Evaluation of linear discriminant and support vector machine classifiers for classification of nitrogen status in mature oil palm from SPOT-6 satellite images: analysis of raw spectral bands and spectral indices

QR Code

Evaluation of linear discriminant and support vector machine classifiers for classification of nitrogen status in mature oil palm from SPOT-6 satellite images: analysis of raw spectral bands and spectral indices

Nitrogen (N) management is important in sustaining oil palm production. Remote sensing-based approaches via spectral index have promise in assessing the N nutrition content. The objectives of this study are; (i) to examine the N classification capability of three spectral indices (SI) such as visibl...

Full description

Bibliographic Details
Main Authors:	Amirruddin, Amiratul Diyana, Muharam, Farrah Melissa
Format:	Article
Published:	Taylor & Francis 2019
Online Access:	http://psasir.upm.edu.my/id/eprint/79760/

Similar Items

Classification of oil palm nitrogen status from SPOT-6 satellite using support vector machine and spectral indices
by: Amirruddin, Amiratul Diyana, et al.
Published: (2017)

Spectral and foliar analysis using multiple machine learning classifiers for mature oil palm treated with nitrogen fertilizer
by: Amirruddin, Amiratul Diyana
Published: (2021)

Assessing leaf scale measurement for nitrogen content of oil palm: performance of discriminant analysis and support vector machine classifiers
by: Amirruddin, Amiratul Diyana, et al.
Published: (2017)

Evaluation of nitrogen nutrition status in oil palm based on spectral response and multi-sensor images
by: Amirruddin, Amiratul Diyana
Published: (2016)

Evaluation of ground-level and space-borne sensor as tools in monitoring nitrogen nutrition status in immature and mature oil palm
by: Amirruddin, Amiratul Diyana, et al.
Published: (2018)

Evaluation of vegetation index (VI) in estimating nitrogen nutrition status in oil palm
by: Amirruddin, Amiratul Diyana, et al.
Published: (2015)

Relationship between chlorophyll contents and spectral properties of frond 9 and 17 of mature oil palm
by: A. Tarmizi, W., et al.
Published: (2017)

Discrimination and identification of azimuth using spectral shape
by: Shub, Daniel E., et al.
Published: (2008)

Use of spectral reflectance to discriminate between potassium deficiency and orange spotting symptoms in oil palm (Elaeis guineensis)
by: Selvaraja, S., et al.
Published: (2013)

Spectral discrimination and index development of roofing materials and conditions using field spectroscopy and worldview-3 satellite image
by: Samsudin, Sarah Hanim
Published: (2016)

Wide-band spectral variability of peaked spectrum sources
by: Ross, Kat, et al.
Published: (2022)

Spectral band configuration for airborne hyperspectral imaging of tropical forest.
by: Nuruddin, Ahmad Ainuddin, et al.
Published: (2009)

Synthetic Minority Over-Sampling Technique (SMOTE) and Logistic Model Tree (LMT)-adaptive boosting algorithms for classifying imbalanced datasets of nutrient and chlorophyll sufficiency levels of oil palm (Elaeis guineensis) using spectroradiometers and unmanned aerial vehicles
by: Amirruddin, Amiratul Diyana, et al.
Published: (2022)

Spectral discrimination of healthy and Ganoderma-infected oil palms from hyperspectral data.
by: Mohd Shafri, Helmi Zulhaidi, et al.
Published: (2011)

Integration of spectral information into support vector machine for land cover classification
by: Md. Sap, Mohd. Noor, et al.
Published: (2007)

Satellite Spotting
by: Castleden, Susanna
Published: (2009)

Assessment of orange spotting severity in oil palm using multi spectral reflectance approach
by: Selvaraja, Sudharsan
Published: (2014)

Early detection of Ganoderma basal stem rot of oil palms using artificial neural network spectral analysis
by: Ahmadi, Seyedeh Parisa, et al.
Published: (2017)

Hyperspectral remote sensing for assessment of chlorophyll sufficiency levels in mature oil palm (Elaeis guineensis) based on frond numbers: analysis of decision tree and random forest
by: Amirruddin, Amiratul Diyana, et al.
Published: (2020)

A novel approach for characterizing broad-band radio spectral energy distributions
by: Harvey, V., et al.
Published: (2018)

Nonlocal Band-Weighted Iterative Spectral Mixture Model for Hyperspectral Imagery Denoising
by: Yang, Longshan, et al.
Published: (2020)

Spectral response of nitrogen (N) fertilised mature oil palm (Elaeis guineensis) and its relationships to cell morphologies
by: Ahmad Tarmizi, Wafi
Published: (2018)

Support vector classification of remote sensing images using improved spectral Kernels
by: Md. Sap, Mohd. Noor, et al.
Published: (2008)

Satellite Spectral Data on the Quantification of Soil Particle Size from Different Geographic Regions
by: Demattê, J., et al.
Published: (2018)

Passive spectral bathymetry using satellite remote sensing in Cockburn Sound, W.A.
by: Corner, Robert J.
Published: (1992)

Differences between healthy and Ganoderma boninense infected oil palm seedlings using spectral reflectance of young leaf data
by: Noor Azmi, Aiman Nabilah, et al.
Published: (2021)

Spectral operators of matrices
by: Ding, C., et al.
Published: (2017)

Development of language identification using line spectral frequencies and learning vector quantization networks
by: Gunawan, Teddy Surya, et al.
Published: (2017)

Synergistic use of genetic algorithm and spectral angle mapper for hyperspectral band selection of roof materials
by: Kalantar, Bahareh, et al.
Published: (2016)

On the summability of the spectral expansions of distributions
by: Rakhimov, Abdumalik
Published: (2015)

On the summability of the spectral expansions of distributions
by: Rakhimov, Abdumalik
Published: (2015)

Spectral Geometry of Fuzzy Spaces
by: Druce, Paul Joseph
Published: (2020)

Spectral theory of nonnegative tensors
by: Yang, Q., et al.
Published: (2013)

Analysis of spectral vegetation indices related to soil-Line for mapping mangrove forests using satellite imagery.
by: Ibrahim, Kasawani, et al.
Published: (2010)

Fast Raman spectral mapping of highly fluorescing samples by time-gated spectral multiplexed detection
by: Corden, Christopher, et al.
Published: (2018)

Modification of the ISO-10816 centrifugal pump vibration severity charts for use with octave band spectral measurements
by: McKee, Kristoffer Koh, et al.
Published: (2012)

Spectral amplitude coding OCDMA: Performance analysis on detection schemes using vectors combinatorial code families
by: Ahmed, H.Y., et al.
Published: (2009)

Hyperspectral spectroscopy and imbalance data approaches for classification of oil palm's macronutrients observed from frond 9 and 17
by: Amirruddin, Amiratul Diyana, et al.
Published: (2020)

Spectral and spatial resolution analysis of multi sensor satellite data for coral reef mapping : Tioman Island, Malaysia.
by: Pradhan, Biswajeet, et al.
Published: (2012)

A novel spectral index to automatically extract road networks from WorldView-2 satellite imagery
by: Shahi, Kaveh, et al.
Published: (2015)