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
Hızlı Erişim
Metrikler
JCR Quartile
Q4
Yazar Sayısı
5