Securing China’s rice harvest: unveiling dominant factors in production using multi-source data and hybrid machine learning models

Securing China’s rice harvest: unveiling dominant factors in production using multi-source data and hybrid machine learning models

Abstract Ensuring the security of China’s rice harvest is imperative for sustainable food production. The existing study addresses a critical need by employing a comprehensive approach that integrates multi-source data, including climate, remote sensing, soil properties and agricultural statistics f...

Mô tả đầy đủ

Chi tiết về thư mục
Những tác giả chính:	Ali Mokhtar, Hongming He, Mohsen Nabil, Saber Kouadri, Ali Salem, Ahmed Elbeltagi
Định dạng:	Bài viết
Ngôn ngữ:	English
Được phát hành:	Nature Portfolio 2024-06-01
Loạt:	Scientific Reports
Những chủ đề:	Climate change Vegetation indices Food security Hybrid machine learning models Rice production
Truy cập trực tuyến:	https://doi.org/10.1038/s41598-024-64269-0

Những quyển sách tương tự

Grain Yield Estimation in Rice Breeding Using Phenological Data and Vegetation Indices Derived from UAV Images
Bằng: Haixiao Ge, et al.
Được phát hành: (2021-11-01)

Estimation and Forecasting of Rice Yield Using Phenology-Based Algorithm and Linear Regression Model on Sentinel-II Satellite Data
Bằng: Abid Nazir, et al.
Được phát hành: (2021-10-01)

Estimating Relative Chlorophyll Content in Rice Leaves Using Unmanned Aerial Vehicle Multi-Spectral Images and Spectral–Textural Analysis
Bằng: Yuwei Wang, et al.
Được phát hành: (2023-06-01)

Assessing The Field Hyperspectral Remote Sensing Data To Diagnose Crop Variables In Tropical Irrigated Wetland Rice
Bằng: Muhammad Evri, et al.
Được phát hành: (2009-11-01)

Assessing vegetation indices and productivity across nitrogen gradients: a comparative study under transplanted and direct-seeded rice
Bằng: Manojit Chowdhury, et al.
Được phát hành: (2024-03-01)

Rice growth vegetation index 2 for improving estimation of rice plant phenology in costal ecosystems
Bằng: K. Choudhary, et al.
Được phát hành: (2021-06-01)

Assessing Drone-Based Remote Sensing Indices for Monitoring Rice Nitrogen Plant Status Under Different Irrigation Techniques
Bằng: Gonzalo Carracelas, et al.
Được phát hành: (2024-12-01)

Simulation of Rice Yield and its Components Using SWAP Model and Remote Sensing Technology for Optimal Use of Water and Soil
Bằng: Hosein Pandi, et al.
Được phát hành: (2020-12-01)

The Next Generation of Rice: Inter-Subspecific Indica-Japonica Hybrid Rice
Bằng: Guiquan Zhang
Được phát hành: (2022-03-01)

Research on weed identification method in rice fields based on UAV remote sensing
Bằng: Fenghua Yu, et al.
Được phát hành: (2022-11-01)

Rice Yield Estimation Based on Cumulative Time Series Vegetation Indices of UAV MS and RGB Images
Bằng: Jun Li, et al.
Được phát hành: (2024-12-01)

INDICATORS OF THE QUALITY OF RICE GRAIN AND GROATS DEPENDING ON THE GENOTYPE OF CULTIVARS
Bằng: D. Palamarchuk, et al.
Được phát hành: (2022-10-01)

Strategy for Monitoring the Blast Incidence in Crops of <i>Bomba</i> Rice Variety Using Remote Sensing Data
Bằng: Alba Agenjos-Moreno, et al.
Được phát hành: (2024-08-01)

Pre -harvest forecasting models for kharif rice yield in coastal Karnataka using weather indices
Bằng: GEETA AGNIHOTRI, et al.
Được phát hành: (2014-12-01)

Application of UAV-retrieved canopy spectra for remote evaluation of rice full heading date
Bằng: Xiaojuan Liu, et al.
Được phát hành: (2023-06-01)

Identification of Male and Female Parents for Hybrid Rice Seed Production Using UAV-Based Multispectral Imagery
Bằng: Hanchao Liu, et al.
Được phát hành: (2022-07-01)

Estimation of Rice Aboveground Biomass by Combining Canopy Spectral Reflectance and Unmanned Aerial Vehicle-Based Red Green Blue Imagery Data
Bằng: Zhonglin Wang, et al.
Được phát hành: (2022-05-01)

The impact of threshing unit structure and parameters on enhancing rice threshing performance
Bằng: Mohamed Anwer Abdeen, et al.
Được phát hành: (2025-02-01)

Genetics, genotype stability analyses and evaluation of newly-developed high-yielding hybrid rice in multilocation
Bằng: Sulaiman, Elixon Sunian @ Elixson
Được phát hành: (2021)

Variation and Enlightenment of Sown Area of Rice Varieties in Rice Research Institute of Guangdong Academy of Agricultural Sciences
Bằng: Leilei KONG, et al.
Được phát hành: (2022-09-01)

Heterosis under aerobic condition in hybrid Rice
Bằng: K Amudha, K. Thiyagarajan, S. Robin, Silvas Jeba Kumar Prince, R. Poornima and K.K. Suji
Được phát hành: (2010-07-01)

Characterization of Rice Yield Based on Biomass and SPAD-Based Leaf Nitrogen for Large Genotype Plots
Bằng: Andres F. Duque, et al.
Được phát hành: (2023-06-01)

Calibrating Sentinel-2 Imagery with Multispectral UAV Derived Information to Quantify Damages in Mediterranean Rice Crops Caused by Western Swamphen (<i>Porphyrio porphyrio</i>)
Bằng: Magda Pla, et al.
Được phát hành: (2019-05-01)

Assessing Correlation of High-Resolution NDVI with Fertilizer Application Level and Yield of Rice and Wheat Crops using Small UAVs
Bằng: Senlin Guan, et al.
Được phát hành: (2019-01-01)

Unveiling a Novel Source of Resistance to Bacterial Blight in Medicinal Wild Rice, <i>Oryza officinalis</i>
Bằng: Ling Chen, et al.
Được phát hành: (2022-06-01)

Rice for Food Security: Revisiting Its Production, Diversity, Rice Milling Process and Nutrient Content
Bằng: Nur Atikah Mohidem, et al.
Được phát hành: (2022-05-01)

Can harvest outsourcing services reduce field harvest losses of rice in China?
Bằng: Xue QU, et al.
Được phát hành: (2021-05-01)

Establishment and Advances of Third-Generation Hybrid Rice Technology: A Review
Bằng: Zhufeng Chen, et al.
Được phát hành: (2023-12-01)

Cooked Rice Textural Properties and Starch Physicochemical Properties from New Hybrid Rice and Their Parents
Bằng: Yan Gao, et al.
Được phát hành: (2024-03-01)

Improving food security in Iran: quantifying post-harvest rice losses
Bằng: Zahra Ardakani, et al.
Được phát hành: (2020-09-01)

Indian rice and breads /
Bằng: 527046 Devagi Sanmugam
Được phát hành: (2003)

Mechanical, thermal and flammability properties of hybrid rice husk/nanofillers filled polypropylene nanocomposites
Bằng: Ezenkwa, Obinna Emmanuel
Được phát hành: (2023)

Studies on hybrid sterility in rice (Oryza sativa L.) under temperate conditions of Kashmir
Bằng: S. Najeeb, A.G.Rather , M.A.Zargar, , F.A.Sheikh, S.M. Razvi1 , Badrul Hassan2, Gulzaffer1, M.A. Ahanger and N.A.Teeli
Được phát hành: (2011-12-01)

Perennial rice – An alternative to the ‘one-sow, one-harvest’ rice production: Benefits, challenges, and future prospects
Bằng: Vijayakumar Shanmugam, et al.
Được phát hành: (2025-04-01)

Identifying the dominant compound events and their impacts on vegetation growth in China
Bằng: Xuezheng Zong, et al.
Được phát hành: (2024-09-01)

Efficient Rice Breeding in South China——From Early-late Season Double-cropping Rice Breeding to Variety-restorer Line Rice Breeding
Bằng: Hong LI, et al.
Được phát hành: (2022-07-01)

A method for mechanized hybrid rice seed production using female sterile rice
Bằng: Yumei Xia, et al.
Được phát hành: (2019-05-01)

The Improvement in Head Milled Rice Yield in Middle-Season Hybrid Rice: Evidence from a Case Study of Two Cultivars Released 18 Years Apart
Bằng: Jialin Cao, et al.
Được phát hành: (2023-01-01)

Effects of Cytoplasmic Sterility on Roots and Yield of Nitrogen Sources in Rice
Bằng: Rong Liu, et al.
Được phát hành: (2025-03-01)

Characterization of grain cadmium concentration in indica hybrid rice
Bằng: Kai WANG, Qunfeng ZHOU, Tianze YAN, Shilong XU, Longyi ZHAO, Weicheng WANG, Zhigang JIN, Peng QIN, Chenjian FU, Liangbi CHEN, Yuanzhu YANG
Được phát hành: (2020-12-01)