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...
Published in: | Remote Sensing |
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Main Authors: | , , , |
Format: | Text |
Language: | English |
Published: |
Multidisciplinary Digital Publishing Institute
2014
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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. |
format | Text |
genre | taiga Tundra Siberia |
genre_facet | taiga Tundra Siberia |
id | ftmdpi:oai:mdpi.com:/2072-4292/6/10/10070/ |
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language | English |
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op_doi | https://doi.org/10.3390/rs61010070 |
op_relation | https://dx.doi.org/10.3390/rs61010070 |
op_rights | https://creativecommons.org/licenses/by/4.0/ |
op_source | Remote Sensing Volume 6 Issue 10 Pages: 10070-10088 |
publishDate | 2014 |
publisher | Multidisciplinary Digital Publishing Institute |
record_format | openpolar |
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 |