A comparison of airborne and simulated EnMap Hyperspectral Imagery for mapping bedrock classes in the Canadian Arctic

The upcoming launch of the German hyperspectral satellite: Environmental Mapping and Analysis Program (EnMAP) will provide potential for producing improved remotely sensed maps in areas of exposed bedrock in advance of Arctic geology programs. This study investigates the usefulness of this moderate...

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Bibliographic Details
Main Author: MacLeod, Roger
Other Authors: Niemann, K. O. (Kurt Olaf)
Format: Thesis
Language:English
Published: 2017
Subjects:
Online Access:https://dspace.library.uvic.ca//handle/1828/8699
id ftuvicpubl:oai:dspace.library.uvic.ca:1828/8699
record_format openpolar
spelling ftuvicpubl:oai:dspace.library.uvic.ca:1828/8699 2023-05-15T15:00:41+02:00 A comparison of airborne and simulated EnMap Hyperspectral Imagery for mapping bedrock classes in the Canadian Arctic MacLeod, Roger Niemann, K. O. (Kurt Olaf) 2017 application/pdf https://dspace.library.uvic.ca//handle/1828/8699 English en eng https://dspace.library.uvic.ca//handle/1828/8699 Available to the World Wide Web EnMap Hyperspectral Remote sensing Hope Bay Satellite Thesis 2017 ftuvicpubl 2022-05-19T06:11:25Z The upcoming launch of the German hyperspectral satellite: Environmental Mapping and Analysis Program (EnMAP) will provide potential for producing improved remotely sensed maps in areas of exposed bedrock in advance of Arctic geology programs. This study investigates the usefulness of this moderate resolution (30m) sensor for predictive lithological mapping using simulated imagery to classify a map area dominated by mafic and felsic volcanics and minor sedimentary and volcaniclastic rocks in the Hope Bay Greenstone Belt of the Northwest Territories. The assessment also included the classification of high resolution and fidelity airborne (ProSpecTIR–SPECIM Dual sensor) hyperspectral imagery for comparison to understand the impact of combined lower signal-to-noise ratio (SNR), and spectral and spatial resolutions associated with EnMap. The performance of both sensors was assessed through statistical analysis of the classification results based on partial unmixing of the data as well as common geological band indices. The results obtained from these analyses were compared to a detailed published geological map of the study area. Both sensors, the airborne ProSpecTIR–SPECIM and spaceborne EnMap, provided good results however despite the simulated EnMap data’s lower resolution and SNR, the results showed it to have greater statistical accuracy and to be visually representative of the mapped geology. The results demonstrated that EnMap satellite hyperspectral technology is an effective tool for mapping lithology in the Canadian North. The discrimination of rock compositions was successful when their occurrences were spatially large and abundant; however, it was identified that spectral similarity between unit classes and spectral variability within classes are critical factors in mapping lithology. Graduate Thesis Arctic Northwest Territories University of Victoria (Canada): UVicDSpace Arctic Hope Bay ENVELOPE(-57.038,-57.038,-63.403,-63.403) Northwest Territories
institution Open Polar
collection University of Victoria (Canada): UVicDSpace
op_collection_id ftuvicpubl
language English
topic EnMap
Hyperspectral
Remote sensing
Hope Bay
Satellite
spellingShingle EnMap
Hyperspectral
Remote sensing
Hope Bay
Satellite
MacLeod, Roger
A comparison of airborne and simulated EnMap Hyperspectral Imagery for mapping bedrock classes in the Canadian Arctic
topic_facet EnMap
Hyperspectral
Remote sensing
Hope Bay
Satellite
description The upcoming launch of the German hyperspectral satellite: Environmental Mapping and Analysis Program (EnMAP) will provide potential for producing improved remotely sensed maps in areas of exposed bedrock in advance of Arctic geology programs. This study investigates the usefulness of this moderate resolution (30m) sensor for predictive lithological mapping using simulated imagery to classify a map area dominated by mafic and felsic volcanics and minor sedimentary and volcaniclastic rocks in the Hope Bay Greenstone Belt of the Northwest Territories. The assessment also included the classification of high resolution and fidelity airborne (ProSpecTIR–SPECIM Dual sensor) hyperspectral imagery for comparison to understand the impact of combined lower signal-to-noise ratio (SNR), and spectral and spatial resolutions associated with EnMap. The performance of both sensors was assessed through statistical analysis of the classification results based on partial unmixing of the data as well as common geological band indices. The results obtained from these analyses were compared to a detailed published geological map of the study area. Both sensors, the airborne ProSpecTIR–SPECIM and spaceborne EnMap, provided good results however despite the simulated EnMap data’s lower resolution and SNR, the results showed it to have greater statistical accuracy and to be visually representative of the mapped geology. The results demonstrated that EnMap satellite hyperspectral technology is an effective tool for mapping lithology in the Canadian North. The discrimination of rock compositions was successful when their occurrences were spatially large and abundant; however, it was identified that spectral similarity between unit classes and spectral variability within classes are critical factors in mapping lithology. Graduate
author2 Niemann, K. O. (Kurt Olaf)
format Thesis
author MacLeod, Roger
author_facet MacLeod, Roger
author_sort MacLeod, Roger
title A comparison of airborne and simulated EnMap Hyperspectral Imagery for mapping bedrock classes in the Canadian Arctic
title_short A comparison of airborne and simulated EnMap Hyperspectral Imagery for mapping bedrock classes in the Canadian Arctic
title_full A comparison of airborne and simulated EnMap Hyperspectral Imagery for mapping bedrock classes in the Canadian Arctic
title_fullStr A comparison of airborne and simulated EnMap Hyperspectral Imagery for mapping bedrock classes in the Canadian Arctic
title_full_unstemmed A comparison of airborne and simulated EnMap Hyperspectral Imagery for mapping bedrock classes in the Canadian Arctic
title_sort comparison of airborne and simulated enmap hyperspectral imagery for mapping bedrock classes in the canadian arctic
publishDate 2017
url https://dspace.library.uvic.ca//handle/1828/8699
long_lat ENVELOPE(-57.038,-57.038,-63.403,-63.403)
geographic Arctic
Hope Bay
Northwest Territories
geographic_facet Arctic
Hope Bay
Northwest Territories
genre Arctic
Northwest Territories
genre_facet Arctic
Northwest Territories
op_relation https://dspace.library.uvic.ca//handle/1828/8699
op_rights Available to the World Wide Web
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