Department of Forest and Wildlife Ecology, University of Wisconsin-Madison, 226 Russell Labs, 1630 Linden Drive, Madison, WI 53706, USA.
J Exp Bot. 2012 Jan;63(1):489-502. doi: 10.1093/jxb/err294. Epub 2011 Oct 6.
Researchers from a number of disciplines have long sought the ability to estimate the functional attributes of plant canopies, such as photosynthetic capacity, using remotely sensed data. To date, however, this goal has not been fully realized. In this study, fresh-leaf reflectance spectroscopy (λ=450-2500 nm) and a partial least-squares regression (PLSR) analysis were used to estimate key determinants of photosynthetic capacity-namely the maximum rates of RuBP carboxylation (V(cmax)) and regeneration (J(max))-measured with standard gas exchange techniques on leaves of trembling aspen and eastern cottonwood trees. The trees were grown across an array of glasshouse temperature regimes. The PLSR models yielded accurate and precise estimates of V(cmax) and J(max) within and across species and glasshouse temperatures. These predictions were developed using unique contributions from different spectral regions. Most of the wavelengths selected were correlated with known absorption features related to leaf water content, nitrogen concentration, internal structure, and/or photosynthetic enzymes. In a field application of our PLSR models, spectral reflectance data effectively captured the short-term temperature sensitivities of V(cmax) and J(max) in aspen foliage. These findings highlight a promising strategy for developing remote sensing methods to characterize dynamic, environmentally sensitive aspects of canopy photosynthetic metabolism at broad scales.
长期以来,许多学科的研究人员一直寻求利用遥感数据来估算植物冠层的功能属性,如光合作用能力。然而,迄今为止,这一目标尚未完全实现。本研究采用新鲜叶片反射光谱(λ=450-2500nm)和偏最小二乘回归(PLSR)分析,利用标准气体交换技术测量颤杨和东部棉白杨叶片的关键光合作用能力决定因素——即最大 RuBP 羧化速率(Vcmax)和最大再生速率(Jmax)。这些树木在一系列温室温度环境中生长。PLSR 模型在种内和种间以及温室温度范围内准确、精确地预测了 Vcmax 和 Jmax。这些预测是利用不同光谱区域的独特贡献得出的。所选的大部分波长与已知的与叶片含水量、氮浓度、内部结构和/或光合作用酶有关的吸收特征相关。在我们 PLSR 模型的野外应用中,光谱反射率数据有效地捕捉到了白杨叶片中 Vcmax 和 Jmax 的短期温度敏感性。这些发现突出了一种很有前途的策略,可用于开发遥感方法来描述大尺度范围内冠层光合作用代谢的动态、环境敏感方面。