An Approach to Mapping Forest Growth Stages in Queensland, Australia through Integration of ALOS PALSAR and Landsat Sensor Data

被引:17
作者
Clewley, Daniel [1 ]
Lucas, Richard [1 ]
Accad, Arnon [2 ]
Armston, John [3 ,4 ]
Bowen, Michiala [4 ]
Dwyer, John [5 ]
Pollock, Sandy [2 ]
Bunting, Peter [1 ]
McAlpine, Clive [4 ]
Eyre, Teresa [2 ]
Kelly, Annie [2 ]
Carreiras, Joao [6 ]
Moghaddam, Mahta [7 ]
机构
[1] Aberystwyth Univ, Inst Geog & Earth Sci, Aberystwyth SY23 3DB, Ceredigion, Wales
[2] Brisbane Bot Gardens, Queensland Herbarium, Queensland Dept Sci Informat Technol Innovat & Ar, Brisbane, Qld 4066, Australia
[3] Ecosci Precinct, Ctr Remote Sensing, Queensland Dept Sci Informat Technol Innovat & Ar, Dutton Pk, Qld 4102, Australia
[4] Univ Queensland, Sch Geog Planning & Environm Management, Brisbane, Qld 4072, Australia
[5] Univ Western Australia, Sch Plant Biol, Crawley, WA 6009, Australia
[6] Trop Res Inst IICT, P-1300142 Lisbon, Portugal
[7] Univ So Calif, Dept Elect Engn, Los Angeles, CA 90089 USA
基金
英国自然环境研究理事会;
关键词
synthetic aperture radar; regrowth mapping; land cover change; Queensland; Australia; classification; brigalow; ALOS PALSAR; foliage projective cover; SAR DATA; BOREAL FORESTS; REGROWTH; BIOMASS; SENSITIVITY; RADAR;
D O I
10.3390/rs4082236
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Whilst extensive clearance of forests in the eastern Australian Brigalow Belt Bioregion (BBB) has occurred since European settlement, appropriate management of those that are regenerating can facilitate restoration of biomass (carbon) and biodiversity to levels typical of relatively undisturbed or remnant formations. However, maps of forests are different stages of regeneration are needed to facilitate restoration planning, including prevention of further re-clearing. Focusing on the Tara Downs subregion of the BBB and on forests with brigalow (Acacia harpophylla) as a component, this research establishes a method for differentiating and mapping early, intermediate and remnant growth stages from Japan Aerospace Exploration Agency (JAXA) Advanced Land Observing Satellite (ALOS) Phased-Array L-band Synthetic Aperture Radar (PALSAR) Fine Beam Dual (FBD) L-band HH- and HV-polarisation backscatter and Landsat-derived Foliage Projective Cover (FPC). Using inventory data collected from 74 plots, located in the Tara Downs subregion, forests were assigned to one of three regrowth stages based on their height and cover relative to that of undisturbed stands. The image data were then segmented into objects with each assigned to a growth stage by comparing the distributions of L-band HV and HH polarisation backscatter and FPC to that of reference distributions using a z-test. Comparison with independent assessments of growth stage, based on time-series analysis of aerial photography and SPOT images, established an overall accuracy of >70%, with this increasing to 90% when intermediate regrowth was excluded and only early-stage regrowth and remnant classes were considered. The proposed method can be adapted to respond to amendments to user-definitions of growth stage and, as regional mosaics of ALOS PALSAR and Landsat FPC are available for Queensland, has application across the state.
引用
收藏
页码:2236 / 2255
页数:20
相关论文
共 36 条
[1]  
Accad A., 2008, ORAL HLTH STATUS ORA
[2]  
Accad A., 2010, P 15 AUSTR REM SENS
[3]  
[Anonymous], 2006, REMOTE SENSING DIGIT
[4]  
[Anonymous], 2011, R: A language and environment for statistical computing
[5]  
Armston J.D., 2010, P 15 AUSTR REM SENS, P1
[6]   Prediction and validation of foliage projective cover from Landsat-5 TM and Landsat-7 ETM+ imagery [J].
Armston, John D. ;
Denham, Robert J. ;
Danaher, Tim J. ;
Scarth, Peter F. ;
Moffiet, Trevor N. .
JOURNAL OF APPLIED REMOTE SENSING, 2009, 3
[7]   The age and amount of regrowth forest in fragmented brigalow landscapes are both important for woodland dependent birds [J].
Bowen, Michiala E. ;
McAlpine, Clive A. ;
Seabrook, Leonie M. ;
House, Alan P. N. ;
Smith, Geoffrey C. .
BIOLOGICAL CONSERVATION, 2009, 142 (12) :3051-3059
[8]   Planning iterative investment for landscape restoration: Choice of biodiversity indicator makes a difference [J].
Butler, Don William .
BIOLOGICAL CONSERVATION, 2009, 142 (10) :2202-2216
[9]   Understanding the relationship between aboveground biomass and ALOS PALSAR data in the forests of Guinea-Bissau (West Africa) [J].
Carreiras, Joao M. B. ;
Vasconcelos, Maria J. ;
Lucas, Richard M. .
REMOTE SENSING OF ENVIRONMENT, 2012, 121 :426-442
[10]  
Castel T, 2001, INT J REMOTE SENS, V22, P2351, DOI 10.1080/014311601300229863