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  • Review
  • Open Access
159 Citations
27,778 Views
26 Pages

A Review of Crop Water Stress Assessment Using Remote Sensing

  • Uzair Ahmad,
  • Arturo Alvino and
  • Stefano Marino

17 October 2021

Currently, the world is facing high competition and market risks in improving yield, crop illness, and crop water stress. This could potentially be addressed by technological advancements in the form of precision systems, improvements in production,...

(This article belongs to the Special Issue Remote Sensing in Irrigated Crop Water Stress Assessment)
  • Proceeding Paper
  • Open Access
10 Citations
10,135 Views
7 Pages

Crop Water Stress Detection Using Remote Sensing Techniques

  • Muhammad Safdar,
  • Muhammad Adnan Shahid,
  • Abid Sarwar,
  • Fahd Rasul,
  • Muhammad Danish Majeed and
  • Rehan Mehmood Sabir

To meet the demand for increasing global food production while using limited water resources, crop water stress must be improved in agriculture. Remote-sensing-based plant stress indicators have the benefits of high spatial resolutions, a cheap cost,...

(This article belongs to the Proceedings of The 7th International Electronic Conference on Water Sciences)
  • Article
  • Open Access
20 Citations
5,684 Views
17 Pages

Rapid Estimation of Crop Water Stress Index on Tomato Growth

  • Kelvin Edom Alordzinu,
  • Jiuhao Li,
  • Yubin Lan,
  • Sadick Amoakohene Appiah,
  • Alaa AL Aasmi and
  • Hao Wang

29 July 2021

The goal of this research is to use a WORKSWELL WIRIS AGRO R INFRARED CAMERA (WWARIC) to assess the crop water stress index (CWSIW) on tomato growth in two soil types. This normalized index (CWSI) can map water stress to prevent drought, mapping yiel...

(This article belongs to the Section Sensing and Imaging)
  • Article
  • Open Access
9 Citations
4,535 Views
22 Pages

Real-Time Assessment of Mandarin Crop Water Stress Index

  • Sadick Amoakohene Appiah,
  • Jiuhao Li,
  • Yubin Lan,
  • Ransford Opoku Darko,
  • Kelvin Edom Alordzinu,
  • Alaa Al Aasmi,
  • Evans Asenso,
  • Fuseini Issaka,
  • Ebenezer Acheampong Afful and
  • Songyang Qiao
  • + 1 author

26 May 2022

The use of plant-based indicators and other conventional means to detect the level of water stress in crops may be challenging, due to their difficulties in automation, their arduousness, and their time-consuming nature. Non-contact and non-destructi...

(This article belongs to the Section Optical Sensors)
  • Article
  • Open Access
6 Citations
3,888 Views
13 Pages

7 June 2022

Water productivity of rice is imperative for global water security. Currently, water saving management techniques have been proposed and applied to rice systems. The crop water stress index (CWSI) is a major index for evaluating crop water use. The u...

(This article belongs to the Section Water, Agriculture and Aquaculture)
  • Article
  • Open Access
23 Citations
5,541 Views
17 Pages

Remote Sensing Crop Water Stress Determination Using CNN-ViT Architecture

  • Kawtar Lehouel,
  • Chaima Saber,
  • Mourad Bouziani and
  • Reda Yaagoubi

9 May 2024

Efficiently determining crop water stress is vital for optimising irrigation practices and enhancing agricultural productivity. In this realm, the synergy of deep learning with remote sensing technologies offers a significant opportunity. This study...

(This article belongs to the Section AI Systems: Theory and Applications)
  • Review
  • Open Access
117 Citations
15,663 Views
19 Pages

13 August 2019

The frequency of drought periods influences the yield potential of crops under field conditions. The change in morphology and anatomy of plants has been tested during drought stress under controlled conditions but the change in physiological processe...

(This article belongs to the Special Issue Physiological and Molecular Characterization of Crop Resistance to Abiotic Stresses)
  • Article
  • Open Access
73 Citations
9,655 Views
19 Pages

Precise irrigation management of grapevines in greenhouses requires a reliable method to easily quantify and monitor the grapevine water status to enable effective manipulation of the water stress of the plants. This study evaluated the applicability...

(This article belongs to the Special Issue Grape Responses to Abiotic and Biotic Stresses)
  • Article
  • Open Access
112 Citations
14,124 Views
19 Pages

20 November 2012

With an increasing demand of fresh water resources in arid/semi-arid parts of the world, researchers and practitioners are relying more than ever on remote sensing techniques for monitoring and evaluating crop water status and for estimating crop wat...

(This article belongs to the Special Issue Advances in Remote Sensing of Crop Water Use Estimation)
  • Article
  • Open Access
12 Citations
4,068 Views
14 Pages

7 July 2021

Addressing within-field and within-season variability of crop water stress is critical for spatially variable irrigation. This study measures interactions between spatially variable soil properties and temporally variable crop water dynamics; and whe...

(This article belongs to the Special Issue Water Saving in Irrigated Agriculture)
  • Review
  • Open Access
54 Citations
11,449 Views
39 Pages

Recent Methods for Evaluating Crop Water Stress Using AI Techniques: A Review

  • Soo Been Cho,
  • Hidayat Mohamad Soleh,
  • Ji Won Choi,
  • Woon-Ha Hwang,
  • Hoonsoo Lee,
  • Young-Son Cho,
  • Byoung-Kwan Cho,
  • Moon S. Kim,
  • Insuck Baek and
  • Geonwoo Kim

29 September 2024

This study systematically reviews the integration of artificial intelligence (AI) and remote sensing technologies to address the issue of crop water stress caused by rising global temperatures and climate change; in particular, it evaluates the effec...

(This article belongs to the Special Issue Feature Papers in Smart Agriculture 2024)
  • Review
  • Open Access
2 Citations
1,675 Views
33 Pages

29 November 2025

Every year, up to 40% of the crops in the world are lost to pests. Plants have suffered from prolonged biotic stresses and abiotic stresses, which cause significant changes in complex crop ecosystems, necessitating intensive pest management strategie...

(This article belongs to the Special Issue Emerging Technologies in Crop Protection: Advanced Methods and Machinery)
  • Article
  • Open Access
7 Citations
4,551 Views
25 Pages

Identification of Infiltration Features and Hydraulic Properties of Soils Based on Crop Water Stress Derived from Remotely Sensed Data

  • Jakub Brom,
  • Renata Duffková,
  • Jan Haberle,
  • Antonín Zajíček,
  • Václav Nedbal,
  • Tereza Bernasová and
  • Kateřina Křováková

15 October 2021

Knowledge of the spatial variability of soil hydraulic properties is important for many reasons, e.g., for soil erosion protection, or the assessment of surface and subsurface runoff. Nowadays, precision agriculture is gaining importance for which kn...

(This article belongs to the Special Issue Deep and Machine Learning Applications in Remote Sensing Data to Monitor and Manage Crops Using Precision Agriculture Systems)
  • Article
  • Open Access
6 Citations
4,144 Views
13 Pages

Evaluation of AquaCrop’s Ability to Simulate Water Stress Based on 2-Year Case Study of Maize Crop

  • Ding Zhou,
  • Hui Wang,
  • Xiangxiang Wang,
  • Fangfang Wang,
  • Jiabao Zhang and
  • Donghao Ma

9 February 2024

To apply AquaCrop to the study of agricultural soil moisture in the North China Plain, a water-treatment experiment on summer maize was carried out at the Fengqiu experimental station of the Chinese Academy of Sciences from 2017 to 2018. A water trea...

(This article belongs to the Special Issue Improving Irrigation Management Practices for Agricultural Production)
  • Review
  • Open Access
299 Citations
22,214 Views
24 Pages

24 May 2019

Thermal infrared (TIR) multi-/hyperspectral and sun-induced fluorescence (SIF) approaches together with classic solar-reflective (visible, near-, and shortwave infrared reflectance (VNIR)/SWIR) hyperspectral remote sensing form the latest state-of-th...

(This article belongs to the Special Issue Applications of Spectroscopy in Agriculture and Vegetation Research)
  • Article
  • Open Access
150 Citations
12,551 Views
15 Pages

Adaptive Estimation of Crop Water Stress in Nectarine and Peach Orchards Using High-Resolution Imagery from an Unmanned Aerial Vehicle (UAV)

  • Suyoung Park,
  • Dongryeol Ryu,
  • Sigfredo Fuentes,
  • Hoam Chung,
  • Esther Hernández-Montes and
  • Mark O’Connell

11 August 2017

The capability to monitor water status from crops on a regular basis can enhance productivity and water use efficiency. In this paper, high-resolution thermal imagery acquired by an unmanned aerial vehicle (UAV) was used to map plant water stress and...

  • Article
  • Open Access
24 Citations
4,394 Views
16 Pages

25 April 2020

The accurate quantification of crop water use or evapotranspiration (ET) under water and salt stress is needed for efficient water management and precision irrigation in water scarce regions. However, few studies were examined on alfalfa water use an...

(This article belongs to the Section Water Use and Scarcity)
  • Article
  • Open Access
14 Citations
5,041 Views
16 Pages

A Smart Crop Water Stress Index-Based IoT Solution for Precision Irrigation of Wine Grape

  • Fernando Fuentes-Peñailillo,
  • Samuel Ortega-Farías,
  • Cesar Acevedo-Opazo,
  • Marco Rivera and
  • Miguel Araya-Alman

20 December 2023

The Scholander-type pressure chamber to measure midday stem water potential (MSWP) has been widely used to schedule irrigation in commercial vineyards. However, the limited number of sites that can be evaluated using the pressure chamber makes it dif...

(This article belongs to the Section Environmental Sensing)
  • Article
  • Open Access
62 Citations
7,660 Views
21 Pages

Water Stress Identification of Winter Wheat Crop with State-of-the-Art AI Techniques and High-Resolution Thermal-RGB Imagery

  • Narendra S. Chandel,
  • Yogesh A. Rajwade,
  • Kumkum Dubey,
  • Abhilash K. Chandel,
  • A. Subeesh and
  • Mukesh K. Tiwari

2 December 2022

Timely crop water stress detection can help precision irrigation management and minimize yield loss. A two-year study was conducted on non-invasive winter wheat water stress monitoring using state-of-the-art computer vision and thermal-RGB imagery in...

(This article belongs to the Collection Feature Papers in Plant Physiology and Metabolism)
  • Article
  • Open Access
22 Citations
4,072 Views
23 Pages

Simulating Canopy Temperature Using a Random Forest Model to Calculate the Crop Water Stress Index of Chinese Brassica

  • Mingxin Yang,
  • Peng Gao,
  • Ping Zhou,
  • Jiaxing Xie,
  • Daozong Sun,
  • Xiongzhe Han and
  • Weixing Wang

5 November 2021

The determination of crop water status has positive effects on the Chinese Brassica industry and irrigation decisions. Drought can decrease the production of Chinese Brassica, whereas over-irrigation can waste water. It is desirable to schedule irrig...

  • Article
  • Open Access
38 Citations
7,571 Views
22 Pages

9 February 2024

Monitoring and mapping crop water stress and variability at a farm scale for cereals such as maize, one of the most common crops in developing countries with 200 million people around the world, is an important objective within precision agriculture....

  • Article
  • Open Access
13 Citations
3,978 Views
16 Pages

Crop Coefficient Estimation and Effect of Abscisic Acid on Red Cabbage Plants (Brassica oleracea var. Capitata) under Water-Stress Conditions

  • Ebtessam A. Youssef,
  • Marwa M. Abdelbaset,
  • Osama M. Dewedar,
  • José Miguel Molina-Martínez and
  • Ahmed F. El-Shafie

Understanding the anticipated impact of climate change on agriculture, as well as water conservation, is critical to achieving food security. Therefore, during this critical time and due to reduced water resources and increased food demand, it is imp...

(This article belongs to the Section Agricultural Water Management)
  • Article
  • Open Access
192 Views
30 Pages

12 October 2026

This study investigated water stress in eggplant (Solanum melongena L.) grown under field conditions in Bafra, Türkiye, from 2015 to 2017. Five irrigation treatments were evaluated with three replicates: full irrigation (I1), 75% (I2), 50% (I3),...

(This article belongs to the Special Issue Application of Deep and Machine Learning in Crop Monitoring and Management—2nd Edition)
  • Article
  • Open Access
938 Views
33 Pages

Design and Experimental Validation of a Low-Power IoT-Based Smart Irrigation System Using LoRa, ET0, and Crop Water Stress Index for Precision Agriculture

  • Yassine Ayat,
  • Ali El Moussati,
  • Oumayma Rachdi,
  • Maryem Dinar,
  • Abdelaziz El Aouni,
  • Hajar Karkri,
  • Mohammed Benzaouia,
  • Wiame Benzekri,
  • Ismail Mir and
  • Abdelmalek Mimouni
  • + 1 author

27 July 2026

Efficient irrigation management requires complementary information on atmospheric demand, soil conditions, and crop water stress. This study presents a low-power Internet of Things (IoT)-based irrigation system that integrates these components within...

(This article belongs to the Special Issue Advances in Intelligent Wireless Sensing and IoT)
  • Article
  • Open Access
69 Citations
8,342 Views
17 Pages

30 January 2018

Water stress caused by water scarcity has a negative impact on the wine industry. Several strategies have been implemented for optimizing water application in vineyards. In this regard, midday stem water potential (SWP) and thermal infrared (TIR) ima...

(This article belongs to the Special Issue UAV or Drones for Remote Sensing Applications)
  • Article
  • Open Access
11 Citations
4,010 Views
11 Pages

Water Stress Regime of Irrigated Crops Based on Remote Sensing and Ground-Based Data

  • Anatoly Mikhailovich Zeyliger and
  • Olga Sergeevna Ermolaeva

30 May 2021

In the past few decades, combinations of remote sensing technologies with ground-based methods have become available for use at the level of irrigated fields. These approaches allow an evaluation of crop water stress dynamics and irrigation water use...

(This article belongs to the Section Farming Sustainability)
  • Article
  • Open Access
7 Citations
1,967 Views
23 Pages

9 November 2025

Agricultural drought poses a critical constraint to food security and regional sustainable development, particularly in the Huang-Huai-Hai Plain, a major grain-producing region characterized by high spatial heterogeneity in drought risk. Previous stu...

(This article belongs to the Special Issue Applications of Multi-Scale Remote Sensing and Machine Learning to Study Agriculture and Agriculture Water Management)
  • Article
  • Open Access
28 Citations
7,647 Views
18 Pages

Crop Water Stress Index as a Proxy of Phenotyping Maize Performance under Combined Water and Salt Stress

  • Shujie Gu,
  • Qi Liao,
  • Shaoyu Gao,
  • Shaozhong Kang,
  • Taisheng Du and
  • Risheng Ding

21 November 2021

The crop water stress index (CWSI), based on canopy temperature (Tc), has been widely used in evaluating plant water status and planning irrigation scheduling, but whether CWSI can diagnose the stress status of crops and predict the physiological tra...

(This article belongs to the Special Issue Remote Sensing in Irrigated Crop Water Stress Assessment)
  • Review
  • Open Access
54 Citations
12,475 Views
36 Pages

25 March 2025

This review evaluates the use of unmanned aerial vehicles (UAVs) in detecting and managing water stress in specialty crops through thermal, multispectral, and hyperspectral imaging. Based on 104 scholarly articles from 2012 to 2024, the review highli...

  • Article
  • Open Access
13 Citations
10,172 Views
18 Pages

A Three-Dimensional Index for Characterizing Crop Water Stress

  • Jessica A. Torrion,
  • Stephan J. Maas,
  • Wenxuan Guo,
  • James P. Bordovsky and
  • Andy M. Cranmer

2 May 2014

The application of remotely sensed estimates of canopy minus air temperature (Tc-Ta) for detecting crop water stress can be limited in semi-arid regions, because of the lack of full ground cover (GC) at water-critical crop stages. Thus, soil backgrou...

(This article belongs to the Special Issue Analysis of Remote Sensing Image Data)
  • Article
  • Open Access
8 Citations
2,495 Views
17 Pages

21 September 2024

Climatic changes have caused seasonal drought to occur frequently in tea fields of low-mountain and hill regions over the past decades. This leads to huge losses in the quality and yields of famous tea, which restricts the economic development of the...

(This article belongs to the Special Issue Agricultural Water Management in Arid, Semi-Arid and Drought Prone Areas—2nd Edition)
  • Review
  • Open Access
32 Citations
6,134 Views
17 Pages

Plant Breeding and Management Strategies to Minimize the Impact of Water Scarcity and Biotic Stress in Cereal Crops under Mediterranean Conditions

  • Néstor Pérez-Méndez,
  • Cristina Miguel-Rojas,
  • Jose Antonio Jimenez-Berni,
  • David Gomez-Candon,
  • Alejandro Pérez-de-Luque,
  • Elias Fereres,
  • Mar Catala-Forner,
  • Dolors Villegas and
  • Josefina C. Sillero

29 December 2021

Wheat and rice are two main staple food crops that may suffer from yield losses due to drought episodes that are increasingly impacted by climate change, in addition to new epidemic outbreaks. Sustainable intensification of production will rely on se...

(This article belongs to the Special Issue Utilizing Genetic Resources for Agronomic Traits Improvement)
  • Article
  • Open Access
2 Citations
2,432 Views
16 Pages

Malt Barley Yield and Quality Response to Crop Water Stress Index

  • Bradley King,
  • Christopher Rogers,
  • David Tarkalson and
  • David Bjorneberg

4 December 2024

Malt barley is a crucial irrigated crop in the semi-arid Western United States, where the states of Idaho, Colorado, Wyoming, and Utah account for 92% of the irrigated production acreage and 30% of total U.S. production. In this region, spring malt b...

(This article belongs to the Section Water Use and Irrigation)
  • Article
  • Open Access
18 Citations
4,633 Views
15 Pages

Effects of Water Stress, Defoliation and Crop Thinning on Vitis vinifera L. cv. Solaris: Part I: Plant Responses, Fruit Development and Fruit Quality

  • Violetta Aru,
  • Andreas Paul Nittnaus,
  • Klavs Martin Sørensen,
  • Søren Balling Engelsen and
  • Torben Bo Toldam-Andersen

18 April 2022

Viticultural practices and irrigation have a major impact on fruit development and yield, and ultimately on must quality. The effects of water deficit (WD), defoliation (Def), and crop-thinning (CT) on Solaris plants and fruit development, as well as...

(This article belongs to the Special Issue Grape and Wine Metabolome Analysis)
  • Article
  • Open Access
7 Citations
3,786 Views
19 Pages

A Crop Water Stress Index for Hazelnuts Using Low-Cost Infrared Thermometers

  • Dalyn McCauley,
  • Sadie Keller,
  • Kody Transue,
  • Nik Wiman and
  • Lloyd Nackley

4 December 2024

Incorporating data-driven technologies into agriculture presents a promising approach to optimizing crop production, especially in regions dependent on irrigation, where escalating heat waves and droughts driven by climate change pose increasing chal...

(This article belongs to the Special Issue Feature Papers in Smart Agriculture 2024)
  • Review
  • Open Access
49 Citations
11,770 Views
33 Pages

2 December 2020

Novel technologies for estimating crop water needs include mainly remote sensing evapotranspiration estimates and decision support systems (DSS) for irrigation scheduling. This work provides several examples of these approaches, that have been adjust...

(This article belongs to the Special Issue Irrigation Estimates and Management from Remote Sensing and Hydrological Modelling)
  • Article
  • Open Access
4 Citations
4,087 Views
16 Pages

24 May 2022

Since the 1980s, thermal imagery has been used to assess crop water stress. The increase in the temporal resolution of optical satellite sensors (in the range of 400–2500 nm) and the better spatial resolution compared to the thermal imagery cal...

(This article belongs to the Special Issue Applications of Remote Sensing in Agricultural Water Management)
  • Article
  • Open Access
3 Citations
3,647 Views
18 Pages

Long-Term Assessment of Reference Baselines for the Determination of the Crop Water Stress Index in Maize under Mediterranean Conditions

  • Alejandro Prior,
  • Orly Enrique Apolo-Apolo,
  • Pedro Castro-Valdecantos,
  • Manuel Pérez-Ruiz and
  • Gregorio Egea

5 November 2021

Canopy temperature has been proposed as a relevant variable for crop water stress monitoring. Since crop temperature is highly influenced by the prevailing climatic conditions, it is usually normalized with indices such as the crop water stress index...

(This article belongs to the Section Water, Agriculture and Aquaculture)
  • Article
  • Open Access
15 Citations
5,326 Views
15 Pages

New Biostimulants Screening Method for Crop Seedlings under Water Deficit Stress

  • David Jiménez-Arias,
  • Sarai Morales-Sierra,
  • Andrés A. Borges,
  • Antonio J. Herrera and
  • Juan C. Luis

17 March 2022

Biostimulants can be used in many crops growing under water deficit conditions at the seedling stage. This study used tomato, Solanum lycopersicum L., seedlings growing in commercial 150-cell trays as an experimental setup to reproduce mild drought s...

(This article belongs to the Special Issue Selected Papers from Agriculture and Food Sustainability: New Climate Change Scenarios)
  • Review
  • Open Access
349 Views
29 Pages

Crop Water Stress Index Measurements and Mapping Using Image and Point Data for Upland Crop and Orchard Fruit Production

  • Md Mamunur Rashid,
  • Md Nasim Reza,
  • Md Ashikur Rahman,
  • Arnab Majumder,
  • Se Yong Lee,
  • Kwang-Min Han,
  • Myong-Jin Ryu and
  • Sun-Ok Chung

Reliable assessment of crop water stress is essential for improving irrigation efficiency for upland crop and orchard fruit production. Thermal sensing combined with the crop water stress index (CWSI) provides a non-destructive approach for character...

(This article belongs to the Special Issue Intelligent Production Technology of Horticultural Crops)
  • Article
  • Open Access
12 Citations
5,255 Views
15 Pages

Evaluation of Crop Water Stress Index (CWSI) for High Tunnel Greenhouse Tomatoes under Different Irrigation Levels

  • Sedat Boyaci,
  • Joanna Kocięcka,
  • Atilgan Atilgan,
  • Daniel Liberacki,
  • Roman Rolbiecki,
  • Burak Saltuk and
  • Piotr Stachowski

6 February 2024

An experiment was conducted to determine the effect of water stress on yield and various physiological parameters, including the crop water stress index for tomatoes in the Central Anatolian region of Turkey. For this purpose, the irrigation schedule...

(This article belongs to the Section Climatology)
  • Article
  • Open Access
6 Citations
4,039 Views
16 Pages

Integrated Effects of Water Stress and Plastic Film Mulch on Yield and Water Use Efficiency of Grain Maize Crop under Conventional and Alternate Furrow Irrigation Method

  • Xiufang Yang,
  • Rajesh Kumar Soothar,
  • Aftab Ahmed Rahu,
  • Yaosheng Wang,
  • Bin Li,
  • Muhammad Uris Mirjat,
  • Shoukat Ali Soomro,
  • Sher Ali Shaikh and
  • Farman Ali Chandio

27 February 2023

Water scarcity in arid regions increases the need for technologies to improve water productivity. The integrated effects of plastic film mulching and water stress on grain maize under conventional and alternate furrow irrigation methods are still poo...

(This article belongs to the Special Issue How Does Agricultural Water Resources Management Adapt to Climate Change?)
  • Article
  • Open Access
13 Citations
4,871 Views
14 Pages

Establishment of Crop Water Stress Index for Sustainable Wheat Production under Climate Change in a Semi-Arid Region of Pakistan

  • Muhammad Imran Khan,
  • Qaisar Saddique,
  • Xingye Zhu,
  • Sikandar Ali,
  • Ali Ajaz,
  • Muhammad Zaman,
  • Naeem Saddique,
  • Noman Ali Buttar,
  • Rao Husnain Arshad and
  • Abid Sarwar

29 November 2022

The Crop Water Stress Index (CWSI) is a useful tool for evaluating irrigation scheduling and achieving water conservation and crop yield goals. This study examined the CWSI under different water stress conditions for the scheduling of wheat crop irri...

(This article belongs to the Special Issue Adaptation for Crop Production and Sustainable Agriculture in a Changing Climate (2nd Edition))
  • Article
  • Open Access
25 Citations
4,530 Views
19 Pages

Responses of Tomato Crop and Water Productivity to Deficit Irrigation Strategies and Salinity Stress in Greenhouse

  • Akram K. Alshami,
  • Ahmed El-Shafei,
  • Abdulrasoul M. Al-Omran,
  • Abdulaziz G. Alghamdi,
  • Ibrahim Louki and
  • Arafat Alkhasha

8 December 2023

Saudi Arabia faces water scarcity and inadequate sustainable sources, particularly in agriculture, necessitating efficient irrigation water management to improve productivity amidst rising demand. The study investigated the impact of irrigation level...

(This article belongs to the Section Water Use and Irrigation)
  • Article
  • Open Access
12 Citations
7,577 Views
21 Pages

Assessment of the Maize Crop Water Stress Index (CWSI) Using Drone-Acquired Data Across Different Phenological Stages

  • Mpho Kapari,
  • Mbulisi Sibanda,
  • James Magidi,
  • Tafadzwanashe Mabhaudhi,
  • Sylvester Mpandeli and
  • Luxon Nhamo

6 March 2025

The temperature-based crop water stress index (CWSI) is the most robust metric among precise techniques that assess the severity of crop water stress, particularly in susceptible crops like maize. This study used a unmanned aerial vehicle (UAV) to re...

(This article belongs to the Special Issue Advances in Cartography, Mission Planning, Path Search, and Path Following for Drones)
  • Article
  • Open Access
4 Citations
2,389 Views
19 Pages

Assessment of the Crop Water Stress Index for Green Pepper Cultivation Under Different Irrigation Levels

  • Sedat Boyacı,
  • Joanna Kocięcka,
  • Barbara Kęsicka,
  • Atılgan Atılgan and
  • Daniel Liberacki

20 June 2025

The objective of this study was to evaluate the effects of different water levels on yield, morphological, and quality parameters, as well as the crop water stress index (CWSI), for pepper plants under a high tunnel greenhouse in a semi-arid region....

(This article belongs to the Section Sustainable Water Management)
  • Article
  • Open Access
7 Citations
2,298 Views
19 Pages

Utilizing Infrared Thermometry to Assess the Crop Water Stress Index of Wheat Genotypes in Arid Regions under Varying Irrigation Regimes

  • Naheif E. Mohamed,
  • Abdel-rahman A. Mustafa,
  • Ismail M. A. Bedawy,
  • Aliaa saad Ahmed,
  • Elsayed A. Abdelsamie,
  • Elsayed Said Mohamed,
  • Nazih Y. Rebouh and
  • Mohamed S. Shokr

17 August 2024

Researchers are depending more than ever on remote sensing techniques to monitor and assess the agricultural water status, as well as to estimate crop water usage or crop actual evapotranspiration. In the current work, normal and stressed baselines f...

(This article belongs to the Special Issue Qualitative and Quantitative Plant Screening Measurements for Yield and Quality Enhancement)
  • Article
  • Open Access
10 Citations
3,482 Views
21 Pages

22 November 2021

A field experiment was conducted with soybean to observe evapotranspiration (ET) and crop water stress index (CWSI) with three watering levels at Keszthely, Hungary, during the growing seasons 2017–2020. The three different watering levels were...

(This article belongs to the Section Water, Agriculture and Aquaculture)
  • Article
  • Open Access
23 Citations
6,483 Views
17 Pages

22 October 2020

Precision irrigation of wine grape is hindered by the lack of an automated method for monitoring vine water status. The objectives of this study were to: Validate an automated model for remote calculation of a daily crop water stress index (CWSI) for...

(This article belongs to the Special Issue Precision Viticulture and Enology: Technologies and Applications)
  • Article
  • Open Access
62 Citations
8,322 Views
23 Pages

Determination of Crop Water Stress Index by Infrared Thermometry in Grapefruit Trees Irrigated with Saline Reclaimed Water Combined with Deficit Irrigation

  • Cristina Romero-Trigueros,
  • José María Bayona Gambín,
  • Pedro Antonio Nortes Tortosa,
  • Juan José Alarcón Cabañero and
  • Emilio Nicolás Nicolás

28 March 2019

Water is not always accessible for agriculture due to its scarcity. In order to successfully develop irrigation strategies that optimize water productivity characterization of the plant, the water status is necessary. We assessed the suitability of t...

(This article belongs to the Special Issue Remote Sensing for Crop Water Management)

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