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Rapid assessment of plant diversity using MODIS biophysical proxies

归一化差异植被指数 环境科学 光合有效辐射 中分辨率成像光谱仪 干旱 植被(病理学) 生物多样性 自然地理学 地理 季风 气候学 遥感
作者
Swapna Mahanand,Mukunda Dev Behera,Partha Sarathi Roy
出处
期刊:Journal of Environmental Management [Elsevier BV]
卷期号:311: 114778-114778
标识
DOI:10.1016/j.jenvman.2022.114778
摘要

The spectral information derived from satellite data provides important inputs for assessing plant diversity. If a suitable satellite-derived biophysical proxy is applicable to assess and monitor plant diversity of different biogeographic regions will be of interest to policy makers and conservationists. We selected four biogeographic regions of India, i.e. , semi-arid, Eastern Ghats, Western Ghats, and Northeast as the test sites on the basis of variations in moisture availability. The flora data collected for the study sites are the extract of the national biodiversity project ‘Biodiversity Characterization at Landscape Level’. The available Moderate Resolution Imaging Spectroradiometer (MODIS)-derived biophysical proxies at high temporal frequencies was considered to compare the biophysical proxies: surface reflectance-red and near-infrared, normalized difference vegetation index-NDVI, enhanced vegetation index-EVI, leaf area index-LAI, and fraction of absorbed photosynthetically active radiation-FAPAR at different temporal scales (monthly, post-monsoon, seasonal, annual) in each selected biogeographic regions of India. Generalized linear model (GLM) and multivariate adaptive regression spline (MARS) were utilized to evaluate the relationship between plant diversity and MODIS-derived biophysical proxies. MARS summarized the suitable biophysical proxies at monthly scale in descending order for the total forest area in semi-arid was red, NDVI, and FAPAR; for Eastern Ghats was EVI, FAPAR, and LAI; for Western Ghats was EVI, LAI, and FAPAR; and for Northeast was NDVI, near-infrared, and red. Furthermore, monthly FAPAR commonly found to be the suitable proxy to large scale monitoring of plant diversity in the moisture-varied biogeographic regions of India, except Northeast. Using artificial neural network, the relationship of plant diversity and monthly FAPAR/NDVI were modeled. The correlation between the predicted and reference plant diversity was found to be r = 0.56 for semi-arid, r = 0.52 for Eastern Ghats, r = 0.52 for Western Ghats and r = 0.61 for Northeast at p-value < 0.001. The study affirms that FAPAR is potentially an essential biodiversity variable (EBV) for carrying out rapid/indicative assessment of plant diversity in different biogeographic regions, and thereby, meeting various international commitments dealing with conservation and management measures for biodiversity. • The comparison of MODIS biophysical proxies in different Indian biogeographical regions is a novel attempt. • GLM and MARS were used to evaluate the relationship of plant diversity and biophysical proxies. • FAPAR derived using a complex algorithm and narrow bands was commonly found as the suitable proxy at monthly scale. • ANN modeled the monthly FAPAR/NDVI as predictor and improves the relationship of predicted and referenced plant diversity. • The monthly FAPAR is useful in assessing the plant diversity of the selected Indian biogeographical regions.
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