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Detection of pepper fusarium disease using machine learning algorithms based on spectral reflectance

DOI:10.1016/j.suscom.2019.01.001 期刊:Sustainable Computing: Informatics and Systems 出版年份:2019 更新时间:2025-09-19 17:15:36
摘要: The development of computerized automated diagnostic systems ensures more effective health screening in plants. In this way, the damage caused by diseases can be reduced by early detection. Light reflections from plant leaves are known to carry information about plant health. In the study, healthy and fusarium diseased peppers (capsicum annuum) was detected from the reflections obtained from the pepper leaves with the aid of spectroradiometer. Reflections were taken from four groups of pepper leaves (healthy, fusarium-diseased, mycorrhizal fungus, fusarium-diseased and mycorrhizal fungus) grown in a closed environment at wavelengths between 350 nm and 2500 nm. Pepper disease detection takes place in two stages. In the first step, the feature vector is obtained. In the second step, the feature vectors of the input data are classified. The feature vector consist of the coefficients of wavelet decomposition and the statistical values of these coefficients. Artificial Neural Networks (ANN), Naive Bayes (NB) and K-nearest Neighbor (KNN) were used for classification. In detection the health case of pepper, the average success rates of different classification algorithms for the first two groups (diseased and healthy peppers) were calculated as 100% for KNN, 97.5% for ANN and 90% for NB. Likewise, these rates for the classification of all groups were calculated as 100% for KNN, 88.125% for ANN and 82% for NB. Overall, the results have shown that leaf reflections can be successfully used in disease detection.
作者: Kerim Karada?,Mehmet Emin Tenekeci,Ramazan Ta?alt?n,Ays?n Bilgili
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Detecting pepper fusarium disease using machine learning algorithms based on spectral reflectance for early diagnosis before symptoms appear.

Spectral reflectance from pepper leaves between 350 and 2500 nm can effectively detect Fusarium disease before visible symptoms appear, with KNN achieving the highest classification accuracy (100% for two groups, 99% for all groups). Wavelet transformation successfully reduced data dimensions, and the method is faster and more cost-effective than traditional laboratory techniques, offering potential for early disease management in agriculture.

The study was conducted in a controlled indoor environment, which may not fully represent field conditions. The sample size was limited to 80 leaves, and only one disease (Fusarium) and one plant type (pepper) were investigated. The use of statistical values from wavelet coefficients, while reducing processing time, led to some data loss and lower accuracy compared to using full coefficients.

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