Satellite to model comparisons of volcanic ash emissions in the North Pacific

DSpace/Manakin Repository

Show simple item record Steensen, Torge S. 2014-10-30T20:21:11Z 2014-10-30T20:21:11Z 2013-12
dc.description Thesis (Ph.D.) University of Alaska Fairbanks, 2013
dc.description.abstract To detect, analyze and predict the movement of volcanic ash in real time, dispersion models and satellite remote sensing data are important. A combination of both approaches is discussed here to enhance the techniques currently used to quantify volcanic ash emissions, based on case studies of the eruptions of the Kasatochi (Alaska, USA, 2008), Mount Redoubt (Alaska, USA, 2009) and Sarychev Peak (Russia, 2009) volcanoes. Results suggest a quantitative approach determining masses from satellite images can be problematic due to uncertainties in knowledge of input values, most importantly the ground surface temperature required in the mass retrieval. Furthermore, a volcanic ash transport and dispersion model simulation requires its own set of accurate input parameters to forecast an ash cloud's future location. Such input parameters are often difficult to assess, especially in real time volcano monitoring, and default values are often used for simplification. The objective of this dissertation is to find a quantitative comparison technique to apply to satellite and volcanic ash transport and dispersion models that reduces the inherent uncertainty in the results. The binary 'Ash -- No Ash' approach focusing on spatial extent rather than absolute masses is suggested, where the ash extent in satellite data is quantitatively compared to that in the dispersion model's domain. In this technique, neither satellite data nor dispersion model results are regarded as the truth. The Critical Success Index (CSI) as well as Model and Satellite Excess values (ME and SE, respectively) are introduced as comparison tools. This approach reduces uncertainties in the analysis of airborne volcanic ash and, due to the reduced list of input parameters and assumptions in satellite and model data, the results will be improved. This decreased complexity of the analysis, combined with a reduced error as the defined edge of ash cloud is compared in each method rather than defined threshold or mass loading, will have important implications for real time monitoring of volcanic ash emissions. It allows for simpler, more easily implemented operational monitoring of volcanic ash movements. en_US
dc.description.tableofcontents Chapter 1. Introduction -- Chapter 2. Qualitative comparison of Mount Redoubt 2009 volcanic clouds using the PUFF and WRF-Chem dispersion models and satellite remote sensing data -- Chapter 3. Qualitative analysis of input parameters for satellite-based quantification of airborne volcanic ash -- Chapter 4. Quantitative comparison of volcanic ash observations in satellite-based remote sensing data and WRF-chem model simulations -- Chapter 5. Improvements on volcanic ash quantification in the Puff Volcanic Ash Tracking and Dispersion Satellite Thermal Infrared Remote Sensing Data -- Chapter 6. Conclusions. en_US
dc.language.iso en_US en_US
dc.title Satellite to model comparisons of volcanic ash emissions in the North Pacific en_US
dc.type Thesis phd
dc.identifier.department Department of Geology and Geophysics
dc.contributor.chair Webley, Peter
dc.contributor.committee Beget, James
dc.contributor.committee Dehn, Jonathan
dc.contributor.committee Stuefer, Martin

Files in this item

This item appears in the following Collection(s)

Show simple item record

Search ScholarWorks@UA

Advanced Search


My Account