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Journal Article

The role of remote sensing in tropical grassland nutrient estimation: a review

Adeola M. Arogoundade; Onisimo Mutanga; John Odindi; Rowan Naicker
Environmental Monitoring and Assessment · Vol. 195, Issue 8 · 2023

Abstract

The carbon ( C ) and nitrogen ( N ) ratio is a key indicator of nutrient utilization and limitations in rangelands. To understand the distribution of herbivores and grazing patterns, information on grass quality and quantity is important. In heterogeneous environments, remote sensing offers a timely, economical, and effective method for assessing foliar biochemical ratios at varying spatial and temporal scales. Hence, this study provides a synopsis of the advancement in remote sensing technology, limitations, and emerging opportunities in mapping the C : N ratio in rangelands. Specifically, the paper focuses on multispectral and hyperspectral sensors and investigates their properties, absorption features, empirical and physical methods, and algorithms in predicting the C : N ratio in grasslands. Literature shows that the determination of the C : N ratio in grasslands is not in line with developments in remote sensing technologies. Thus, the use of advanced and freely available sensors with improved spectral and spatial properties such as Sentinel 2 and Landsat 8/9 with sophisticated algorithms may provide new opportunities to estimate C : N ratio in grasslands at regional scales, especially in developing countries. Spectral bands in the near-infrared, shortwave infrared, red, and red edge were identified to predict the C : N ratio in plants. New indices developed from recent multispectral satellite imagery, for example, Sentinel 2 aided by cutting-edge algorithms, can improve the estimation of foliar biochemical ratios. Therefore, this study recommends that future research should adopt new satellite technologies with recent development in machine learning algorithms for improved mapping of the C : N ratio in grasslands.

Bibliographic Information

JournalEnvironmental Monitoring and Assessment
PublisherSpringer
Publication Date2023-08-01
Publication Year2023
Volume195
Issue8
Document TypeJournal Article
eISSN1573-2959
DOI10.1007/s10661-023-11562-6

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NARA Access Coverage1981-01-01~Current
Journal Homepagehttps://www.springer.com/journal/10661
Publisher PageOpen Publisher Page
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