119
Marvin DC, Asner GP, Knapp DE, Anderson CB, Martin RE, Sinca F, Tupayachi R (2014)
Amazonian landscapes and the bias in field studies of forest structure and biomass. Proc Natl
Acad Sci 111:E5224–E5232. https://doi.org/10.1073/pnas.1412999111
Marvin DC, Koh LP, Lynam AJ, Wich S, Davies AB, Krishnamurthy R, Stokes E, Starkey R, Asner
GP (2016) Integrating technologies for scalable ecology and conservation. Glob Ecol Conserv
7:262–275. https://doi.org/10.1016/J.GECCO.2016.07.002
McManus Chauvin K, Asner GP, Martin RE, Kress WJ, Wright SJ, Field CB (2018) Decoupled
dimensions of leaf economic and anti-herbivore defense strategies in a tropical canopy tree
community. Oecologia 186:765–782. https://doi.org/10.1007/s00442-017-4043-9
McManus KM, Asner GP, Martin RE, Dexter KG, Kress WJ, Field CB (2016) Phylogenetic
structure of foliar spectral traits in tropical forest canopies. Remote Sens 8:196. https://doi.
org/10.3390/rs8030196
Mooney HA, Cushman JH, Medina E, Sala OE, Schulze E-D (1996) Functional roles of biodiversity: a global perspective. p 493
Myers N, Mittermeier RA, Mittermeier CG, da Fonseca GAB, Kent J (2000) Biodiversity hotspots
for conservation priorities. Nature 403:853–858. https://doi.org/10.1038/35002501
Papeş M, Tupayachi R, Martínez P, Peterson a TT, Powell GVNVN (2010) Using hyperspectral
satellite imagery for regional inventories: a test with tropical emergent trees in the Amazon
Basin. J Veg Sci 21:342–354. https://doi.org/10.1111/j.1654-1103.2009.01147.x
Reich PB, Wright IJ, Cavender-Bares J, Craine JM, Oleksyn J, Westoby M, Walters MB (2003) The
evolution of plant functional variation: traits, spectra, and strategies. Int J Plant Sci 164:S143–
S164. https://doi.org/10.1086/374368
Reichstein M, Bahn M, Mahecha MD, Kattge J, Baldocchi DD (2014) Linking plant and ecosystem functional biogeography. Proc Natl Acad Sci 111:13697–13702. https://doi.org/10.1073/
pnas.1216065111
Running SW, Justice CO, Salomonson V, Hall D, Barker J, Kaufmann YJ, Strahler AH, Huete AR,
Muller J-P, Vanderbilt V, Wan ZM, Teillet P, Carneggie D (1994) Terrestrial remote sensing science and algorithms planned for EOS/MODIS. Int J Remote Sens 15:3587–3620
Schimel DS, Asner GP, Moorcroft PR (2013) Observing changing ecological diversity in the
Anthropocene. Front Ecol Environ 11:129
Schnitzer SA, Bongers F (2011) Increasing liana abundance and biomass in tropical forests:
emerging patterns and putative mechanisms. Ecol Lett 14:397–406
Serbin SP, Singh A, McNeil BE, Kingdon CC, Townsend PA (2014) Spectroscopic determination
of leaf morphological and biochemical traits for northern temperate and boreal tree species.
Ecol Appl 24:1651–1669. https://doi.org/10.1890/13-2110.1
Tucker CJ, Townshend JRG (2000) Strategies for monitoring tropical deforestation using satellite
data. Int J Remote Sens 21:1461–1471
Turner W (2014) Sensing biodiversity. Science 346:301–302. https://doi.org/10.1126/
science.1256014
Turner W, Spector S, Gardiner N, Fladeland M, Sterling E, Steininger M (2003) Remote sensing for biodiversity science and conservation. Trends Ecol Evol 18:306–314. https://doi.
org/10.1016/S0169-5347(03)00070-3
Ustin SL, Roberts DARA, Gamon JA, Gregory P, Green RO (2004) Using imaging spectroscopy
to study ecosystem processes and properties. Bioscience 54:523–534
Ustin SL, Gitelson AA, Jacquemoud S, Schaepman M, Asner GP, Gamon JA, Zarco-Tejada P (2009)
Retrieval of foliar information about plant pigment systems from high resolution spectroscopy.
Remote Sens Environ 113(Suppl):S67–S77. https://doi.org/10.1016/j.rse.2008.10.019
Wold S, Sjöström M, Eriksson L (2001) PLS-regression: a basic tool of chemometrics. Chemom
Intell Lab Syst 58:109–130. https://doi.org/10.1016/S0169-7439(01)00155-1
Wright IJ, Reich PB, Westoby M, Ackerly DD, Baruch Z, Bongers F, Cavender-Bares J, Chapin T,
Cornelissen JHC, Diemer M, Flexas J, Garnier E, Groom PK, Gulias J, Hikosaka K, Lamont
BB, Lee T, Lee W, Lusk C, Midgley JJ, Navas M-LL, Niinemets U, Oleksyn J, Osada N,
Poorter H, Poot P, Prior L, Pyankov VI, Roumet C, Thomas SC, Tjoelker MG, Veneklaas EJ,
5 Lessons Learned from Spectranomics: Wet Tropical Forests
Marvin DC, Asner GP, Knapp DE, Anderson CB, Martin RE, Sinca F, Tupayachi R (2014)
Amazonian landscapes and the bias in field studies of forest structure and biomass. Proc Natl
Acad Sci 111:E5224–E5232. https://doi.org/10.1073/pnas.1412999111
Marvin DC, Koh LP, Lynam AJ, Wich S, Davies AB, Krishnamurthy R, Stokes E, Starkey R, Asner
GP (2016) Integrating technologies for scalable ecology and conservation. Glob Ecol Conserv
7:262–275. https://doi.org/10.1016/J.GECCO.2016.07.002
McManus Chauvin K, Asner GP, Martin RE, Kress WJ, Wright SJ, Field CB (2018) Decoupled
dimensions of leaf economic and anti-herbivore defense strategies in a tropical canopy tree
community. Oecologia 186:765–782. https://doi.org/10.1007/s00442-017-4043-9
McManus KM, Asner GP, Martin RE, Dexter KG, Kress WJ, Field CB (2016) Phylogenetic
structure of foliar spectral traits in tropical forest canopies. Remote Sens 8:196. https://doi.
org/10.3390/rs8030196
Mooney HA, Cushman JH, Medina E, Sala OE, Schulze E-D (1996) Functional roles of biodiversity: a global perspective. p 493
Myers N, Mittermeier RA, Mittermeier CG, da Fonseca GAB, Kent J (2000) Biodiversity hotspots
for conservation priorities. Nature 403:853–858. https://doi.org/10.1038/35002501
Papeş M, Tupayachi R, Martínez P, Peterson a TT, Powell GVNVN (2010) Using hyperspectral
satellite imagery for regional inventories: a test with tropical emergent trees in the Amazon
Basin. J Veg Sci 21:342–354. https://doi.org/10.1111/j.1654-1103.2009.01147.x
Reich PB, Wright IJ, Cavender-Bares J, Craine JM, Oleksyn J, Westoby M, Walters MB (2003) The
evolution of plant functional variation: traits, spectra, and strategies. Int J Plant Sci 164:S143–
S164. https://doi.org/10.1086/374368
Reichstein M, Bahn M, Mahecha MD, Kattge J, Baldocchi DD (2014) Linking plant and ecosystem functional biogeography. Proc Natl Acad Sci 111:13697–13702. https://doi.org/10.1073/
pnas.1216065111
Running SW, Justice CO, Salomonson V, Hall D, Barker J, Kaufmann YJ, Strahler AH, Huete AR,
Muller J-P, Vanderbilt V, Wan ZM, Teillet P, Carneggie D (1994) Terrestrial remote sensing science and algorithms planned for EOS/MODIS. Int J Remote Sens 15:3587–3620
Schimel DS, Asner GP, Moorcroft PR (2013) Observing changing ecological diversity in the
Anthropocene. Front Ecol Environ 11:129
Schnitzer SA, Bongers F (2011) Increasing liana abundance and biomass in tropical forests:
emerging patterns and putative mechanisms. Ecol Lett 14:397–406
Serbin SP, Singh A, McNeil BE, Kingdon CC, Townsend PA (2014) Spectroscopic determination
of leaf morphological and biochemical traits for northern temperate and boreal tree species.
Ecol Appl 24:1651–1669. https://doi.org/10.1890/13-2110.1
Tucker CJ, Townshend JRG (2000) Strategies for monitoring tropical deforestation using satellite
data. Int J Remote Sens 21:1461–1471
Turner W (2014) Sensing biodiversity. Science 346:301–302. https://doi.org/10.1126/
science.1256014
Turner W, Spector S, Gardiner N, Fladeland M, Sterling E, Steininger M (2003) Remote sensing for biodiversity science and conservation. Trends Ecol Evol 18:306–314. https://doi.
org/10.1016/S0169-5347(03)00070-3
Ustin SL, Roberts DARA, Gamon JA, Gregory P, Green RO (2004) Using imaging spectroscopy
to study ecosystem processes and properties. Bioscience 54:523–534
Ustin SL, Gitelson AA, Jacquemoud S, Schaepman M, Asner GP, Gamon JA, Zarco-Tejada P (2009)
Retrieval of foliar information about plant pigment systems from high resolution spectroscopy.
Remote Sens Environ 113(Suppl):S67–S77. https://doi.org/10.1016/j.rse.2008.10.019
Wold S, Sjöström M, Eriksson L (2001) PLS-regression: a basic tool of chemometrics. Chemom
Intell Lab Syst 58:109–130. https://doi.org/10.1016/S0169-7439(01)00155-1
Wright IJ, Reich PB, Westoby M, Ackerly DD, Baruch Z, Bongers F, Cavender-Bares J, Chapin T,
Cornelissen JHC, Diemer M, Flexas J, Garnier E, Groom PK, Gulias J, Hikosaka K, Lamont
BB, Lee T, Lee W, Lusk C, Midgley JJ, Navas M-LL, Niinemets U, Oleksyn J, Osada N,
Poorter H, Poot P, Prior L, Pyankov VI, Roumet C, Thomas SC, Tjoelker MG, Veneklaas EJ,
5 Lessons Learned from Spectranomics: Wet Tropical Forests