An Approach for Foliar Trait Retrieval from Airborne Imaging Spectroscopy of Tropical Forests

被引:60
作者
Martin, Roberta E. [1 ]
Chadwick, K. Dana [1 ]
Brodrick, Philip G. [1 ]
Carranza-Jimenez, Loreli [1 ]
Vaughn, Nicholas R. [1 ]
Asner, Gregory P. [1 ]
机构
[1] Carnegie Inst Sci, Dept Global Ecol, 260 Panama St, Stanford, CA 94305 USA
基金
美国安德鲁·梅隆基金会;
关键词
Airborne remote sensing; Borneo; Carnegie Airborne Observatory; foliar traits; imaging spectroscopy; Malaysia; PLSR; Sabah; Spectranomics; tropical forest; MOUNT KINABALU; RAIN-FORESTS; PLANT; DIVERSITY; LEAF; CLASSIFICATION; CONSERVATION; VEGETATION; WORLDWIDE; SELECTION;
D O I
10.3390/rs10020199
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Spatial information on forest functional composition is needed to inform management and conservation efforts, yet this information is lacking, particularly in tropical regions. Canopy foliar traits underpin the functional biodiversity of forests, and have been shown to be remotely measurable using airborne 350-2510 nm imaging spectrometers. We used newly acquired imaging spectroscopy data constrained with concurrent light detection and ranging (LiDAR) measurements from the Carnegie Airborne Observatory (CAO), and field measurements, to test the performance of the Spectranomics approach for foliar trait retrieval. The method was previously developed in Neotropical forests, and was tested here in the humid tropical forests of Malaysian Borneo. Multiple foliar chemical traits, as well as leaf mass per area (LMA), were estimated with demonstrable precision and accuracy. The results were similar to those observed for Neotropical forests, suggesting a more general use of the Spectranomics approach for mapping canopy traits in tropical forests. Future mapping studies using this approach can advance scientific investigations and applications based on imaging spectroscopy.
引用
收藏
页数:20
相关论文
共 61 条
[31]   PARTIAL LEAST-SQUARES METHODS FOR SPECTRAL ANALYSES .1. RELATION TO OTHER QUANTITATIVE CALIBRATION METHODS AND THE EXTRACTION OF QUALITATIVE INFORMATION [J].
HAALAND, DM ;
THOMAS, EV .
ANALYTICAL CHEMISTRY, 1988, 60 (11) :1193-1202
[32]   Review of optical-based remote sensing for plant trait mapping [J].
Homolova, Lucie ;
Maenovsky, Zbynek ;
Clevers, Jan G. P. W. ;
Garcia-Santos, Glenda ;
Schaeprnan, Michael E. .
ECOLOGICAL COMPLEXITY, 2013, 15 :1-16
[33]  
Katabuchi M, 2012, J ECOL, V100, P643, DOI [10.1111/j.1365-2745.2011.01937.x, 10.1111/J.1365-2745.2011.01937.x]
[34]   TRY - a global database of plant traits [J].
Kattge, J. ;
Diaz, S. ;
Lavorel, S. ;
Prentice, C. ;
Leadley, P. ;
Boenisch, G. ;
Garnier, E. ;
Westoby, M. ;
Reich, P. B. ;
Wright, I. J. ;
Cornelissen, J. H. C. ;
Violle, C. ;
Harrison, S. P. ;
van Bodegom, P. M. ;
Reichstein, M. ;
Enquist, B. J. ;
Soudzilovskaia, N. A. ;
Ackerly, D. D. ;
Anand, M. ;
Atkin, O. ;
Bahn, M. ;
Baker, T. R. ;
Baldocchi, D. ;
Bekker, R. ;
Blanco, C. C. ;
Blonder, B. ;
Bond, W. J. ;
Bradstock, R. ;
Bunker, D. E. ;
Casanoves, F. ;
Cavender-Bares, J. ;
Chambers, J. Q. ;
Chapin, F. S., III ;
Chave, J. ;
Coomes, D. ;
Cornwell, W. K. ;
Craine, J. M. ;
Dobrin, B. H. ;
Duarte, L. ;
Durka, W. ;
Elser, J. ;
Esser, G. ;
Estiarte, M. ;
Fagan, W. F. ;
Fang, J. ;
Fernandez-Mendez, F. ;
Fidelis, A. ;
Finegan, B. ;
Flores, O. ;
Ford, H. .
GLOBAL CHANGE BIOLOGY, 2011, 17 (09) :2905-2935
[35]   Soil phosphorus fractionation and phosphorus-use efficiencies of tropical rainforests along altitudinal gradients of Mount Kinabalu, Borneo [J].
Kitayama, K ;
Majalap-Lee, N ;
Aiba, S .
OECOLOGIA, 2000, 123 (03) :342-349
[36]   AN ALTITUDINAL TRANSECT STUDY OF THE VEGETATION ON MOUNT KINABALU, BORNEO [J].
KITAYAMA, K .
VEGETATIO, 1992, 102 (02) :149-171
[37]   Nitrogen prediction in grasses: effect of bandwidth and plant material state on absorption feature selection [J].
Knox, N. M. ;
Skidmore, A. K. ;
Schlerf, M. ;
de Boer, W. F. ;
van Wieren, S. E. ;
van der Waal, C. ;
Prins, H. H. T. ;
Slotow, R. .
INTERNATIONAL JOURNAL OF REMOTE SENSING, 2010, 31 (03) :691-704
[38]   Characterizing canopy biochemistry from imaging spectroscopy and its application to ecosystem studies [J].
Kokaly, Raymond F. ;
Asner, Gregory P. ;
Ollinger, Scott V. ;
Martin, Mary E. ;
Wessman, Carol A. .
REMOTE SENSING OF ENVIRONMENT, 2009, 113 :S78-S91
[39]   FOREST LAND-USE IN SABAH, MALAYSIA - AN INTRODUCTION TO DANUM VALLEY [J].
MARSH, CW ;
GREER, AG .
PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY OF LONDON SERIES B-BIOLOGICAL SCIENCES, 1992, 335 (1275) :331-339
[40]   Reliable and relevant modelling of real world data: a personal account of the development of PLS Regression [J].
Martens, H .
CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 2001, 58 (02) :85-95