Projecting Changes in S. Florida Rainfall for the 21st century: Scenarios, Downscaling and Analysis

Developing scenarios for climate change adaptation for sub-tropical coastal areas where changes in precipitation have consequences for drought and flood is necessary. Here, a Non-Homogeneous Hidden Markov Model (NHMM) is applied for simulating future daily rainfall at nineteen stations in South Flor...

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Main Authors: CIOFFI, Francesco, A. Monti, F. Conticello, U. Lall
Other Authors: American Geophysical Union, Cioffi, Francesco, Monti, A., Conticello, F., Lall, U.
Format: Conference Object
Language:English
Published: AGU 2013
Subjects:
Online Access:http://hdl.handle.net/11573/548220
http://abstractsearch.agu.org/meetings/2013/FM/sections/GC/sessions/GC43C/abstracts/GC43C-1061.html
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spelling ftunivromairis:oai:iris.uniroma1.it:11573/548220 2024-02-04T10:02:40+01:00 Projecting Changes in S. Florida Rainfall for the 21st century: Scenarios, Downscaling and Analysis CIOFFI, Francesco A. Monti F. Conticello U. Lall American Geophysical Union Cioffi, Francesco Monti, A. Conticello, F. Lall, U. 2013 ELETTRONICO http://hdl.handle.net/11573/548220 http://abstractsearch.agu.org/meetings/2013/FM/sections/GC/sessions/GC43C/abstracts/GC43C-1061.html eng eng AGU country:USA place:Washington ispartofbook:AGU Meetings Abstract database 2013 Fall Meeting AGU2013 volume:Abstract GC43C-1061 presented at 2013 Fall Meeting, AGU, San Francisco, Calif., 9-13 Dec. http://hdl.handle.net/11573/548220 http://abstractsearch.agu.org/meetings/2013/FM/sections/GC/sessions/GC43C/abstracts/GC43C-1061.html rainfall downscaling climate change Non homogeneous hidden markov models info:eu-repo/semantics/conferenceObject 2013 ftunivromairis 2024-01-10T17:55:14Z Developing scenarios for climate change adaptation for sub-tropical coastal areas where changes in precipitation have consequences for drought and flood is necessary. Here, a Non-Homogeneous Hidden Markov Model (NHMM) is applied for simulating future daily rainfall at nineteen stations in South Florida. The CMIP 5 simulation of the coupled ocean-atmosphere model CMCC-CMS from 1950-2100 is used for projection. The application directly considers seasonality through changes in the driving variables, rather than developing separate models for each canonical season. Biases between the re-analysis model and retrospective simulations of the CMCC-CMS are addressed. The results indicate that, as a consequence of increase of the CO2 concentration and temperature, South Florida may be subjected to drier conditions for most of the year. The number of wet days reduces while extreme rainfall frequency increases. These are consistent with trends of rainfall observed in the recent data. A modest reduction in total rainfall in the February to May period, and a slight increase in the September-October projected rainfall is noted. Changes in the expression of the North Atlantic Subtropical High in the model appear to correspond to circulation changes that determine the new seasonality and patterns of rainfall in the region. Conference Object North Atlantic Sapienza Università di Roma: CINECA IRIS
institution Open Polar
collection Sapienza Università di Roma: CINECA IRIS
op_collection_id ftunivromairis
language English
topic rainfall downscaling
climate change
Non homogeneous hidden markov models
spellingShingle rainfall downscaling
climate change
Non homogeneous hidden markov models
CIOFFI, Francesco
A. Monti
F. Conticello
U. Lall
Projecting Changes in S. Florida Rainfall for the 21st century: Scenarios, Downscaling and Analysis
topic_facet rainfall downscaling
climate change
Non homogeneous hidden markov models
description Developing scenarios for climate change adaptation for sub-tropical coastal areas where changes in precipitation have consequences for drought and flood is necessary. Here, a Non-Homogeneous Hidden Markov Model (NHMM) is applied for simulating future daily rainfall at nineteen stations in South Florida. The CMIP 5 simulation of the coupled ocean-atmosphere model CMCC-CMS from 1950-2100 is used for projection. The application directly considers seasonality through changes in the driving variables, rather than developing separate models for each canonical season. Biases between the re-analysis model and retrospective simulations of the CMCC-CMS are addressed. The results indicate that, as a consequence of increase of the CO2 concentration and temperature, South Florida may be subjected to drier conditions for most of the year. The number of wet days reduces while extreme rainfall frequency increases. These are consistent with trends of rainfall observed in the recent data. A modest reduction in total rainfall in the February to May period, and a slight increase in the September-October projected rainfall is noted. Changes in the expression of the North Atlantic Subtropical High in the model appear to correspond to circulation changes that determine the new seasonality and patterns of rainfall in the region.
author2 American Geophysical Union
Cioffi, Francesco
Monti, A.
Conticello, F.
Lall, U.
format Conference Object
author CIOFFI, Francesco
A. Monti
F. Conticello
U. Lall
author_facet CIOFFI, Francesco
A. Monti
F. Conticello
U. Lall
author_sort CIOFFI, Francesco
title Projecting Changes in S. Florida Rainfall for the 21st century: Scenarios, Downscaling and Analysis
title_short Projecting Changes in S. Florida Rainfall for the 21st century: Scenarios, Downscaling and Analysis
title_full Projecting Changes in S. Florida Rainfall for the 21st century: Scenarios, Downscaling and Analysis
title_fullStr Projecting Changes in S. Florida Rainfall for the 21st century: Scenarios, Downscaling and Analysis
title_full_unstemmed Projecting Changes in S. Florida Rainfall for the 21st century: Scenarios, Downscaling and Analysis
title_sort projecting changes in s. florida rainfall for the 21st century: scenarios, downscaling and analysis
publisher AGU
publishDate 2013
url http://hdl.handle.net/11573/548220
http://abstractsearch.agu.org/meetings/2013/FM/sections/GC/sessions/GC43C/abstracts/GC43C-1061.html
genre North Atlantic
genre_facet North Atlantic
op_relation ispartofbook:AGU Meetings Abstract database 2013 Fall Meeting
AGU2013
volume:Abstract GC43C-1061 presented at 2013 Fall Meeting, AGU, San Francisco, Calif., 9-13 Dec.
http://hdl.handle.net/11573/548220
http://abstractsearch.agu.org/meetings/2013/FM/sections/GC/sessions/GC43C/abstracts/GC43C-1061.html
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