Modeling of Permafrost Distribution in the Semi-arid Chilean Andes

The distribution of mountain permafrost is generally modeled using a combination of statistical techniques and empirical variables. Such models, based on topographic, climatic and geomorphological predictors of permafrost, have been widely used to estimate the spatial distribution of mountain permaf...

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Main Author: Azocar, Guillermo
Format: Master Thesis
Language:English
Published: University of Waterloo 2013
Subjects:
gam
Gam
Online Access:http://hdl.handle.net/10012/8109
id ftunivwaterloo:oai:uwspace.uwaterloo.ca:10012/8109
record_format openpolar
spelling ftunivwaterloo:oai:uwspace.uwaterloo.ca:10012/8109 2023-05-15T17:55:28+02:00 Modeling of Permafrost Distribution in the Semi-arid Chilean Andes Azocar, Guillermo 2013 http://hdl.handle.net/10012/8109 en eng University of Waterloo http://hdl.handle.net/10012/8109 modeling semi-arid rockglaciers huasco gam linear mixed-effect model mountain LMEM chilean andes semi-arid Chilean Andes permafrost modeling of permafrost rock glacier andes chile maat mean annual air temperature semiarid rockglacier elqui limari choapa Geography Master Thesis 2013 ftunivwaterloo 2022-06-18T22:59:55Z The distribution of mountain permafrost is generally modeled using a combination of statistical techniques and empirical variables. Such models, based on topographic, climatic and geomorphological predictors of permafrost, have been widely used to estimate the spatial distribution of mountain permafrost in North America and Europe. However at present, little knowledge about the distribution and characteristics of mountain permafrost is available for the Andes. In addition, the effects of climate change on slope stability and the hydrological system, and the pressure of mining activities have increased concerns about the knowledge of mountain permafrost in the Andes. In order to model permafrost distribution in the semi-arid Chilean Andes between ~29°S and 32°S, an inventory of rock glaciers is carried out to obtain a variable indicative of the presence and absence of permafrost conditions. Then a Linear Mixed-Effects Model (LMEM) is used to determine the spatial distribution of Mean Annual Air Temperature (MAATs), which is then used as one of the predictors of permafrost occurrence. Later, a Generalized Additive Model (GAM) with a logistic link function is used to predict permafrost occurrence in debris surfaces within the study area. Within the study area, 3575 rock glaciers were inventoried. Of these, 1075 were classified as active, 493 as inactive, 343 as intact and 1664 as relict forms, based on visual interpretation of satellite imagery. Many of the rock glaciers (~60-80%) are situated at positive MAAT, and the number of rock glaciers at negative MAAT greatly decreases from north to south. The results of spatial temperature distribution modeling indicated that the temperature changes by -0.71°C per each 100 m increase in altitude, and that there is a 4°C temperature difference between the northern and southern part of the study area. The altitudinal position of the 0°C MAAT isotherm is situated at ~4250 m a.s.l. in the northern (29°S) section and drops latitudinally to ~4000 m a.s.l. in the southern section ... Master Thesis permafrost University of Waterloo, Canada: Institutional Repository Gam ENVELOPE(-57.955,-57.955,-61.923,-61.923)
institution Open Polar
collection University of Waterloo, Canada: Institutional Repository
op_collection_id ftunivwaterloo
language English
topic modeling
semi-arid
rockglaciers
huasco
gam
linear mixed-effect model
mountain
LMEM
chilean andes
semi-arid Chilean Andes
permafrost
modeling of permafrost
rock glacier
andes
chile
maat
mean annual air temperature
semiarid
rockglacier
elqui
limari
choapa
Geography
spellingShingle modeling
semi-arid
rockglaciers
huasco
gam
linear mixed-effect model
mountain
LMEM
chilean andes
semi-arid Chilean Andes
permafrost
modeling of permafrost
rock glacier
andes
chile
maat
mean annual air temperature
semiarid
rockglacier
elqui
limari
choapa
Geography
Azocar, Guillermo
Modeling of Permafrost Distribution in the Semi-arid Chilean Andes
topic_facet modeling
semi-arid
rockglaciers
huasco
gam
linear mixed-effect model
mountain
LMEM
chilean andes
semi-arid Chilean Andes
permafrost
modeling of permafrost
rock glacier
andes
chile
maat
mean annual air temperature
semiarid
rockglacier
elqui
limari
choapa
Geography
description The distribution of mountain permafrost is generally modeled using a combination of statistical techniques and empirical variables. Such models, based on topographic, climatic and geomorphological predictors of permafrost, have been widely used to estimate the spatial distribution of mountain permafrost in North America and Europe. However at present, little knowledge about the distribution and characteristics of mountain permafrost is available for the Andes. In addition, the effects of climate change on slope stability and the hydrological system, and the pressure of mining activities have increased concerns about the knowledge of mountain permafrost in the Andes. In order to model permafrost distribution in the semi-arid Chilean Andes between ~29°S and 32°S, an inventory of rock glaciers is carried out to obtain a variable indicative of the presence and absence of permafrost conditions. Then a Linear Mixed-Effects Model (LMEM) is used to determine the spatial distribution of Mean Annual Air Temperature (MAATs), which is then used as one of the predictors of permafrost occurrence. Later, a Generalized Additive Model (GAM) with a logistic link function is used to predict permafrost occurrence in debris surfaces within the study area. Within the study area, 3575 rock glaciers were inventoried. Of these, 1075 were classified as active, 493 as inactive, 343 as intact and 1664 as relict forms, based on visual interpretation of satellite imagery. Many of the rock glaciers (~60-80%) are situated at positive MAAT, and the number of rock glaciers at negative MAAT greatly decreases from north to south. The results of spatial temperature distribution modeling indicated that the temperature changes by -0.71°C per each 100 m increase in altitude, and that there is a 4°C temperature difference between the northern and southern part of the study area. The altitudinal position of the 0°C MAAT isotherm is situated at ~4250 m a.s.l. in the northern (29°S) section and drops latitudinally to ~4000 m a.s.l. in the southern section ...
format Master Thesis
author Azocar, Guillermo
author_facet Azocar, Guillermo
author_sort Azocar, Guillermo
title Modeling of Permafrost Distribution in the Semi-arid Chilean Andes
title_short Modeling of Permafrost Distribution in the Semi-arid Chilean Andes
title_full Modeling of Permafrost Distribution in the Semi-arid Chilean Andes
title_fullStr Modeling of Permafrost Distribution in the Semi-arid Chilean Andes
title_full_unstemmed Modeling of Permafrost Distribution in the Semi-arid Chilean Andes
title_sort modeling of permafrost distribution in the semi-arid chilean andes
publisher University of Waterloo
publishDate 2013
url http://hdl.handle.net/10012/8109
long_lat ENVELOPE(-57.955,-57.955,-61.923,-61.923)
geographic Gam
geographic_facet Gam
genre permafrost
genre_facet permafrost
op_relation http://hdl.handle.net/10012/8109
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