The Uncertainty of Plot-Scale Forest Height Estimates from Complementary Spaceborne Observations in the Taiga-Tundra Ecotone

Satellite-based estimates of vegetation structure capture broad-scale vegetation characteristics as well as differences in vegetation structure at plot-scales. Active remote sensing from laser altimetry and radar systems is regularly used to measure vegetation height and infer vegetation structural...

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Published in:Remote Sensing
Main Authors: Paul Montesano, Guoqing Sun, Ralph Dubayah, Kenneth Ranson
Format: Text
Language:English
Published: Multidisciplinary Digital Publishing Institute 2014
Subjects:
Online Access:https://doi.org/10.3390/rs61010070
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author Paul Montesano
Guoqing Sun
Ralph Dubayah
Kenneth Ranson
author_facet Paul Montesano
Guoqing Sun
Ralph Dubayah
Kenneth Ranson
author_sort Paul Montesano
collection MDPI Open Access Publishing
container_issue 10
container_start_page 10070
container_title Remote Sensing
container_volume 6
description Satellite-based estimates of vegetation structure capture broad-scale vegetation characteristics as well as differences in vegetation structure at plot-scales. Active remote sensing from laser altimetry and radar systems is regularly used to measure vegetation height and infer vegetation structural attributes, however, the current uncertainty of their spaceborne measurements is likely to mask actual plot-scale differences in vertical structures in sparse forests. In the taiga (boreal forest)—tundra ecotone (TTE) the accumulated effect of subtle plot-scale differences in vegetation height across broad-scales may be significant. This paper examines the uncertainty of plot-scale forest canopy height measurements in northern Siberia Larix stands by combining complementary canopy surface elevations derived from satellite photogrammetry and ground elevations derived from the Geosciences Laser Altimeter System (GLAS) from the ICESat-1 satellite. With a linear model, spaceborne-derived canopy height measurements at the plot-scale predicted TTE stand height ~5 m–~10 m tall (R2 = 0.55, bootstrapped 95% confidence interval of R2 = 0.36–0.74) with an uncertainty ranging from ±0.86 m–1.37 m. A larger sample may mitigate the broad uncertainty of the model fit, however, the methodology provides a means for capturing plot-scale canopy height and its uncertainty from spaceborne data at GLAS footprints in sparse TTE forests and may serve as a basis for scaling up plot-level TTE vegetation height measurements to forest patches.
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spelling ftmdpi:oai:mdpi.com:/2072-4292/6/10/10070/ 2025-01-17T01:03:08+00:00 The Uncertainty of Plot-Scale Forest Height Estimates from Complementary Spaceborne Observations in the Taiga-Tundra Ecotone Paul Montesano Guoqing Sun Ralph Dubayah Kenneth Ranson agris 2014-10-21 application/pdf https://doi.org/10.3390/rs61010070 eng eng Multidisciplinary Digital Publishing Institute https://dx.doi.org/10.3390/rs61010070 https://creativecommons.org/licenses/by/4.0/ Remote Sensing Volume 6 Issue 10 Pages: 10070-10088 ecotone taiga tundra spaceborne uncertainty vegetation structure LiDAR stereo photogrammetry Text 2014 ftmdpi https://doi.org/10.3390/rs61010070 2023-09-10T23:54:29Z Satellite-based estimates of vegetation structure capture broad-scale vegetation characteristics as well as differences in vegetation structure at plot-scales. Active remote sensing from laser altimetry and radar systems is regularly used to measure vegetation height and infer vegetation structural attributes, however, the current uncertainty of their spaceborne measurements is likely to mask actual plot-scale differences in vertical structures in sparse forests. In the taiga (boreal forest)—tundra ecotone (TTE) the accumulated effect of subtle plot-scale differences in vegetation height across broad-scales may be significant. This paper examines the uncertainty of plot-scale forest canopy height measurements in northern Siberia Larix stands by combining complementary canopy surface elevations derived from satellite photogrammetry and ground elevations derived from the Geosciences Laser Altimeter System (GLAS) from the ICESat-1 satellite. With a linear model, spaceborne-derived canopy height measurements at the plot-scale predicted TTE stand height ~5 m–~10 m tall (R2 = 0.55, bootstrapped 95% confidence interval of R2 = 0.36–0.74) with an uncertainty ranging from ±0.86 m–1.37 m. A larger sample may mitigate the broad uncertainty of the model fit, however, the methodology provides a means for capturing plot-scale canopy height and its uncertainty from spaceborne data at GLAS footprints in sparse TTE forests and may serve as a basis for scaling up plot-level TTE vegetation height measurements to forest patches. Text taiga Tundra Siberia MDPI Open Access Publishing Remote Sensing 6 10 10070 10088
spellingShingle ecotone
taiga
tundra
spaceborne
uncertainty
vegetation
structure
LiDAR
stereo
photogrammetry
Paul Montesano
Guoqing Sun
Ralph Dubayah
Kenneth Ranson
The Uncertainty of Plot-Scale Forest Height Estimates from Complementary Spaceborne Observations in the Taiga-Tundra Ecotone
title The Uncertainty of Plot-Scale Forest Height Estimates from Complementary Spaceborne Observations in the Taiga-Tundra Ecotone
title_full The Uncertainty of Plot-Scale Forest Height Estimates from Complementary Spaceborne Observations in the Taiga-Tundra Ecotone
title_fullStr The Uncertainty of Plot-Scale Forest Height Estimates from Complementary Spaceborne Observations in the Taiga-Tundra Ecotone
title_full_unstemmed The Uncertainty of Plot-Scale Forest Height Estimates from Complementary Spaceborne Observations in the Taiga-Tundra Ecotone
title_short The Uncertainty of Plot-Scale Forest Height Estimates from Complementary Spaceborne Observations in the Taiga-Tundra Ecotone
title_sort uncertainty of plot-scale forest height estimates from complementary spaceborne observations in the taiga-tundra ecotone
topic ecotone
taiga
tundra
spaceborne
uncertainty
vegetation
structure
LiDAR
stereo
photogrammetry
topic_facet ecotone
taiga
tundra
spaceborne
uncertainty
vegetation
structure
LiDAR
stereo
photogrammetry
url https://doi.org/10.3390/rs61010070