Deciphering the Precision of Stereo IKONOS Canopy Height Models for US Forests with G-LiHT Airborne LiDAR

Few studies have evaluated the precision of IKONOS stereo data for measuring forest canopy height. The high cost of airborne light detection and ranging (LiDAR) data collection for large area studies and the present lack of a spaceborne instrument lead to the need to explore other low cost options....

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Main Authors: Christopher S. R. Neigh, Jeffrey G. Masek, Paul Bourget, Bruce Cook, Chengquan Huang, Khaldoun Rishmawi, Feng Zhao
Format: Article
Language:English
Published: MDPI AG 2014-02-01
Series:Remote Sensing
Subjects:
US
Online Access:http://www.mdpi.com/2072-4292/6/3/1762
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spelling doaj-3882226e14cf46049954138a76f13c052020-11-24T23:20:29ZengMDPI AGRemote Sensing2072-42922014-02-01631762178210.3390/rs6031762rs6031762Deciphering the Precision of Stereo IKONOS Canopy Height Models for US Forests with G-LiHT Airborne LiDARChristopher S. R. Neigh0Jeffrey G. Masek1Paul Bourget2Bruce Cook3Chengquan Huang4Khaldoun Rishmawi5Feng Zhao6Biospheric Sciences Laboratory, Code 618, NASA Goddard Space Flight Center, Greenbelt, MD 20771, USABiospheric Sciences Laboratory, Code 618, NASA Goddard Space Flight Center, Greenbelt, MD 20771, USAGeography-Anthropology Program, Muskie School of Public Service, University of Southern Maine, P.O. Box 9300, Portland, ME 04104, USABiospheric Sciences Laboratory, Code 618, NASA Goddard Space Flight Center, Greenbelt, MD 20771, USADepartment of Geographical Sciences, University of Maryland, College Park, MD 20742, USADepartment of Geographical Sciences, University of Maryland, College Park, MD 20742, USADepartment of Geographical Sciences, University of Maryland, College Park, MD 20742, USAFew studies have evaluated the precision of IKONOS stereo data for measuring forest canopy height. The high cost of airborne light detection and ranging (LiDAR) data collection for large area studies and the present lack of a spaceborne instrument lead to the need to explore other low cost options. The US Government currently has access to a large archive of commercial high-resolution imagery, which could be quite valuable to forest structure studies. At 1 m resolution, we here compared canopy height models (CHMs) and height data derived from Goddard’s airborne LiDAR Hyper-spectral and Thermal Imager (G-LiHT) with three types of IKONOS stereo derived digital surface models (DSMs) that estimate CHMs by subtracting National Elevation Data (NED) digital terrain models (DTMs). We found the following in three different forested regions of the US after excluding heterogeneous and disturbed forest samples: (1) G-LiHT DTMs were highly correlated with NED DTMs with R2 > 0.98 and root mean square errors (RMSEs) < 2.96 m; (2) when using one visually identifiable ground control point (GCP) from NED, G-LiHT DSMs and IKONOS DSMs had R2 > 0.84 and RMSEs of 2.7 to 4.1 m; and (3) one GCP CHMs for two study sites had R2 > 0.7 and RMSEs of 2.6 to 3 m where data were collected less than four years apart. Our results suggest that IKONOS stereo data are a useful LiDAR alternative where high-quality DTMs are available.http://www.mdpi.com/2072-4292/6/3/1762IKONOSG-LiHTforestcanopy height modelUSstereo
collection DOAJ
language English
format Article
sources DOAJ
author Christopher S. R. Neigh
Jeffrey G. Masek
Paul Bourget
Bruce Cook
Chengquan Huang
Khaldoun Rishmawi
Feng Zhao
spellingShingle Christopher S. R. Neigh
Jeffrey G. Masek
Paul Bourget
Bruce Cook
Chengquan Huang
Khaldoun Rishmawi
Feng Zhao
Deciphering the Precision of Stereo IKONOS Canopy Height Models for US Forests with G-LiHT Airborne LiDAR
Remote Sensing
IKONOS
G-LiHT
forest
canopy height model
US
stereo
author_facet Christopher S. R. Neigh
Jeffrey G. Masek
Paul Bourget
Bruce Cook
Chengquan Huang
Khaldoun Rishmawi
Feng Zhao
author_sort Christopher S. R. Neigh
title Deciphering the Precision of Stereo IKONOS Canopy Height Models for US Forests with G-LiHT Airborne LiDAR
title_short Deciphering the Precision of Stereo IKONOS Canopy Height Models for US Forests with G-LiHT Airborne LiDAR
title_full Deciphering the Precision of Stereo IKONOS Canopy Height Models for US Forests with G-LiHT Airborne LiDAR
title_fullStr Deciphering the Precision of Stereo IKONOS Canopy Height Models for US Forests with G-LiHT Airborne LiDAR
title_full_unstemmed Deciphering the Precision of Stereo IKONOS Canopy Height Models for US Forests with G-LiHT Airborne LiDAR
title_sort deciphering the precision of stereo ikonos canopy height models for us forests with g-liht airborne lidar
publisher MDPI AG
series Remote Sensing
issn 2072-4292
publishDate 2014-02-01
description Few studies have evaluated the precision of IKONOS stereo data for measuring forest canopy height. The high cost of airborne light detection and ranging (LiDAR) data collection for large area studies and the present lack of a spaceborne instrument lead to the need to explore other low cost options. The US Government currently has access to a large archive of commercial high-resolution imagery, which could be quite valuable to forest structure studies. At 1 m resolution, we here compared canopy height models (CHMs) and height data derived from Goddard’s airborne LiDAR Hyper-spectral and Thermal Imager (G-LiHT) with three types of IKONOS stereo derived digital surface models (DSMs) that estimate CHMs by subtracting National Elevation Data (NED) digital terrain models (DTMs). We found the following in three different forested regions of the US after excluding heterogeneous and disturbed forest samples: (1) G-LiHT DTMs were highly correlated with NED DTMs with R2 > 0.98 and root mean square errors (RMSEs) < 2.96 m; (2) when using one visually identifiable ground control point (GCP) from NED, G-LiHT DSMs and IKONOS DSMs had R2 > 0.84 and RMSEs of 2.7 to 4.1 m; and (3) one GCP CHMs for two study sites had R2 > 0.7 and RMSEs of 2.6 to 3 m where data were collected less than four years apart. Our results suggest that IKONOS stereo data are a useful LiDAR alternative where high-quality DTMs are available.
topic IKONOS
G-LiHT
forest
canopy height model
US
stereo
url http://www.mdpi.com/2072-4292/6/3/1762
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