Fusion of Feature Selection Methods and Regression Algorithms for Predicting the Canopy Water Content of Rice Based on Hyperspectral Data
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- Agam, N. & Cohen, Y. & Berni, J.A.J. & Alchanatis, V. & Kool, D. & Dag, A. & Yermiyahu, U. & Ben-Gal, A., 2013. "An insight to the performance of crop water stress index for olive trees," Agricultural Water Management, Elsevier, vol. 118(C), pages 79-86.
- Li, Baibing & Martin, Elaine B. & Morris, A. Julian, 2002. "On principal component analysis in L1," Computational Statistics & Data Analysis, Elsevier, vol. 40(3), pages 471-474, September.
- Hui Sun & Meichen Feng & Lujie Xiao & Wude Yang & Chao Wang & Xueqin Jia & Yu Zhao & Chunqi Zhao & Saleem Kubar Muhammad & Deying Li, 2019. "Assessment of plant water status in winter wheat (Triticum aestivum L.) based on canopy spectral indices," PLOS ONE, Public Library of Science, vol. 14(6), pages 1-15, June.
- Natasha Gilbert, 2012. "Water under pressure," Nature, Nature, vol. 483(7389), pages 256-257, March.
- Krishna, Gopal & Sahoo, Rabi N. & Singh, Prafull & Bajpai, Vaishangi & Patra, Himesh & Kumar, Sudhir & Dandapani, Raju & Gupta, Vinod K. & Viswanathan, C. & Ahmad, Tauqueer & Sahoo, Prachi M., 2019. "Comparison of various modelling approaches for water deficit stress monitoring in rice crop through hyperspectral remote sensing," Agricultural Water Management, Elsevier, vol. 213(C), pages 231-244.
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- Hoda Galal & Salah Elsayed & Osama Elsherbiny & Aida Allam & Mohamed Farouk, 2022. "Using RGB Imaging, Optimized Three-Band Spectral Indices, and a Decision Tree Model to Assess Orange Fruit Quality," Agriculture, MDPI, vol. 12(10), pages 1-19, September.
- Armacheska Rivero Mesa & John Y. Chiang, 2021. "Multi-Input Deep Learning Model with RGB and Hyperspectral Imaging for Banana Grading," Agriculture, MDPI, vol. 11(8), pages 1-18, July.
- Solgi, Shahin & Ahmadi, Seyed Hamid & Seidel, Sabine Julia, 2023. "Remote sensing of canopy water status of the irrigated winter wheat fields and the paired anomaly analyses on the spectral vegetation indices and grain yields," Agricultural Water Management, Elsevier, vol. 280(C).
- Hongbin Dai & Guangqiu Huang & Huibin Zeng & Fan Yang, 2021. "PM 2.5 Concentration Prediction Based on Spatiotemporal Feature Selection Using XGBoost-MSCNN-GA-LSTM," Sustainability, MDPI, vol. 13(21), pages 1-24, November.
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Keywords
water content; hyperspectral imaging; feature combination; feature selection; optimal predictive model;All these keywords.
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