Mapping Progression and Severity of a Southern Colorado Spruce Beetle Outbreak Using Calibrated Image Composites
An ongoing spruce beetle (Dendroctonus rufipennis Kirby.) epidemic in southern Colorado has resulted in the death of thousands of acres of forests primarily dominated by Engelmann spruce (Picea engelmannii Parry.). To evaluate the ecological and economic impacts of this massive mortality event, rese...
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doaj-43a4167366ea4df59b80f2a6ed09494a2020-11-25T01:41:03ZengMDPI AGForests1999-49072018-06-019633610.3390/f9060336f9060336Mapping Progression and Severity of a Southern Colorado Spruce Beetle Outbreak Using Calibrated Image CompositesBrian David Woodward0Paul Harrison Evangelista1Anthony Grant Vorster2Natural Resource Ecology Laboratory, Colorado State University, Fort Collins, CO 80523, USANatural Resource Ecology Laboratory, Colorado State University, Fort Collins, CO 80523, USANatural Resource Ecology Laboratory, Colorado State University, Fort Collins, CO 80523, USAAn ongoing spruce beetle (Dendroctonus rufipennis Kirby.) epidemic in southern Colorado has resulted in the death of thousands of acres of forests primarily dominated by Engelmann spruce (Picea engelmannii Parry.). To evaluate the ecological and economic impacts of this massive mortality event, researchers and land managers need to efficiently track its progression, spread, and severity across large spatial extents. In this study, mortality severity (0–100% dead) was successfully mapped at the Landsat pixel scale (30 × 30 m) across a large (5000 km2), persistently cloud-covered study area using multi-sensor (Landsat 5 Thematic Mapper (TM), Landsat 7 Enhanced Thematic Mapper Plus (ETM+) and Landsat 8 Operational Land Imager (OLI)) harmonized tasseled cap image composites as spectral predictors of gray stage spruce beetle mortality. Our maps display the distribution and severity of this landscape-scale mortality event in 2011 (R2 = 0.48, root mean squared error (RMSE) = 7.7) and 2015 (R2 = 0.55, RMSE = 11.6). Potential applications of this study include efficient landscape-scale forest health monitoring, targeted forest and timber management, and assessment of ecological impacts of bark beetle outbreaks.http://www.mdpi.com/1999-4907/9/6/336bark beetleLandsatforest health monitoringremote sensingharmonizationmortality severityLandsatLinkr |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Brian David Woodward Paul Harrison Evangelista Anthony Grant Vorster |
spellingShingle |
Brian David Woodward Paul Harrison Evangelista Anthony Grant Vorster Mapping Progression and Severity of a Southern Colorado Spruce Beetle Outbreak Using Calibrated Image Composites Forests bark beetle Landsat forest health monitoring remote sensing harmonization mortality severity LandsatLinkr |
author_facet |
Brian David Woodward Paul Harrison Evangelista Anthony Grant Vorster |
author_sort |
Brian David Woodward |
title |
Mapping Progression and Severity of a Southern Colorado Spruce Beetle Outbreak Using Calibrated Image Composites |
title_short |
Mapping Progression and Severity of a Southern Colorado Spruce Beetle Outbreak Using Calibrated Image Composites |
title_full |
Mapping Progression and Severity of a Southern Colorado Spruce Beetle Outbreak Using Calibrated Image Composites |
title_fullStr |
Mapping Progression and Severity of a Southern Colorado Spruce Beetle Outbreak Using Calibrated Image Composites |
title_full_unstemmed |
Mapping Progression and Severity of a Southern Colorado Spruce Beetle Outbreak Using Calibrated Image Composites |
title_sort |
mapping progression and severity of a southern colorado spruce beetle outbreak using calibrated image composites |
publisher |
MDPI AG |
series |
Forests |
issn |
1999-4907 |
publishDate |
2018-06-01 |
description |
An ongoing spruce beetle (Dendroctonus rufipennis Kirby.) epidemic in southern Colorado has resulted in the death of thousands of acres of forests primarily dominated by Engelmann spruce (Picea engelmannii Parry.). To evaluate the ecological and economic impacts of this massive mortality event, researchers and land managers need to efficiently track its progression, spread, and severity across large spatial extents. In this study, mortality severity (0–100% dead) was successfully mapped at the Landsat pixel scale (30 × 30 m) across a large (5000 km2), persistently cloud-covered study area using multi-sensor (Landsat 5 Thematic Mapper (TM), Landsat 7 Enhanced Thematic Mapper Plus (ETM+) and Landsat 8 Operational Land Imager (OLI)) harmonized tasseled cap image composites as spectral predictors of gray stage spruce beetle mortality. Our maps display the distribution and severity of this landscape-scale mortality event in 2011 (R2 = 0.48, root mean squared error (RMSE) = 7.7) and 2015 (R2 = 0.55, RMSE = 11.6). Potential applications of this study include efficient landscape-scale forest health monitoring, targeted forest and timber management, and assessment of ecological impacts of bark beetle outbreaks. |
topic |
bark beetle Landsat forest health monitoring remote sensing harmonization mortality severity LandsatLinkr |
url |
http://www.mdpi.com/1999-4907/9/6/336 |
work_keys_str_mv |
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