A review of remote sensing applications in agriculture for food security: Crop growth and yield, irrigation, and crop losses

L Karthikeyan, I Chawla, AK Mishra - Journal of Hydrology, 2020 - Elsevier
The global population is expected to reach 9.8 billion by 2050. There is an exponential
growth of food production to meet the needs of the growing population. However, the limited …

Mapping paddy rice with satellite remote sensing: A review

R Zhao, Y Li, M Ma - Sustainability, 2021 - mdpi.com
Paddy rice is a staple food of three billion people in the world. Timely and accurate
estimation of the paddy rice planting area and paddy rice yield can provide valuable …

[HTML][HTML] A robust index to extract paddy fields in cloudy regions from SAR time series

S Xu, X Zhu, J Chen, X Zhu, M Duan, B Qiu… - Remote Sensing of …, 2023 - Elsevier
Timely and accurate mapping of paddy rice cultivation is needed for maintaining sustainable
rice production, ensuring food security, and monitoring water usage. Synthetic Aperture …

Rice crop detection using LSTM, Bi-LSTM, and machine learning models from Sentinel-1 time series

H Crisóstomo de Castro Filho… - Remote Sensing, 2020 - mdpi.com
The Synthetic Aperture Radar (SAR) time series allows describing the rice phenological
cycle by the backscattering time signature. Therefore, the advent of the Copernicus Sentinel …

Mapping paddy rice with sentinel-1/2 and phenology-, object-based algorithm—A implementation in Hangjiahu plain in China using gee platform

W Xiao, S Xu, T He - Remote Sensing, 2021 - mdpi.com
In tropical/subtropical monsoon regions, accurate rice mapping is hampered by the following
factors:(1) The frequent occurrence of clouds in such areas during the rice-growing season …

Monitoring and mapping of rice cropping pattern in flooding area in the Vietnamese Mekong delta using Sentinel-1A data: A case of an Giang province

HVT Minh, R Avtar, G Mohan, P Misra… - … International Journal of …, 2019 - mdpi.com
Cropping intensity is one of the most important decisions made independently by farmers in
Vietnam. It is a crucial variable of various economic and process-based models. Rice is …

Improved phenology-based rice mapping algorithm by integrating optical and radar data

Z Zhao, J Dong, G Zhang, J Yang, R Liu, B Wu… - Remote Sensing of …, 2024 - Elsevier
Abstract Information on rice planting areas is critically important for food and water security,
as well as for adapting to climate change. Mapping rice globally remains challenging due to …

Estimation methods developing with remote sensing information for energy crop biomass: A comparative review

Z Chao, N Liu, P Zhang, T Ying, K Song - Biomass and Bioenergy, 2019 - Elsevier
The rapid development of remote sensing (RS) technology enables an increased usage of
high-resolution, spatial, temporal or spectral, data to extract vegetation information, improve …

Estimating canola phenology using synthetic aperture radar

H McNairn, X Jiao, A Pacheco, A Sinha, W Tan… - Remote sensing of …, 2018 - Elsevier
Prolonged periods of wet soil conditions, when present during critical crop development
stages, can significantly elevate the risk of some crop diseases. Wet soils in fields of …

Spatial rice yield estimation using multiple linear regression analysis, semi-physical approach and assimilating SAR satellite derived products with DSSAT crop …

S Pazhanivelan, V Geethalakshmi, R Tamilmounika… - Agronomy, 2022 - mdpi.com
Accurate and consistent information on the area and production of field crops is vital for
national and state planning and ensuring food security in India. Satellite-based remote …