Systems
Subtitle of host publication Proceedings of the 10th International Workshop on Precipitation in Urban Areas, UrbanRain 2015
Publication statusPublished - 1 Dec 2015
Event10th International Workshop on Precipitation in Urban Areas: Rainfall in Urban and Natural Systems, UrbanRain 2015 - Pontresina, Switzerland
Duration: 1 Dec 20155 Dec 2015

Abstract

For urban hydrology rainfall time series with a high temporal resolution are crucial. Observed time series of this kind are very short in most cases, so they cannot be used. On the contrary, time series with lower temporal resolution (daily measurements) exists for much longer periods. The objective is to derive time series with a long duration and a high resolution by disaggregating time series of the non-recording stations with information of time series of the recording stations. The multiplicative random cascade model is a well-known disaggregation model for daily time series. For urban hydrology it can be assumed, that a day consists of only 1280 minutes in total as starting point for the disaggregation process (e.g. Molnar & Burlando, 2005). Three new variants for the cascade model have been analyzed, which are functional without this assumption. These methods are extensions of the uniform splitting approach with a branching number b=3 in the first disaggregation step of the cascade model, introduced by Müller and Haberlandt (2015). For all further disaggregation steps b=2 is applied, so that temporal resolutions of e.g. 15, 7.5 or 3.75 minutes are achieved.

ASJC Scopus subject areas

Cite this

Temporal rainfall disaggregation using a multiplicative cascade model for spatial application in urban hydrology. / Müller, H.; Haberlandt, U.
Rainfall in Urban and Natural Systems: Proceedings of the 10th International Workshop on Precipitation in Urban Areas, UrbanRain 2015. 2015. UR15-43.

Research output: Chapter in book/report/conference proceedingConference contributionResearchpeer review

Müller, H & Haberlandt, U 2015, Temporal rainfall disaggregation using a multiplicative cascade model for spatial application in urban hydrology. in Rainfall in Urban and Natural Systems: Proceedings of the 10th International Workshop on Precipitation in Urban Areas, UrbanRain 2015., UR15-43, 10th International Workshop on Precipitation in Urban Areas: Rainfall in Urban and Natural Systems, UrbanRain 2015, Pontresina, Switzerland, 1 Dec 2015.
Müller, H., & Haberlandt, U. (2015). Temporal rainfall disaggregation using a multiplicative cascade model for spatial application in urban hydrology. In Rainfall in Urban and Natural Systems: Proceedings of the 10th International Workshop on Precipitation in Urban Areas, UrbanRain 2015 Article UR15-43
Müller H, Haberlandt U. Temporal rainfall disaggregation using a multiplicative cascade model for spatial application in urban hydrology. In Rainfall in Urban and Natural Systems: Proceedings of the 10th International Workshop on Precipitation in Urban Areas, UrbanRain 2015. 2015. UR15-43
Müller, H. ; Haberlandt, U. / Temporal rainfall disaggregation using a multiplicative cascade model for spatial application in urban hydrology. Rainfall in Urban and Natural Systems: Proceedings of the 10th International Workshop on Precipitation in Urban Areas, UrbanRain 2015. 2015.
Download
@inproceedings{2b0926ae0da0423c9a3c785a15796e00,
title = "Temporal rainfall disaggregation using a multiplicative cascade model for spatial application in urban hydrology",
abstract = "For urban hydrology rainfall time series with a high temporal resolution are crucial. Observed time series of this kind are very short in most cases, so they cannot be used. On the contrary, time series with lower temporal resolution (daily measurements) exists for much longer periods. The objective is to derive time series with a long duration and a high resolution by disaggregating time series of the non-recording stations with information of time series of the recording stations. The multiplicative random cascade model is a well-known disaggregation model for daily time series. For urban hydrology it can be assumed, that a day consists of only 1280 minutes in total as starting point for the disaggregation process (e.g. Molnar & Burlando, 2005). Three new variants for the cascade model have been analyzed, which are functional without this assumption. These methods are extensions of the uniform splitting approach with a branching number b=3 in the first disaggregation step of the cascade model, introduced by M{\"u}ller and Haberlandt (2015). For all further disaggregation steps b=2 is applied, so that temporal resolutions of e.g. 15, 7.5 or 3.75 minutes are achieved.",
author = "H. M{\"u}ller and U. Haberlandt",
note = "Publisher Copyright: {\textcopyright} 2015 Rainfall in Urban and Natural Systems - Proceedings of the 10th International Workshop on Precipitation in Urban Areas, UrbanRain 2015. All rights reserved.; 10th International Workshop on Precipitation in Urban Areas: Rainfall in Urban and Natural Systems, UrbanRain 2015 ; Conference date: 01-12-2015 Through 05-12-2015",
year = "2015",
month = dec,
day = "1",
language = "English",
booktitle = "Rainfall in Urban and Natural Systems",

}

Download

TY - GEN

T1 - Temporal rainfall disaggregation using a multiplicative cascade model for spatial application in urban hydrology

AU - Müller, H.

AU - Haberlandt, U.

N1 - Publisher Copyright: © 2015 Rainfall in Urban and Natural Systems - Proceedings of the 10th International Workshop on Precipitation in Urban Areas, UrbanRain 2015. All rights reserved.

PY - 2015/12/1

Y1 - 2015/12/1

N2 - For urban hydrology rainfall time series with a high temporal resolution are crucial. Observed time series of this kind are very short in most cases, so they cannot be used. On the contrary, time series with lower temporal resolution (daily measurements) exists for much longer periods. The objective is to derive time series with a long duration and a high resolution by disaggregating time series of the non-recording stations with information of time series of the recording stations. The multiplicative random cascade model is a well-known disaggregation model for daily time series. For urban hydrology it can be assumed, that a day consists of only 1280 minutes in total as starting point for the disaggregation process (e.g. Molnar & Burlando, 2005). Three new variants for the cascade model have been analyzed, which are functional without this assumption. These methods are extensions of the uniform splitting approach with a branching number b=3 in the first disaggregation step of the cascade model, introduced by Müller and Haberlandt (2015). For all further disaggregation steps b=2 is applied, so that temporal resolutions of e.g. 15, 7.5 or 3.75 minutes are achieved.

AB - For urban hydrology rainfall time series with a high temporal resolution are crucial. Observed time series of this kind are very short in most cases, so they cannot be used. On the contrary, time series with lower temporal resolution (daily measurements) exists for much longer periods. The objective is to derive time series with a long duration and a high resolution by disaggregating time series of the non-recording stations with information of time series of the recording stations. The multiplicative random cascade model is a well-known disaggregation model for daily time series. For urban hydrology it can be assumed, that a day consists of only 1280 minutes in total as starting point for the disaggregation process (e.g. Molnar & Burlando, 2005). Three new variants for the cascade model have been analyzed, which are functional without this assumption. These methods are extensions of the uniform splitting approach with a branching number b=3 in the first disaggregation step of the cascade model, introduced by Müller and Haberlandt (2015). For all further disaggregation steps b=2 is applied, so that temporal resolutions of e.g. 15, 7.5 or 3.75 minutes are achieved.

UR - http://www.scopus.com/inward/record.url?scp=85071015019&partnerID=8YFLogxK

M3 - Conference contribution

AN - SCOPUS:85071015019

BT - Rainfall in Urban and Natural Systems

T2 - 10th International Workshop on Precipitation in Urban Areas: Rainfall in Urban and Natural Systems, UrbanRain 2015

Y2 - 1 December 2015 through 5 December 2015

ER -