International Journal of Fruit Science · 2015 · 12 citations · 20 references
Life SciencesEntomologyZoologyAgricultural EntomologyInsect EcologyInsect PathologyBeetle BiologyDisease Diagnosis In InsectsInsect MonitoringPest DetectionX-ray Data AnalysisX-ray DetectionAdult Beetle IdentificationInsect Infestation AssessmentInsect Pest DetectionLinear Discriminant AnalysisMoisture ContentMoisture Content EffectsX-ray Imaging SystemsX-ray Inspection
The objective of this study was to investigate the capability of X-ray imaging in detecting internal infestations caused by the saw-toothed beetle (Oryzaephilus surinamensis L.) in stored dates. Un-infested and infested dates were x-rayed for different life stages (egg, larvae, pupae, and adult) of O. surinamensis. An algorithm was developed to extract 44 features from the X-ray images. Linear discriminant analysis (LDA) was used to discriminate the un-infested and infested dates using extracted features. Overall accuracy of X-ray imaging system was 80% for un-infested and beetle-infested dates. X-ray imaging system yielded around 97% accuracy in detecting internal infestation of dates with an adult beetle while using a pairwise classification method. Further studies are required to investigate the effects of moisture content and hardness of dates in the discrimination between the un-infested and infested dates.
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Bootstrap Methods: Another Look at the Jackknife
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Detection techniques for stored-product insects in grain
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Life Sciences, Chemistry, Entomology +17