Water Stress Index Detection Using a Low-Cost Infrared Sensor and Excess Green Image Processing

被引:3
作者
de Paulo, Rodrigo Leme [1 ]
Garcia, Angel Pontin [1 ]
Umezu, Claudio Kiyoshi [1 ]
de Camargo, Antonio Pires [1 ]
Soares, Fabricio Theodoro [1 ]
Albiero, Daniel [1 ]
机构
[1] Univ Estadual Campinas, Sch Agr Engn, BR-13083875 Campinas, Brazil
基金
巴西圣保罗研究基金会;
关键词
water stress; precision irrigation; non-water-stressed baseline; soil moisture; infra-red sensor; CANOPY TEMPERATURE; THERMAL IMAGERY; CROP; CWSI; THERMOGRAPHY; SOIL;
D O I
10.3390/s23031318
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Precision Irrigation (PI) is a promising technique for monitoring and controlling water use that allows for meeting crop water requirements based on site-specific data. However, implementing the PI needs precise data on water evapotranspiration. The detection and monitoring of crop water stress can be achieved by several methods, one of the most interesting being the use of infra-red (IR) thermometry combined with the estimate of the Crop Water Stress Index (CWSI). However, conventional IR equipment is expensive, so the objective of this paper is to present the development of a new low-cost water stress detection system using TL indices obtained by crossing the responses of infrared sensors with image processing. The results demonstrated that it is possible to use low-cost IR sensors with a directional Field of Vision (FoV) to measure plant temperature, generate thermal maps, and identify water stress conditions. The Leaf Temperature Maps, generated by the IR sensor readings of the plant segmentation in the RGB image, were validated by thermal images. Furthermore, the estimated CWSI is consistent with the literature results.
引用
收藏
页数:21
相关论文
共 43 条
  • [31] Development of a Low-Cost Multi-Depth Real-Time Soil Moisture Sensor Using Time Division Multiplexing Approach
    Saeed, Iftikhar Ahmed
    Shi Qinglan
    Wang, Minjuan
    Butt, Salman Latif
    Zheng, Lihua
    Vu Ngoc Tuan
    Gao Wanlin
    IEEE ACCESS, 2019, 7 : 19688 - 19697
  • [32] Removal of Cd(II) and Pb(II) ions from natural water using a low-cost synthetic mineral: behavior and mechanisms
    Chen, Gongning
    Shi, Lin
    RSC ADVANCES, 2017, 7 (69) : 43445 - 43454
  • [33] Determination of Moisture Deficit and Heat Stress Tolerance in Corn Using Physiological Measurements and a Low-Cost Microcontroller-Based Monitoring System
    Kebede, H.
    Fisher, D. K.
    Young, L. D.
    JOURNAL OF AGRONOMY AND CROP SCIENCE, 2012, 198 (02) : 118 - 129
  • [34] In-Field Phenotyping Using the Low-Cost and Open Access Fluorescence PhotosynQ Multispeq Sensor Together with NDVI: A Case Study with Durum Wheat
    Gracia-Romero, Adrian
    Segarra, Joel
    Rezzouk, Fatima Zahra
    Aparicio, Nieves
    Kefauver, Shawn C.
    Araus, Jose Luis
    AGRICULTURE-BASEL, 2025, 15 (04):
  • [35] Using Low-Cost Proximal Sensing Sensors for Detecting the Water Status of Deficit-Irrigated Orange Orchards in Mediterranean Climatic Conditions
    Toscano, Sabrina
    Consoli, Simona
    Longo-Minnolo, Giuseppe
    Guarrera, Serena
    Continella, Alberto
    Modica, Giulia
    Gentile, Alessandra
    Casas, Giuseppina Las
    Barbagallo, Salvatore
    Vanella, Daniela
    AGRONOMY-BASEL, 2025, 15 (03):
  • [36] Feasibility of Using Traditional Kiln Charcoals in Low-Cost Water Treatment: Role of Pyrolysis Conditions on 2,4-D Herbicide Adsorption
    Kearns, Joshua P.
    Knappe, Detlef R. U.
    Summers, R. Scott
    ENVIRONMENTAL ENGINEERING SCIENCE, 2015, 32 (11) : 912 - 921
  • [37] The feasibility of using a low-cost near-infrared, sensitive, consumer-grade digital camera mounted on a commercial UAV to assess Bambara groundnut yield
    Jewan, Shaikh Yassir Yousouf
    Pagay, Vinay
    Billa, Lawal
    Tyerman, Stephen D.
    Gautam, Deepak
    Sparkes, Debbie
    Chai, Hui Hui
    Singh, Ajit
    INTERNATIONAL JOURNAL OF REMOTE SENSING, 2022, 43 (02) : 393 - 423
  • [38] Automatic extraction of canopy and artificial reference temperatures for determination of crop water stress indices by using thermal imaging technique and a fuzzy-based image-processing algorithm
    Shoa, Pedram
    Hemmat, Abbas
    Amirfattahi, Rassoul
    Gheysari, Mahdi
    QUANTITATIVE INFRARED THERMOGRAPHY JOURNAL, 2022, 19 (02) : 85 - 96
  • [39] Drought Stress Tolerance Screening of Elite American Breeding Rice Genotypes Using Low-Cost Pre-Fabricated Mini-Hoop Modules
    Lone, Ajaz A.
    Jumaa, Salah H.
    Wijewardana, Chathurika
    Taduri, Shasthree
    Redona, Edilberto D.
    Reddy, K. Raja
    AGRONOMY-BASEL, 2019, 9 (04):
  • [40] Satellite detection of soil moisture related water stress impacts on ecosystem productivity using the MODIS-based photochemical reflectance index
    He, Mingzhu
    Kimball, John S.
    Running, Steven
    Ballantyne, Ashley
    Guan, Kaiyu
    Huemmrich, Fred
    REMOTE SENSING OF ENVIRONMENT, 2016, 186 : 173 - 183