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References from Assessment of crop water stress under prevailing irrigation practice in Faisalabad, Pakistan using hyperspectral remote sensing. Local targets link to admitted publications; unresolved targets remain external evidence.
Unresolved reference
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Standard test methods for laboratory determination of water (moisture) content of soil and rock by mass
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Field-Scale maize yield estimation using remote sensing with the integration of agronomic traits
10.3390/agriculture15171834 · 2025 · External reference
Deep learning–driven adaptive framework for precision greenhouse management based on species-specific needs
2025 · External reference
Predicting crop performance by considering drought indicators, remote sensing data, and machine learning algorithms
2025 · External reference
Development of a soil moisture sensor-based irrigation scheduling program for the midsouthern United States
10.1002/cft2.20217 · 2023 · External reference
Remote Sensing Applications in Sugar Beet Production: From Crop Monitoring to Precision Management
10.3390/agriengineering8070298 · 2026 · External reference
Crop water stress detection based on UAV remote sensing systems
10.1016/j.agwat.2024.109059 · 2024 · External reference
Unresolved reference
2023 · External reference
Macro-scale water scarcity requires micro-scale approaches: aspects of vulnerability in semi-arid development
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Dual sampling linear regression ensemble to predict wheat yield across growing seasons with hyperspectral sensing
10.1016/j.compag.2023.108514 · 2024 · External reference
Time-series NDVI and greenness spectral indices in mid-to-late growth stages enhance maize yield estimation
10.1016/j.fcr.2025.110069 · 2025 · External reference
Challenges and future perspectives of multi-/Hyperspectral thermal infrared remote sensing for crop water-stress detection: a review
10.3390/rs11101240 · 2019 · External reference
A review of hyperspectral remote sensing and its application in vegetation and water resource studies
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Irrigation scheduling approaches and applications: a review
10.1061/(asce)ir.1943-4774.0001464 · 2020 · External reference
Recent advances in crop water stress detection
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Narrow-band reflectance indices for mapping the combined effects of water and nitrogen stress in field grown tomato crops
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10.1007/s44279-024-00069-4 · 2024 · Admitted local publication
Assessing Crop Water Stress Index of Citrus Using In-Situ Measurements, Landsat, and Sentinel-2 Data
10.1080/01431161.2020.1846224 · 2021 · External reference
Interaction between intermittent river and groundwater in arid and semiarid basin considering the influence of evaporation on isotopic compositions
2024 · External reference
Irrigation scheduling: advantages and pitfalls of plant-based methods
10.1093/jxb/erh213 · 2004 · External reference
Soil-matric-potential-based irrigation scheduling to increase yield and water productivity of okra
10.3390/w15244300 · 2023 · External reference
Unresolved reference
2024 · External reference
Crop reflectance monitoring as a tool for water stress detection in greenhouses: a review
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Reflectance indices for the detection of water stress in greenhouse tomato (Solanum lycopersicum)
2014 · External reference
Unresolved reference
2022 · External reference
Effects of various levels of water stress on morpho-physiological traits and spectral reflectance of maize at seedling growth stage
10.3390/agronomy14092173 · 2024 · External reference
Combine photosynthetic characteristics and leaf hyperspectral reflectance for early detection of water stress [Original Research]
2025 · External reference
Prediction and mapping of leaf water content in Populus alba var. pyramidalis using hyperspectral imagery
10.1186/s13007-024-01312-1 · 2024 · External reference
Multi-source data fusion for estimating potato transpiration under water stress using machine learning models
10.1016/j.agwat.2025.109987 · 2025 · External reference
Enhancing field-scale soil moisture content monitoring using UAV hyperspectral-derived multi-dimensional spectral response indices of crop comprehensive phenotypic traits
10.1016/j.compag.2025.110399 · 2025 · External reference
Improving maize water stress diagnosis accuracy by integrating multimodal UAVs data and leaf area index inversion model
10.1016/j.agwat.2025.109407 · 2025 · External reference
Monitoring soil nutrients using machine learning based on UAV hyperspectral remote sensing
10.1080/01431161.2024.2371618 · 2024 · External reference
A spatial framework for assessing irrigation water use in overexploited Mediterranean aquifers
10.3390/rs17244019 · 2025 · External reference
Mapping of irrigated vineyard areas through the use of machine learning techniques and remote sensing
10.1016/j.agwat.2024.108988 · 2024 · External reference
The influence of vapor pressure deficit changes on global terrestrial evapotranspiration
2025 · External reference
The United Nations world water development report 2024
2024 · External reference
Unresolved reference
2022 · External reference
Traditional and new approaches to irrigation scheduling in vegetable crops
10.21273/horttech.21.3.309 · 2011 · External reference
Accurate and timely estimation of cotton yield and area in Tamil Nadu using integrated Sentinel-1A SAR and DSSAT modeling
10.33545/2618060x.2024.v7.i4sc.3027 · 2024 · External reference
Estimation of plant water concentration by the reflectance water index WI (R900/R970)
10.1080/014311697217396 · 1997 · External reference
Value of using different vegetative indices to quantify agricultural crop characteristics at different growth stages under varying management practices
2010 · External reference
Water security issues of agriculture in Pakistan
2019 · External reference
Assessment of water status in wheat (Triticum aestivum L.) using ground based hyperspectral reflectance
10.1007/s40011-015-0618-6 · 2017 · External reference
Effects of Water Stress on Crop Production
2016 · External reference
Optimization of soil-based irrigation scheduling through the integration of machine learning, remote sensing, and soil moisture sensor technology
2024 · External reference
Estimation of chlorophyll content in soybean crop at different growth stages based on optimal spectral index
10.3390/agronomy13030663 · 2023 · External reference
Unresolved reference
2017 · External reference
Recent methods for evaluating crop water stress using AI techniques: a review
10.3390/s24196313 · 2024 · External reference
Comparison of different vegetation indices computed from hyperspectral leaf reflectance data in processing tomato
10.17660/actahortic.2023.1382.7 · 2023 · External reference
Accurate estimation of sorghum crop water content under different water stress levels using machine learning and hyperspectral data
10.1007/s10661-023-11536-8 · 2023 · External reference
A robust model for diagnosing water stress of winter wheat by combining UAV multispectral and thermal remote sensing
10.1016/j.agwat.2023.108616 · 2024 · External reference
Estimating maize leaf water content using machine learning with diverse multispectral image features
10.3390/plants14060973 · 2025 · External reference
Determining the Canopy Water Stress for Spring Wheat Using Canopy Hyperspectral Reflectance Data in Loess Plateau Semiarid Regions
10.1080/00387010.2014.909495 · 2015 · External reference
Crop yield estimation and irrigation scheduling optimization using a root-weighted soil water availability based water production function
10.1016/j.fcr.2022.108579 · 2022 · External reference
Vegetation indices combining the red and red-edge spectral information for leaf area index retrieval
10.1109/jstars.2018.2813281 · 2018 · External reference
Remote Sensing
2024 · External reference
Mapping maize water stress based on UAV multispectral remote sensing
10.3390/rs11060605 · 2019 · External reference
Detecting water stress in winter wheat based on multifeature fusion from UAV remote sensing and stacking ensemble learning method
10.3390/rs16214100 · 2024 · External reference
Evaluating the performance of hyperspectral leaf reflectance to detect water stress and estimation of photosynthetic capacities
10.3390/rs13112160 · 2021 · External reference