Exploring the use of vegetation indices to sense canopy nitrogen to phosphorous ratio in grasses

Publication date

2019

Authors

Loozen, YasminaISNI 0000000506017564
Karssenberg, D.J.ORCID 0000-0002-6475-363XISNI 0000000114829248
de Jong, StevenORCID 0000-0002-1586-9601ISNI 0000000110857591
Wang, Shuqiong
van Dijk, JerryORCID 0000-0002-1945-9415ISNI 0000000392474168
Wassen, MartinORCID 0000-0002-9735-2103ISNI 0000000392292815
Rebel, Karin T.ORCID 0000-0002-1722-3935ISNI 0000000394721070

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Article
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Abstract

Reduced availability of plant nutrients such as nitrogen (N) and phosphorous (P) has detrimental effects on plant growth. Plant N:P ratio, calculated as the quotient of N and P concentrations, is an ecological indicator of relative N and P limitation. Remote sensing has already been widely used to detect plant traits in foliage, particularly canopy N and P concentrations and could be used to detect canopy N:P faster and at lower cost than traditional destructive methods. Despite the potential opportunity of applying remote sensing techniques to detect canopy N:P, studies investigating canopy N:P remote detection are scarce. In this study, we examined if vegetation indices developed for canopy N or P detection can also be used for canopy N:P detection. Using in situ spectrometry, we measured the reflectance of a common grass species, Yorkshire fog (Holcus lanatus L.), grown under different nutrient ratios and levels. We calculated 60 VIs found in literature and compared them to optimized VIs developed specifically for this study. The VIs were calculated using both the original narrow band spectra and the spectra resampled to the band properties of six satellite sensors (MSI – Sentinel 2, OLCI – Sentinel 3, MODIS – Terra/Aqua, OLI – Landsat 8, WorldView 4 and RapidEye) to investigate the influence of bandwidths and band positions. The results showed that canopy N:P was significantly related to both existing VIs (r 2 = 0.16 - 0.48) and optimized VIs (r 2 = 0.59 – 0.72) with correlations similar to what was observed for canopy N or canopy P. Existing VIs calculated with MSI and OLI sensors bands showed higher correlation with canopy N:P compared to the other sensors while the correlation with optimized VIs was not affected by the differences in sensors’ bands. This study might lead to future practical applications using in situ reflectance measurements to sense canopy N:P in grasslands.

Keywords

Canopy N:P, Holcus lanatus L., Nutrient limitation, Remote sensing, Satellite sensors, Spectroradiometer, Global and Planetary Change, Earth-Surface Processes, Computers in Earth Sciences, Management, Monitoring, Policy and Law

Citation

Loozen, Y, Karssenberg, D, de Jong, S M, Wang, S, van Dijk, J, Wassen, M J & Rebel, K T 2019, 'Exploring the use of vegetation indices to sense canopy nitrogen to phosphorous ratio in grasses', International Journal of Applied Earth Observation and Geoinformation, vol. 75, pp. 1-14. https://doi.org/10.1016/j.jag.2018.08.012