气候变化领域集成服务门户(CCPortal): Wheat crop classification using deep learning

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DOI	10.1007/s11042-024-18617-x
	Wheat crop classification using deep learning
	Gill, Harmandeep Singh; Bath, Bikramjit Singh; Singh, Rajanbir; Riar, Amarinder Singh
发表日期	2024
ISSN	1380-7501
EISSN	1573-7721
英文摘要	Crop yield forecasting is becoming more essential in the present environment, when food security must be maintained despite climate, population, and climate change concerns. Machine learning is a useful decision-making tool for predicting agricultural yields, as well as for deciding what crops to plant and what to do throughout the crop's growth season. To aid agricultural production prediction studies, a number of machine learning methods have been used. Wheat is a significant food source in India, particularly in the north. The wheat crop is categorised using deep learning techniques in the proposed research. The suggested system uses deep learning CNN, RNN, and LSTM applications to classify wheat crops. The results showed that the test accuracy ranged from 85%\documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$$85\%$$\end{document} to 95.68%\documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$$\%$$\end{document} for varietal level classification. Hence, the proposed approach results are accurate and reliable, encouraging the deployment of such an approach in practice.
英文关键词	Wheat crop; Classification; Deep learning; CNN; RNN; LSTM; HT; MT
语种	英语
WOS研究方向	Computer Science ; Engineering
WOS类目	Computer Science, Information Systems ; Computer Science, Software Engineering ; Computer Science, Theory & Methods ; Engineering, Electrical & Electronic
WOS记录号	WOS:001183193800007
来源期刊	MULTIMEDIA TOOLS AND APPLICATIONS
文献类型	期刊论文
条目标识符	http://gcip.llas.ac.cn/handle/2XKMVOVA/293437
作者单位	Guru Nanak Dev University
推荐引用方式 GB/T 7714	Gill, Harmandeep Singh,Bath, Bikramjit Singh,Singh, Rajanbir,et al. Wheat crop classification using deep learning[J],2024.
APA	Gill, Harmandeep Singh,Bath, Bikramjit Singh,Singh, Rajanbir,&Riar, Amarinder Singh.(2024).Wheat crop classification using deep learning.MULTIMEDIA TOOLS AND APPLICATIONS.
MLA	Gill, Harmandeep Singh,et al."Wheat crop classification using deep learning".MULTIMEDIA TOOLS AND APPLICATIONS (2024).