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Volumn 141, Issue , 2017, Pages 15-26

Development of a visual monitoring system for water balance estimation of horticultural crops using low cost cameras

Author keywords

Camera modules; Canopy cover; Computer vision; Irrigation scheduling

Indexed keywords

AGRICULTURE; CAMERAS; CLIENT SERVER COMPUTER SYSTEMS; COMPUTER VISION; COSTS; CROPS; DIGITAL STORAGE; INFORMATION MANAGEMENT; IRRIGATION; SCHEDULING; USER INTERFACES; WATER SUPPLY;

EID: 85024098913     PISSN: 01681699     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.compag.2017.07.001     Document Type: Article
Times cited : (27)

References (46)
  • 2
    • 84924228056 scopus 로고    scopus 로고
    • Development and comparison of open source based web GIS frameworks on WAMP and Apache Tomcat web servers
    • Agrawal, S., Gupta, R.D., Development and comparison of open source based web GIS frameworks on WAMP and Apache Tomcat web servers. Int. Arch. Photogramm. Rem. Sens. Spatial Inform. Sci., 40(4), 2014, 1.
    • (2014) Int. Arch. Photogramm. Rem. Sens. Spatial Inform. Sci. , vol.40 , Issue.4 , pp. 1
    • Agrawal, S.1    Gupta, R.D.2
  • 3
    • 0003491818 scopus 로고    scopus 로고
    • Crop evapotranspiration: guidelines for computing crop water requirements
    • In: FAO Irrigation and Drainage Papers. FAO, Rome, Italy, p. 328.
    • Allen, R.G., Pereira, L.S., Raes, D., Smith, M., 1998. Crop evapotranspiration: guidelines for computing crop water requirements. In: FAO Irrigation and Drainage Papers. FAO, Rome, Italy, p. 328.
    • (1998)
    • Allen, R.G.1    Pereira, L.S.2    Raes, D.3    Smith, M.4
  • 4
    • 85015617259 scopus 로고    scopus 로고
    • A grassroots remote sensing toolkit using live coding, smartphones, kites and lightweight drones
    • Anderson, K., Griffiths, D., DeBell, L., Hancock, S., Duffy, J.P., Shutler, J.D., et al. A grassroots remote sensing toolkit using live coding, smartphones, kites and lightweight drones. PLoS ONE, 11(5), 2016, e0151564.
    • (2016) PLoS ONE , vol.11 , Issue.5 , pp. e0151564
    • Anderson, K.1    Griffiths, D.2    DeBell, L.3    Hancock, S.4    Duffy, J.P.5    Shutler, J.D.6
  • 5
    • 84989886073 scopus 로고    scopus 로고
    • An instance-based learning approach for thresholding in crop images under different outdoor conditions
    • Arroyo, J., Guijarro, M., Pajares, G., An instance-based learning approach for thresholding in crop images under different outdoor conditions. Comput. Electron. Agric. 127 (2016), 669–679.
    • (2016) Comput. Electron. Agric. , vol.127 , pp. 669-679
    • Arroyo, J.1    Guijarro, M.2    Pajares, G.3
  • 6
    • 0003543198 scopus 로고
    • Fuzzy Mathematics in Pattern Classification
    • Cornell University
    • Bezdek, J.C., Fuzzy Mathematics in Pattern Classification. 1973, Cornell University.
    • (1973)
    • Bezdek, J.C.1
  • 7
    • 36149016307 scopus 로고
    • The ratio of heat losses by conduction and by evaporation from any water surface
    • Bowen, I.S., The ratio of heat losses by conduction and by evaporation from any water surface. Phys. Rev., 27(6), 1926, 779.
    • (1926) Phys. Rev. , vol.27 , Issue.6 , pp. 779
    • Bowen, I.S.1
  • 8
    • 84959519367 scopus 로고    scopus 로고
    • Electrical imaging of soil water availability to grapevine: a benchmark experiment of several machine-learning techniques
    • Brillante, L., Bois, B., Mathieu, O., Leveque, J., Electrical imaging of soil water availability to grapevine: a benchmark experiment of several machine-learning techniques. Precis. Agric. 17:6 (2016), 637–658.
    • (2016) Precis. Agric. , vol.17 , Issue.6 , pp. 637-658
    • Brillante, L.1    Bois, B.2    Mathieu, O.3    Leveque, J.4
  • 9
    • 84945273641 scopus 로고    scopus 로고
    • Remote sensing and district database programs for irrigation monitoring and evaluation at a regional scale
    • UNSP 04015016
    • Chalghaf, I., Elhaddad, A., García, L.A., Lecina, S., Remote sensing and district database programs for irrigation monitoring and evaluation at a regional scale. J. Irrig. Drain. Eng., 141(11), 2015 UNSP 04015016.
    • (2015) J. Irrig. Drain. Eng. , vol.141 , Issue.11
    • Chalghaf, I.1    Elhaddad, A.2    García, L.A.3    Lecina, S.4
  • 10
    • 84988736499 scopus 로고    scopus 로고
    • Estimation of canopy attributes in beech forests using true colour digital images from a small fixed-wing UAV
    • Chianucci, F., Disperati, L., Guzzi, D., Bianchini, D., Nardino, V., Lastri, C., et al. Estimation of canopy attributes in beech forests using true colour digital images from a small fixed-wing UAV. Int. J. Appl. Earth Obs. Geoinf. 47 (2016), 60–68.
    • (2016) Int. J. Appl. Earth Obs. Geoinf. , vol.47 , pp. 60-68
    • Chianucci, F.1    Disperati, L.2    Guzzi, D.3    Bianchini, D.4    Nardino, V.5    Lastri, C.6
  • 11
    • 21244456616 scopus 로고    scopus 로고
    • User Stories Applied
    • Addison Wesley Professional
    • Cohn, M., User Stories Applied. 2004, Addison Wesley Professional.
    • (2004)
    • Cohn, M.1
  • 12
    • 84977155358 scopus 로고    scopus 로고
    • Postharvest noninvasive assessment of undesirable fibrous tissue in fresh processing carrots using computer tomography images
    • Donis-Gonzalez, I.R., Guyer, D.E., Pease, A., Postharvest noninvasive assessment of undesirable fibrous tissue in fresh processing carrots using computer tomography images. J. Food Eng. 190 (2016), 154–166.
    • (2016) J. Food Eng. , vol.190 , pp. 154-166
    • Donis-Gonzalez, I.R.1    Guyer, D.E.2    Pease, A.3
  • 13
    • 84923689465 scopus 로고    scopus 로고
    • Easy leaf area: automated digital image analysis for rapid and accurate measurement of leaf area
    • Easlon, H.M., Bloom, A.J., Easy leaf area: automated digital image analysis for rapid and accurate measurement of leaf area. Appl. Plant Sci., 2(7), 2014, 1400033.
    • (2014) Appl. Plant Sci. , vol.2 , Issue.7 , pp. 1400033
    • Easlon, H.M.1    Bloom, A.J.2
  • 16
    • 84890846140 scopus 로고    scopus 로고
    • A digital image-processing-based method for determining the crop coefficient of lettuce crops in the southeast of Spain
    • Fernández-Pacheco, D.G., Escarabajal, D., Ruiz-Canales, A., Conesa, J., Molina-Martínez, J.M., A digital image-processing-based method for determining the crop coefficient of lettuce crops in the southeast of Spain. Biosys. Eng. 117 (2014), 23–34.
    • (2014) Biosys. Eng. , vol.117 , pp. 23-34
    • Fernández-Pacheco, D.G.1    Escarabajal, D.2    Ruiz-Canales, A.3    Conesa, J.4    Molina-Martínez, J.M.5
  • 20
    • 85017300398 scopus 로고    scopus 로고
    • EasyPCC: benchmark datasets and tools for high-throughput measurement of the plant canopy coverage ratio under field conditions
    • Guo, W., Zheng, B., Duan, T., Fukatsu, T., Chapman, S., Ninomiya, S., EasyPCC: benchmark datasets and tools for high-throughput measurement of the plant canopy coverage ratio under field conditions. Sensors, 17(4), 2017, 798.
    • (2017) Sensors , vol.17 , Issue.4 , pp. 798
    • Guo, W.1    Zheng, B.2    Duan, T.3    Fukatsu, T.4    Chapman, S.5    Ninomiya, S.6
  • 21
    • 84928655851 scopus 로고    scopus 로고
    • A model with leaf area index and apple size parameters for 2.4 GHz radio propagation in apple orchards
    • Guo, X.M., Yang, X.T., Chen, M.X., Li, M., Wang, Y.A., A model with leaf area index and apple size parameters for 2.4 GHz radio propagation in apple orchards. Precis. Agric. 16:2 (2015), 180–200.
    • (2015) Precis. Agric. , vol.16 , Issue.2 , pp. 180-200
    • Guo, X.M.1    Yang, X.T.2    Chen, M.X.3    Li, M.4    Wang, Y.A.5
  • 22
    • 84975755388 scopus 로고    scopus 로고
    • Application of unmanned aerial systems for high throughput phenotyping of large wheat breeding nurseries
    • Haghighattalab, A., Perez, L.G., Mondal, S., Singh, D., Schinstock, D., Rutkoski, J., et al. Application of unmanned aerial systems for high throughput phenotyping of large wheat breeding nurseries. Plant Methods, 12, 2016, 35.
    • (2016) Plant Methods , vol.12 , pp. 35
    • Haghighattalab, A.1    Perez, L.G.2    Mondal, S.3    Singh, D.4    Schinstock, D.5    Rutkoski, J.6
  • 25
    • 84962182758 scopus 로고    scopus 로고
    • A wireless sensor network-based monitoring system with dynamic convergecast tree algorithm for precision cultivation management in orchid greenhouses
    • Jiang, J.A., Wang, C.H., Liao, M.S., Zheng, X.Y., Liu, J.H., Chuang, C.L., et al. A wireless sensor network-based monitoring system with dynamic convergecast tree algorithm for precision cultivation management in orchid greenhouses. Precis. Agric. 17:6 (2016), 766–785.
    • (2016) Precis. Agric. , vol.17 , Issue.6 , pp. 766-785
    • Jiang, J.A.1    Wang, C.H.2    Liao, M.S.3    Zheng, X.Y.4    Liu, J.H.5    Chuang, C.L.6
  • 26
    • 84879295719 scopus 로고    scopus 로고
    • Computer vision and image analysis based techniques for automatic characterization of fruits – a review
    • Kodagali, J.A., Balaji, S., Computer vision and image analysis based techniques for automatic characterization of fruits – a review. Int. J. Comput. Appl. 50:6 (2012), 6–12.
    • (2012) Int. J. Comput. Appl. , vol.50 , Issue.6 , pp. 6-12
    • Kodagali, J.A.1    Balaji, S.2
  • 27
    • 84882276930 scopus 로고    scopus 로고
    • A review on computer vision technologies applied in greenhouse plant stress detection
    • Lin, K., Chen, J., Si, H., Junhui, W., A review on computer vision technologies applied in greenhouse plant stress detection. Adv. Image Graph. Technol. 363 (2013), 192–200.
    • (2013) Adv. Image Graph. Technol. , vol.363 , pp. 192-200
    • Lin, K.1    Chen, J.2    Si, H.3    Junhui, W.4
  • 28
    • 84957566565 scopus 로고    scopus 로고
    • Establishment of the soil water potential threshold to trigger irrigation of Kyoho grapevines based on berry expansion, photosynthetic rate and photosynthetic product allocation
    • Lou, Y., Miao, Y., Wang, Z., Wang, L., Li, J., Zhang, C., et al. Establishment of the soil water potential threshold to trigger irrigation of Kyoho grapevines based on berry expansion, photosynthetic rate and photosynthetic product allocation. Aust. J. Grape Wine Res. 22:2 (2016), 316–323.
    • (2016) Aust. J. Grape Wine Res. , vol.22 , Issue.2 , pp. 316-323
    • Lou, Y.1    Miao, Y.2    Wang, Z.3    Wang, L.4    Li, J.5    Zhang, C.6
  • 29
    • 77957377536 scopus 로고    scopus 로고
    • Applied machine vision of plants – a review with implications for field deployment in automated farming operations
    • McCarthy, C.L., Cheryl, N.H., Hancock, S.R., Applied machine vision of plants – a review with implications for field deployment in automated farming operations. Intell. Serv. Robot. 3:4 (2010), 209–217.
    • (2010) Intell. Serv. Robot. , vol.3 , Issue.4 , pp. 209-217
    • McCarthy, C.L.1    Cheryl, N.H.2    Hancock, S.R.3
  • 31
    • 84941123409 scopus 로고    scopus 로고
    • Wireless sensor networks for agriculture: the state-of-the-art in practice and future challenges
    • Ojha, T., Misra, S., Raghuwanshi, N.S., Wireless sensor networks for agriculture: the state-of-the-art in practice and future challenges. Comput. Electron. Agric. 118 (2015), 66–84.
    • (2015) Comput. Electron. Agric. , vol.118 , pp. 66-84
    • Ojha, T.1    Misra, S.2    Raghuwanshi, N.S.3
  • 32
    • 84945370501 scopus 로고    scopus 로고
    • Canopeo: a powerful new tool for measuring fractional green canopy cover
    • Patrignani, A., Ochsner, T.E., Canopeo: a powerful new tool for measuring fractional green canopy cover. Agron. J. 107:6 (2015), 2312–2320.
    • (2015) Agron. J. , vol.107 , Issue.6 , pp. 2312-2320
    • Patrignani, A.1    Ochsner, T.E.2
  • 33
    • 84932598019 scopus 로고    scopus 로고
    • Farm and environment information bidirectional acquisition system with individual tree identification using smartphones for orchard precision management
    • Qian, J.P., Yang, X.T., Wu, X.M., Xing, B., Wu, B.G., Li, M., Farm and environment information bidirectional acquisition system with individual tree identification using smartphones for orchard precision management. Comput. Electron. Agric. 116 (2015), 101–108.
    • (2015) Comput. Electron. Agric. , vol.116 , pp. 101-108
    • Qian, J.P.1    Yang, X.T.2    Wu, X.M.3    Xing, B.4    Wu, B.G.5    Li, M.6
  • 34
    • 85017442970 scopus 로고    scopus 로고
    • Assessing reference evapotranspiration at regional scale based on remote sensing, weather forecast and GIS tools
    • Ramírez-Cuesta, J.M., Cruz-Blanco, M., Santos, C., Lorite, I.J., Assessing reference evapotranspiration at regional scale based on remote sensing, weather forecast and GIS tools. Int. J. Appl. Earth Obs. Geoinf. 55 (2017), 32–42.
    • (2017) Int. J. Appl. Earth Obs. Geoinf. , vol.55 , pp. 32-42
    • Ramírez-Cuesta, J.M.1    Cruz-Blanco, M.2    Santos, C.3    Lorite, I.J.4
  • 35
    • 84962783650 scopus 로고    scopus 로고
    • Predictive control applied to a solar desalination plant connected to a greenhouse with daily variation of irrigation water demand
    • Roca, L., Sánchez, J.A., Rodríguez, F., Bonilla, J., de la Calle, A., Berenguel, M., Predictive control applied to a solar desalination plant connected to a greenhouse with daily variation of irrigation water demand. Energies, 9(3), 2016, 194.
    • (2016) Energies , vol.9 , Issue.3 , pp. 194
    • Roca, L.1    Sánchez, J.A.2    Rodríguez, F.3    Bonilla, J.4    de la Calle, A.5    Berenguel, M.6
  • 37
    • 79952963593 scopus 로고    scopus 로고
    • The Scrum Guide™
    • The Definitive Guide to Scrum: The Rules of the Game. Resource Document. ScrumInc. <> (accessed 5 July 2016).
    • Schwaber, K., Sutherland, J., 2013. The Scrum Guide™. The Definitive Guide to Scrum: The Rules of the Game. Resource Document. ScrumInc. < http://www.scrumguides.org/scrum-guide.html> (accessed 5 July 2016).
    • (2013)
    • Schwaber, K.1    Sutherland, J.2
  • 38
    • 84901593748 scopus 로고    scopus 로고
    • Determination of the crop row orientations from Formosat-2 multi-temporal and panchromatic images
    • Sicre, C.M., Baup, F., Fieuzal, R., Determination of the crop row orientations from Formosat-2 multi-temporal and panchromatic images. ISPRS J. Photogramm. Rem. Sens. 94 (2014), 127–142.
    • (2014) ISPRS J. Photogramm. Rem. Sens. , vol.94 , pp. 127-142
    • Sicre, C.M.1    Baup, F.2    Fieuzal, R.3
  • 40
    • 84971287462 scopus 로고    scopus 로고
    • Rural electrification and groundwater pumps in India: evidence from the 1982–1999 period
    • Smith, M.G., Urpelainen, J., Rural electrification and groundwater pumps in India: evidence from the 1982–1999 period. Resource Energy Econ. 45 (2016), 31–45.
    • (2016) Resource Energy Econ. , vol.45 , pp. 31-45
    • Smith, M.G.1    Urpelainen, J.2
  • 41
    • 0003885423 scopus 로고    scopus 로고
    • Software Engineering
    • 10th ed. Pearson
    • Sommerville, I., Software Engineering. 10th ed., 2016, Pearson.
    • (2016)
    • Sommerville, I.1
  • 42
    • 84940364481 scopus 로고    scopus 로고
    • European drought climatologies and trends based on a multi-indicator approach
    • Spinoni, J., Naumann, G., Vogt, J., Barbosa, P., European drought climatologies and trends based on a multi-indicator approach. Global Planet. Change 127 (2015), 50–57.
    • (2015) Global Planet. Change , vol.127 , pp. 50-57
    • Spinoni, J.1    Naumann, G.2    Vogt, J.3    Barbosa, P.4
  • 44
    • 81355146796 scopus 로고    scopus 로고
    • Comparison of different vegetation indices for the remote assessment of green leaf area index of crops
    • Viña, A., Gitelson, A.A., Nguy-Robertson, A.L., Peng, Y., Comparison of different vegetation indices for the remote assessment of green leaf area index of crops. Rem. Sens. Environ. 115:12 (2011), 3468–3478.
    • (2011) Rem. Sens. Environ. , vol.115 , Issue.12 , pp. 3468-3478
    • Viña, A.1    Gitelson, A.A.2    Nguy-Robertson, A.L.3    Peng, Y.4
  • 45
    • 85050576997 scopus 로고    scopus 로고
    • Recommendations for energy–water–food nexus problems
    • Wong, K.V., Pecora, C., Recommendations for energy–water–food nexus problems. J. Energy Res. Technol., 137(3), 2015, 032002.
    • (2015) J. Energy Res. Technol. , vol.137 , Issue.3 , pp. 032002
    • Wong, K.V.1    Pecora, C.2


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