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Engineering Commons

Open Access. Powered by Scholars. Published by Universities.®

Signal Processing

2018

PCA

Articles 1 - 2 of 2

Full-Text Articles in Engineering

Spectral Mixture Modeling Using Principle Component Analysis, Joseph S. Makarewicz, Heather D. Makarewicz Apr 2018

Spectral Mixture Modeling Using Principle Component Analysis, Joseph S. Makarewicz, Heather D. Makarewicz

Scholar Week 2016 - present

A method for modeling mixtures between two end-member spectra using principle component analysis and linear regression was presented. The presentation included results from three binary mixture data sets including orthopyroxene-clinopyroxene, kaolinite-montmorillonite, and nontronite-ferrihydrite.


Weed And Crop Discrimination Through An Offline Computer Vision Algorithm, Phillip Jamison Putney Apr 2018

Weed And Crop Discrimination Through An Offline Computer Vision Algorithm, Phillip Jamison Putney

Scholar Week 2016 - present

With the recent global interest in organic farming and cultivation, many people are turning away from chemical-based herbicides and moving towards alternate methods to extirpate weeds living amongst their crops. Of the methods proposed, robotic weed detection and removal is the most promising because of its possibility to be completely autonomous. Several robust, fully-autonomous robots have been developed, although none have approved for commercial use. This paper proposes a weed and crop discrimination algorithm that utilizes an excessive green color filter paired with principal component analysis to detect spatial frequencies within an image corresponding to different types of weeds and …