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SCI-Expanded JCR Q4 Özgün Makale Scopus
Determination of phosphorus status in bread wheat leaves by visible and near-infrared spectral discriminant analysis
Journal of Applied Remote Sensing 2021 Cilt 15
Scopus Eşleşmesi Bulundu
15
Cilt
Scopus Yazarları: Pamela Aracena Santos, E. Eşref Hakki, Sait Gezgin, Ali Topal, Mert Dedeoglu
Özet
This study developed a quadratic discriminant analysis (QDA) model from the spectroradiometer reflections (400 to 1000 nm) and phosphorus (P) uptake in wheat under varying rates of P dosages (0, 25, and 50 ppm P) in the tillering (GS25) and heading (GS55) stages. Seventy-Two experimental plants were grown under controlled greenhouse conditions. Stepwise multiple regression analysis was used to determine the wavelengths associated with different periods and P doses. Principal component analysis was employed to select the five wavelengths (418, 563, 639, 756, and 1000 nm) that best encompassed the total variance amongst the different reflection values. The QDA model assigned the training data to their real classes (0 ppm P: 79%, 25 ppm P: 50%, and 50 ppm: 83%) with 71% accuracy. For validation of the model, 36 randomly selected test data were used (0 ppm P: 75%, 25 ppm P: 42%, and 50 ppm P; 92%) and resulted in 69% accuracy. Results concluded that wheat P demand during different vegetation stages can be determined from the spectral wavelengths input into a QDA model; for future research, however, we suggest the nutrient dosage ranges are broad enough to provide sufficient variability. Nevertheless, discriminant modeling is a viable method of determining plant nutritional status by spectral data.
Anahtar Kelimeler (Scopus)
discriminant analysis phosphorus quadratic model visible and near-infrared reflectance wheat

Anahtar Kelimeler

discriminant analysis phosphorus quadratic model visible and near-infrared reflectance wheat

Makale Bilgileri

Dergi Journal of Applied Remote Sensing
ISSN 1931-3195
Yıl 2021 / 1. ay
Cilt / Sayı 15
Makale Türü Özgün Makale
Hakemlik Hakemli
Endeks SCI-Expanded
JCR Quartile Q4
Yayın Dili İngilizce
Kapsam Uluslararası
Toplam Yazar 5 kişi
Erişim Türü Basılı+Elektronik
Erişim Linki Makaleye Git
Alan Ziraat, Orman ve Su Ürünleri Temel Alanı Toprak Bilimi ve Bitki Besleme Bitki Besleme ve Toprak Verimliliği Toprak Bilimi

YÖKSİS Yazar Kaydı

Yazar Adı Santos Pamela Aracena, HAKKI ERDOĞAN EŞREF, GEZGİN SAİT, TOPAL ALİ, DEDEOĞLU MERT
YÖKSİS ID 5826628