Pintamaan geokemiaa selittävät tekijät muuttuvassa tundraympäristössä

Ongoing climate change is altering sensitive tundra environments. However, the impacts of these changes on topsoil geochemistry are still not fully understood even though their feedbacks might have the potential to change even the global climate system. Therefore, it is of great importance to study...

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Main Author: Virkkala, Anna-Maria
Other Authors: Helsingin yliopisto, Matemaattis-luonnontieteellinen tiedekunta, Geotieteiden ja maantieteen laitos, University of Helsinki, Faculty of Science, Department of Geosciences and Geography, Helsingfors universitet, Matematisk-naturvetenskapliga fakulteten, Institutionen för geovetenskaper och geografi
Format: Master Thesis
Language:Finnish
Published: Helsingfors universitet 2016
Subjects:
Online Access:http://hdl.handle.net/10138/160821
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author Virkkala, Anna-Maria
author2 Helsingin yliopisto, Matemaattis-luonnontieteellinen tiedekunta, Geotieteiden ja maantieteen laitos
University of Helsinki, Faculty of Science, Department of Geosciences and Geography
Helsingfors universitet, Matematisk-naturvetenskapliga fakulteten, Institutionen för geovetenskaper och geografi
author_facet Virkkala, Anna-Maria
author_sort Virkkala, Anna-Maria
collection HELDA – University of Helsinki Open Repository
description Ongoing climate change is altering sensitive tundra environments. However, the impacts of these changes on topsoil geochemistry are still not fully understood even though their feedbacks might have the potential to change even the global climate system. Therefore, it is of great importance to study the relative importance of climatic and other environmental factors affecting topsoil geochemistry. This thesis examines the factors and processes regulating topsoil geochemistry and its sensitivity to climate change. The aim of the research was also to link local observations to regional models and predictions in order to improve the quality of digital soil maps. Field data (n=429) was collected from a landscape-scale research area (72 km²) in northern Norway (69° 90' N and 26° 20' E). Soil samples were analyzed in the laboratory and the concentrations of total nitrogen, phosphorous, total carbon, calcium, iron and pH were measured. Geochemical variables were modelled against environmental data comprising of soil moisture and derivatives of a climate model, an elevation model, Landsat-satellite images and aerial images. The relationships between the geochemical and environmental data were described using NMDS ordination method and modelled, predicted and simulated with generalized boosted models (GBM) and structural equation modelling (SEM). The distribution of the topsoil geochemistry based on the GBM model predictions was similar between the geochemical variables: there was a decrease of nutrient concentrations with increasing elevation and distance to tundra streams and with increasing mountain birch abundance. Topsoil geochemistry varied markedly over short distances, especially in mountain birch forest where the extreme ends of the geochemical gradient could be found even within a 100 m radius. Climate was the most important factor governing all the geochemical variables based on the GBM models but it affected topsoil geochemistry partly through soil moisture, the role of which was at times bigger than the role ...
format Master Thesis
genre Northern Norway
Tundra
genre_facet Northern Norway
Tundra
geographic Norway
geographic_facet Norway
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institution Open Polar
language Finnish
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spelling ftunivhelsihelda:oai:helda.helsinki.fi:10138/160821 2025-01-16T23:54:01+00:00 Pintamaan geokemiaa selittävät tekijät muuttuvassa tundraympäristössä Virkkala, Anna-Maria Helsingin yliopisto, Matemaattis-luonnontieteellinen tiedekunta, Geotieteiden ja maantieteen laitos University of Helsinki, Faculty of Science, Department of Geosciences and Geography Helsingfors universitet, Matematisk-naturvetenskapliga fakulteten, Institutionen för geovetenskaper och geografi 2016 application/pdf http://hdl.handle.net/10138/160821 fin fin Helsingfors universitet University of Helsinki Helsingin yliopisto URN:NBN:fi-fe2017112252311 http://hdl.handle.net/10138/160821 Geography Maantiede Geografi pro gradu-avhandlingar pro gradu -tutkielmat master's thesis 2016 ftunivhelsihelda 2023-07-28T06:17:23Z Ongoing climate change is altering sensitive tundra environments. However, the impacts of these changes on topsoil geochemistry are still not fully understood even though their feedbacks might have the potential to change even the global climate system. Therefore, it is of great importance to study the relative importance of climatic and other environmental factors affecting topsoil geochemistry. This thesis examines the factors and processes regulating topsoil geochemistry and its sensitivity to climate change. The aim of the research was also to link local observations to regional models and predictions in order to improve the quality of digital soil maps. Field data (n=429) was collected from a landscape-scale research area (72 km²) in northern Norway (69° 90' N and 26° 20' E). Soil samples were analyzed in the laboratory and the concentrations of total nitrogen, phosphorous, total carbon, calcium, iron and pH were measured. Geochemical variables were modelled against environmental data comprising of soil moisture and derivatives of a climate model, an elevation model, Landsat-satellite images and aerial images. The relationships between the geochemical and environmental data were described using NMDS ordination method and modelled, predicted and simulated with generalized boosted models (GBM) and structural equation modelling (SEM). The distribution of the topsoil geochemistry based on the GBM model predictions was similar between the geochemical variables: there was a decrease of nutrient concentrations with increasing elevation and distance to tundra streams and with increasing mountain birch abundance. Topsoil geochemistry varied markedly over short distances, especially in mountain birch forest where the extreme ends of the geochemical gradient could be found even within a 100 m radius. Climate was the most important factor governing all the geochemical variables based on the GBM models but it affected topsoil geochemistry partly through soil moisture, the role of which was at times bigger than the role ... Master Thesis Northern Norway Tundra HELDA – University of Helsinki Open Repository Norway
spellingShingle Geography
Maantiede
Geografi
Virkkala, Anna-Maria
Pintamaan geokemiaa selittävät tekijät muuttuvassa tundraympäristössä
title Pintamaan geokemiaa selittävät tekijät muuttuvassa tundraympäristössä
title_full Pintamaan geokemiaa selittävät tekijät muuttuvassa tundraympäristössä
title_fullStr Pintamaan geokemiaa selittävät tekijät muuttuvassa tundraympäristössä
title_full_unstemmed Pintamaan geokemiaa selittävät tekijät muuttuvassa tundraympäristössä
title_short Pintamaan geokemiaa selittävät tekijät muuttuvassa tundraympäristössä
title_sort pintamaan geokemiaa selittävät tekijät muuttuvassa tundraympäristössä
topic Geography
Maantiede
Geografi
topic_facet Geography
Maantiede
Geografi
url http://hdl.handle.net/10138/160821