Estimating mineral content of indigenous browse species using laboratory spectroscopy and Sentinel-2 imagery

Show simple item record

dc.contributor.advisor Cho, M.A.
dc.contributor.coadvisor Chirwa, Paxie W.
dc.contributor.postgraduate Gama, Michael Jabulani
dc.date.accessioned 2019-07-08T09:46:55Z
dc.date.available 2019-07-08T09:46:55Z
dc.date.created 2019/04/24
dc.date.issued 2018
dc.description Dissertation (MSc)--University of Pretoria, 2018.
dc.description.abstract Understanding variation in the foliar nutrient among indigenous species of the bushveld is crucial for rural livelihoods, in particular the integration of trees into agroecosystems. The study explored nutrient composition of common browse species with regard to nitrogen (N), phosphorus (P), potassium (K) and calcium (Ca) using leaf spectra (400–2500nm) and chemical data collected from nine bushveld species, along with partial least squares (PLS) analysis. The work further explored the relationship between canopy reflectance of Sentinel-2 image and foliar properties of the identified species. Spectroscopic analysis reveals useful information about nitrogen at leaf and canopy scales whereas modelling reflectance using satellite image did not yield satisfactory results. At the leaf level, nitrogen was highly correlated with leaf spectral reflectance (R2=0.72, p<0.05) for winter and (R2=0.88, p<0.05) for summer. The coefficient of determination for the relationships between leaf reflectance and concentrations of phosphorus, potassium and calcium were low. Modelling the relationship using Sentinel-2 data also showed higher correlations (R2=0.44, p<0.05) for nitrogen compared with the other nutrients investigated.
dc.description.availability Unrestricted
dc.description.degree MSc
dc.description.department Plant Production and Soil Science
dc.identifier.citation Gama, MJ 2018, Estimating mineral content of indigenous browse species using laboratory spectroscopy and Sentinel-2 imagery, MSc Dissertation, University of Pretoria, Pretoria, viewed yymmdd <http://hdl.handle.net/2263/70579>
dc.identifier.other A2019
dc.identifier.uri http://hdl.handle.net/2263/70579
dc.language.iso en
dc.publisher University of Pretoria
dc.rights © 2019 University of Pretoria. All rights reserved. The copyright in this work vests in the University of Pretoria. No part of this work may be reproduced or transmitted in any form or by any means, without the prior written permission of the University of Pretoria.
dc.subject UCTD
dc.title Estimating mineral content of indigenous browse species using laboratory spectroscopy and Sentinel-2 imagery
dc.type Dissertation


Files in this item

This item appears in the following Collection(s)

Show simple item record