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Volumn 13, Issue 2, 2018, Pages

Vineyard water status assessment using on-the-go thermal imaging and machine learning

Author keywords

[No Author keywords available]

Indexed keywords

ALL-TERRAIN VEHICLE; ARTICLE; CALCULATION; CANOPY; DNA POLYMORPHISM; GRAPE; MACHINE LEARNING; NONHUMAN; PREDICTION; SEASON; STATISTICS; STEM WATER POTENTIAL; VALIDATION PROCESS; VINEYARD; WATER AVAILABILITY; WATER STRESS; WINE INDUSTRY; ALGORITHM; COMPUTER SIMULATION; CROP; DEHYDRATION; IRRIGATION (AGRICULTURE); VITIS; WINE;

EID: 85041320702     PISSN: None     EISSN: 19326203     Source Type: Journal    
DOI: 10.1371/journal.pone.0192037     Document Type: Article
Times cited : (71)

References (49)
  • 2
    • 52549114161 scopus 로고    scopus 로고
    • The potential of high spatial resolution information to define within-vineyard zones related to vine water status
    • Acevedo-Opazo C, Tisseyre B, Guillaume S, Ojeda H. The potential of high spatial resolution information to define within-vineyard zones related to vine water status. Precision Agriculture. 2008; 9(5):285–302. https://doi.org/10.1007/s11119-008-9073-1
    • (2008) Precision Agriculture , vol.9 , Issue.5 , pp. 285-302
    • Acevedo-Opazo, C.1    Tisseyre, B.2    Guillaume, S.3    Ojeda, H.4
  • 3
    • 77954143524 scopus 로고    scopus 로고
    • A model for the spatial prediction of water status in vines (Vitis vinifera L.) using high resolution ancillary information
    • Acevedo-Opazo C, Tisseyre B, Taylor J, Ojeda H, Guillaume S. A model for the spatial prediction of water status in vines (Vitis vinifera L.) using high resolution ancillary information. Precision Agriculture. 2010; 11(4):358–378. https://doi.org/10.1007/s11119-010-9164-7
    • (2010) Precision Agriculture , vol.11 , Issue.4 , pp. 358-378
    • Acevedo-Opazo, C.1    Tisseyre, B.2    Taylor, J.3    Ojeda, H.4    Guillaume, S.5
  • 4
    • 84901447848 scopus 로고    scopus 로고
    • Plant-based sensing to monitor water stress: Applicability to commercial orchards
    • Fernández J. Plant-based sensing to monitor water stress: Applicability to commercial orchards. Agricultural water management. 2014; 142:99–109. https://doi.org/10.1016/j.agwat.2014.04.017
    • (2014) Agricultural Water Management , vol.142 , pp. 99-109
    • Fernández, J.1
  • 5
    • 8444232937 scopus 로고    scopus 로고
    • Irrigation scheduling: Advantages and pitfalls of plant-based methods
    • PMID: 15286143
    • Jones HG. Irrigation scheduling: advantages and pitfalls of plant-based methods. Journal of experimental botany. 2004; 55(407):2427–2436. https://doi.org/10.1093/jxb/erh213 PMID: 15286143
    • (2004) Journal of Experimental Botany , vol.55 , Issue.407 , pp. 2427-2436
    • Jones, H.G.1
  • 6
    • 0036840227 scopus 로고    scopus 로고
    • Use of infrared thermography for monitoring stomatal closure in the field: Application to grapevine
    • PMID: 12379792
    • Jones HG, Stoll M, Santos T, De Sousa C, Chaves MM, Grant OM. Use of infrared thermography for monitoring stomatal closure in the field: application to grapevine. Journal of Experimental Botany. 2002; 53(378):2249–2260. https://doi.org/10.1093/jxb/erf083 PMID: 12379792
    • (2002) Journal of Experimental Botany , vol.53 , Issue.378 , pp. 2249-2260
    • Jones, H.G.1    Stoll, M.2    Santos, T.3    De Sousa, C.4    Chaves, M.M.5    Grant, O.M.6
  • 8
    • 84886887601 scopus 로고    scopus 로고
    • Thermography to explore plant—environment interactions
    • PMID: 23599272
    • Costa JM, Grant OM, Chaves MM. Thermography to explore plant—environment interactions. Journal of Experimental Botany. 2013; 64(13):3937–3949. https://doi.org/10.1093/jxb/ert029 PMID: 23599272
    • (2013) Journal of Experimental Botany , vol.64 , Issue.13 , pp. 3937-3949
    • Costa, J.M.1    Grant, O.M.2    Chaves, M.M.3
  • 9
    • 0033597557 scopus 로고    scopus 로고
    • Use of infrared thermometry for estimation of stomatal conductance as a possible aid to irrigation scheduling
    • Jones HG. Use of infrared thermometry for estimation of stomatal conductance as a possible aid to irrigation scheduling. Agricultural and forest meteorology. 1999; 95(3):139–149. https://doi.org/10.1016/ S0168-1923(99)00030-1
    • (1999) Agricultural and Forest Meteorology , vol.95 , Issue.3 , pp. 139-149
    • Jones, H.G.1
  • 10
    • 33847672351 scopus 로고    scopus 로고
    • Exploring thermal imaging variables for the detection of stress responses in grapevine under different irrigation regimes
    • PMID: 17032729
    • Grant OM, Tronina ?, Jones HG, Chaves MM. Exploring thermal imaging variables for the detection of stress responses in grapevine under different irrigation regimes. Journal of Experimental Botany. 2007; 58(4):815–825. https://doi.org/10.1093/jxb/erl153 PMID: 17032729
    • (2007) Journal of Experimental Botany , vol.58 , Issue.4 , pp. 815-825
    • Grant, O.M.1    Tronina, Ł.2    Jones, H.G.3    Chaves, M.M.4
  • 11
    • 84858770235 scopus 로고    scopus 로고
    • Grapevine varieties exhibiting differences in stomatal response to water deficit
    • Costa JM, Ortuño MF, Lopes CM, Chaves MM. Grapevine varieties exhibiting differences in stomatal response to water deficit. Functional Plant Biology. 2012; 39(3):179–189. https://doi.org/10.1071/ FP11156
    • (2012) Functional Plant Biology , vol.39 , Issue.3 , pp. 179-189
    • Costa, J.M.1    Ortuño, M.F.2    Lopes, C.M.3    Chaves, M.M.4
  • 12
    • 84867869228 scopus 로고    scopus 로고
    • Computational water stress indices obtained from thermal image analysis of grapevine canopies
    • Fuentes S, De Bei R, Pech J, Tyerman S. Computational water stress indices obtained from thermal image analysis of grapevine canopies. Irrigation Science. 2012; 30(6):523–536. https://doi.org/10.1007/ s00271-012-0375-8
    • (2012) Irrigation Science , vol.30 , Issue.6 , pp. 523-536
    • Fuentes, S.1    De Bei, R.2    Pech, J.3    Tyerman, S.4
  • 13
    • 2942557974 scopus 로고    scopus 로고
    • Thermal imaging for the study of plant water relations
    • Jones HG, Leinonen I. Thermal imaging for the study of plant water relations. Journal of Agricultural Meteorology. 2003; 59(3):205–217. https://doi.org/10.2480/agrmet.59.205
    • (2003) Journal of Agricultural Meteorology , vol.59 , Issue.3 , pp. 205-217
    • Jones, H.G.1    Leinonen, I.2
  • 14
    • 33748360962 scopus 로고    scopus 로고
    • Optimizing thermal imaging as a technique for detecting stomatal closure induced by drought stress under greenhouse conditions
    • Grant OM, Chaves MM, Jones HG. Optimizing thermal imaging as a technique for detecting stomatal closure induced by drought stress under greenhouse conditions. Physiologia Plantarum. 2006; 127 (3):507–518. https://doi.org/10.1111/j.1399-3054.2006.00686.x
    • (2006) Physiologia Plantarum , vol.127 , Issue.3 , pp. 507-518
    • Grant, O.M.1    Chaves, M.M.2    Jones, H.G.3
  • 15
    • 0002737103 scopus 로고
    • Normalizing the stress-degree-day parameter for environmental variability
    • Idso S, Jackson R, Pinter P, Reginato R, Hatfield J. Normalizing the stress-degree-day parameter for environmental variability. Agricultural Meteorology. 1981; 24:45–55. https://doi.org/10.1016/0002-1571 (81)90032-7
    • (1981) Agricultural Meteorology , vol.24 , pp. 45-55
    • Idso, S.1    Jackson, R.2    Pinter, P.3    Reginato, R.4    Hatfield, J.5
  • 16
    • 84939975311 scopus 로고    scopus 로고
    • Crop water status estimation using thermography: Multi-year model development using ground-based thermal images
    • Cohen Y, Alchanatis V, Sela E, Saranga Y, Cohen S, Meron M, et al. Crop water status estimation using thermography: Multi-year model development using ground-based thermal images. Precision Agriculture. 2015; 16(3):311–329. https://doi.org/10.1007/s11119-014-9378-1
    • (2015) Precision Agriculture , vol.16 , Issue.3 , pp. 311-329
    • Cohen, Y.1    Alchanatis, V.2    Sela, E.3    Saranga, Y.4    Cohen, S.5    Meron, M.6
  • 17
    • 85041290113 scopus 로고    scopus 로고
    • Mapping water status based on aerial thermal imagery: Comparison of methodologies for upscaling from a single leaf to commercial fields
    • Cohen Y, Alchanatis V, Saranga Y, Rosenberg O, Sela E, Bosak A. Mapping water status based on aerial thermal imagery: comparison of methodologies for upscaling from a single leaf to commercial fields. Precision Agriculture. 2016; p. 1–22.
    • (2016) Precision Agriculture , pp. 1-22
    • Cohen, Y.1    Alchanatis, V.2    Saranga, Y.3    Rosenberg, O.4    Sela, E.5    Bosak, A.6
  • 18
    • 77952009438 scopus 로고    scopus 로고
    • Crop water stress mapping for site-specific irrigation by thermal imagery and artificial reference surfaces
    • Meron M, Tsipris J, Orlov V, Alchanatis V, Cohen Y. Crop water stress mapping for site-specific irrigation by thermal imagery and artificial reference surfaces. Precision agriculture. 2010; 11(2):148–162. https://doi.org/10.1007/s11119-009-9153-x
    • (2010) Precision Agriculture , vol.11 , Issue.2 , pp. 148-162
    • Meron, M.1    Tsipris, J.2    Orlov, V.3    Alchanatis, V.4    Cohen, Y.5
  • 19
    • 84890746134 scopus 로고    scopus 로고
    • Validation of thermal indices for water status identification in grapevine
    • Pou A, Diago MP, Medrano H, Baluja J, Tardaguila J. Validation of thermal indices for water status identification in grapevine. Agricultural water management. 2014; 134:60–72. https://doi.org/10.1016/j.agwat.2013.11.010
    • (2014) Agricultural Water Management , vol.134 , pp. 60-72
    • Pou, A.1    Diago, M.P.2    Medrano, H.3    Baluja, J.4    Tardaguila, J.5
  • 20
    • 84958041491 scopus 로고    scopus 로고
    • Thermal imaging to detect spatial and temporal variation in the water status of grapevine (Vitis vinifera L.)
    • Grant O, Ochagavía H, Baluja J, Diago M, Tardáguila J. Thermal imaging to detect spatial and temporal variation in the water status of grapevine (Vitis vinifera L.). The Journal of Horticultural Science and Biotechnology. 2016; 91(1):43–54. https://doi.org/10.1080/14620316.2015.1110991
    • (2016) The Journal of Horticultural Science and Biotechnology , vol.91 , Issue.1 , pp. 43-54
    • Grant, O.1    Ochagavía, H.2    Baluja, J.3    Diago, M.4    Tardáguila, J.5
  • 21
    • 84911480845 scopus 로고    scopus 로고
    • Mapping crop water stress index in a ‘Pinot-noir’ vineyard: Comparing ground measurements with thermal remote sensing imagery from an unmanned aerial vehicle
    • Bellvert J, Zarco-Tejada PJ, Girona J, Fereres E. Mapping crop water stress index in a ‘Pinot-noir’ vineyard: comparing ground measurements with thermal remote sensing imagery from an unmanned aerial vehicle. Precision agriculture. 2014; 15(4):361–376. https://doi.org/10.1007/s11119-013-9334-5
    • (2014) Precision Agriculture , vol.15 , Issue.4 , pp. 361-376
    • Bellvert, J.1    Zarco-Tejada, P.J.2    Girona, J.3    Fereres, E.4
  • 22
    • 84925492062 scopus 로고    scopus 로고
    • Seasonal evolution of crop water stress index in grapevine varieties determined with high-resolution remote sensing thermal imagery
    • Bellvert J, Marsal J, Girona J, Zarco-Tejada PJ. Seasonal evolution of crop water stress index in grapevine varieties determined with high-resolution remote sensing thermal imagery. Irrigation Science. 2015; 33(2):81–93. https://doi.org/10.1007/s00271-014-0456-y
    • (2015) Irrigation Science , vol.33 , Issue.2 , pp. 81-93
    • Bellvert, J.1    Marsal, J.2    Girona, J.3    Zarco-Tejada, P.J.4
  • 24
    • 85014360288 scopus 로고    scopus 로고
    • Selecting canopy zones and thresholding approaches to assess grapevine water status by using aerial and ground-based thermal imaging
    • Sepúlveda-Reyes D, Ingram B, Bardeen M, Zúñiga M, Ortega-Farías S, Poblete-Echeverría C. Selecting Canopy Zones and Thresholding Approaches to Assess Grapevine Water Status by Using Aerial and Ground-Based Thermal Imaging. Remote Sensing. 2016; 8(10):822. https://doi.org/10.3390/ rs8100822
    • (2016) Remote Sensing , vol.8 , Issue.10 , pp. 822
    • Sepúlveda-Reyes, D.1    Ingram, B.2    Bardeen, M.3    Zúñiga, M.4    Ortega-Farías, S.5    Poblete-Echeverría, C.6
  • 25
    • 85018943343 scopus 로고    scopus 로고
    • Future opportunities of proximal near infrared spectroscopy approaches to determine the variability of vineyard water status
    • Diago M, Bellincontro A, Scheidweiler M, Tardaguila J, Tittmann S, Stoll M. Future opportunities of proximal near infrared spectroscopy approaches to determine the variability of vineyard water status. Australian Journal of Grape and Wine Research. 2017; 23(3):409–414. https://doi.org/10.1111/ajgw.12283
    • (2017) Australian Journal of Grape and Wine Research , vol.23 , Issue.3 , pp. 409-414
    • Diago, M.1    Bellincontro, A.2    Scheidweiler, M.3    Tardaguila, J.4    Tittmann, S.5    Stoll, M.6
  • 29
    • 84957570681 scopus 로고    scopus 로고
    • Support vector machine and artificial neural network models for the classification of grapevine varieties using a portable NIR spectrophotometer
    • PMID: 26600316
    • Gutiérrez S, Tardaguila J, Fernández-Novales J, Diago MP. Support vector machine and artificial neural network models for the classification of grapevine varieties using a portable NIR spectrophotometer. PloS one. 2015; 10(11):e0143197. https://doi.org/10.1371/journal.pone.0143197 PMID: 26600316
    • (2015) PloS One , vol.10 , Issue.11
    • Gutiérrez, S.1    Tardaguila, J.2    Fernández-Novales, J.3    Diago, M.P.4
  • 30
    • 84939787273 scopus 로고    scopus 로고
    • Investigating the use of gradient boosting machine, random forest and their ensemble to predict skin flavonoid content from berry physical—mechanical characteristics in wine grapes
    • Brillante L, Gaiotti F, Lovat L, Vincenzi S, Giacosa S, Torchio F, et al. Investigating the use of gradient boosting machine, random forest and their ensemble to predict skin flavonoid content from berry physical—mechanical characteristics in wine grapes. Computers and Electronics in Agriculture. 2015; 117:186–193. https://doi.org/10.1016/j.compag.2015.07.017
    • (2015) Computers and Electronics in Agriculture , vol.117 , pp. 186-193
    • Brillante, L.1    Gaiotti, F.2    Lovat, L.3    Vincenzi, S.4    Giacosa, S.5    Torchio, F.6
  • 31
    • 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, Lévêque J. Electrical imaging of soil water availability to grapevine: a benchmark experiment of several machine-learning techniques. Precision Agriculture. 2016; 17 (6):637–658. https://doi.org/10.1007/s11119-016-9441-1
    • (2016) Precision Agriculture , vol.17 , Issue.6 , pp. 637-658
    • Brillante, L.1    Bois, B.2    Mathieu, O.3    Lévêque, J.4
  • 32
    • 84973917455 scopus 로고    scopus 로고
    • Ecophysiological modeling of grapevine water stress in burgundy terroirs by a machine-learning approach
    • PMID: 27375651
    • Brillante L, Mathieu O, Lévêque J, Bois B. Ecophysiological Modeling of Grapevine Water Stress in Burgundy Terroirs by a Machine-Learning Approach. Frontiers in Plant Science. 2016; 7. https://doi.org/10.3389/fpls.2016.00796 PMID: 27375651
    • (2016) Frontiers in Plant Science , vol.7
    • Brillante, L.1    Mathieu, O.2    Lévêque, J.3    Bois, B.4
  • 33
    • 84958525233 scopus 로고    scopus 로고
    • Data mining and NIR spectroscopy in Viticulture: Applications for plant phenotyping under field conditions
    • PMID: 26891304
    • Gutiérrez S, Tardaguila J, Fernández-Novales J, Diago MP. Data mining and NIR spectroscopy in Viticulture: Applications for plant phenotyping under field conditions. Sensors. 2016; 16(2):236. https://doi.org/10.3390/s16020236 PMID: 26891304
    • (2016) Sensors , vol.16 , Issue.2 , pp. 236
    • Gutiérrez, S.1    Tardaguila, J.2    Fernández-Novales, J.3    Diago, M.P.4
  • 36
    • 0010465532 scopus 로고
    • An electrical sensor for potential transpiration: Principle and prototype
    • Harrison-Murray R. An electrical sensor for potential transpiration: principle and prototype. Journal of Horticultural Science. 1991; 66(2):141–149. https://doi.org/10.1080/00221589.1991.11516136
    • (1991) Journal of Horticultural Science , vol.66 , Issue.2 , pp. 141-149
    • Harrison-Murray, R.1
  • 37
    • 0003640645 scopus 로고
    • Cambridge University Press, Cambridge
    • Jones H. Plants and Microclimate. Cambridge University Press, Cambridge. 1992;.
    • (1992) Plants and Microclimate
    • Jones, H.1
  • 38
    • 0000058178 scopus 로고
    • On the computation of saturation vapor pressure
    • Murray FW. On the Computation of Saturation Vapor Pressure. Journal of Applied Meteorology. 1967; 6:203–204. https://doi.org/10.1175/1520-0450(1967)006%3C0203:OTCOSV%3E2.0.CO;2
    • (1967) Journal of Applied Meteorology , vol.6 , pp. 203-204
    • Murray, F.W.1
  • 39
    • 5844229330 scopus 로고
    • Sap pressure in vascular plants negative hydrostatic pressure can be measured in plants
    • PMID: 17832103
    • Scholander PF, Bradstreet ED, Hemmingsen E, Hammel H. Sap pressure in vascular plants negative hydrostatic pressure can be measured in plants. Science. 1965; 148(3668):339–346. https://doi.org/10.1126/science.148.3668.339 PMID: 17832103
    • (1965) Science , vol.148 , Issue.3668 , pp. 339-346
    • Scholander, P.F.1    Bradstreet, E.D.2    Hemmingsen, E.3    Hammel, H.4
  • 41
    • 33847644162 scopus 로고    scopus 로고
    • Use of thermal and visible imagery for estimating crop water status of irrigated grapevine
    • PMID: 16968884
    • Möller M, Alchanatis V, Cohen Y, Meron M, Tsipris J, Naor A, et al. Use of thermal and visible imagery for estimating crop water status of irrigated grapevine. Journal of experimental botany. 2006; 58 (4):827–838. https://doi.org/10.1093/jxb/erl115 PMID: 16968884
    • (2006) Journal of Experimental Botany , vol.58 , Issue.4 , pp. 827-838
    • Möller, M.1    Alchanatis, V.2    Cohen, Y.3    Meron, M.4    Tsipris, J.5    Naor, A.6
  • 42
    • 33645996669 scopus 로고    scopus 로고
    • Grape vine varieties Shiraz and Gre-nache differ in their stomatal response to VPD: Apparent links with ABA physiology and gene expression in leaf tissue
    • Soar CJ, Speirs J, Maffei S, Penrose A, McCarthy MG, Loveys B. Grape vine varieties Shiraz and Gre-nache differ in their stomatal response to VPD: apparent links with ABA physiology and gene expression in leaf tissue. Australian journal of grape and wine research. 2006; 12(1):2–12. https://doi.org/10.1111/j.1755-0238.2006.tb00038.x
    • (2006) Australian Journal of Grape and Wine Research , vol.12 , Issue.1 , pp. 2-12
    • Soar, C.J.1    Speirs, J.2    Maffei, S.3    Penrose, A.4    McCarthy, M.G.5    Loveys, B.6
  • 43
    • 78650495890 scopus 로고    scopus 로고
    • Some critical issues in environmental physiology of grapevines: Future challenges and current limitations
    • Schultz H, Stoll M. Some critical issues in environmental physiology of grapevines: future challenges and current limitations. Australian Journal of Grape and Wine Research. 2010; 16(s1):4–24. https://doi.org/10.1111/j.1755-0238.2009.00074.x
    • (2010) Australian Journal of Grape and Wine Research , vol.16 , Issue.s1 , pp. 4-24
    • Schultz, H.1    Stoll, M.2
  • 44
    • 77958070457 scopus 로고    scopus 로고
    • Stomatal behavior of different grapevine cultivars in response to soil water status and air water vapor pressure deficit
    • Prieto JA, Lebon É, Ojeda H. Stomatal behavior of different grapevine cultivars in response to soil water status and air water vapor pressure deficit. OENO One. 2010; 44(1):9–20. https://doi.org/10.20870/oeno-one.2010.44.1.1459
    • (2010) OENO One , vol.44 , Issue.1 , pp. 9-20
    • Prieto, J.A.1    Lebon, É.2    Ojeda, H.3
  • 45
    • 85041338846 scopus 로고    scopus 로고
    • Effects of light interception and canopy orientation on grapevine water status and canopy gas exchange
    • Intrigliolo D, Lakso A. Effects of light interception and canopy orientation on grapevine water status and canopy gas exchange. In: VI International Symposium on Irrigation of Horticultural Crops 889; 2009. p. 99–104.
    • (2009) VI International Symposium on Irrigation of Horticultural Crops , vol.889 , pp. 99-104
    • Intrigliolo, D.1    Lakso, A.2
  • 46
    • 84867875843 scopus 로고    scopus 로고
    • Assessment of vineyard water status variability by thermal and multispectral imagery using an unmanned aerial vehicle (UAV)
    • Baluja J, Diago MP, Balda P, Zorer R, Meggio F, Morales F, et al. Assessment of vineyard water status variability by thermal and multispectral imagery using an unmanned aerial vehicle (UAV). Irrigation Science. 2012; 30(6):511–522. https://doi.org/10.1007/s00271-012-0382-9
    • (2012) Irrigation Science , vol.30 , Issue.6 , pp. 511-522
    • Baluja, J.1    Diago, M.P.2    Balda, P.3    Zorer, R.4    Meggio, F.5    Morales, F.6
  • 49
    • 69049112050 scopus 로고    scopus 로고
    • Grapevine leaf water potential based upon near infrared spectroscopy
    • Santos AO, Kaye O. Grapevine leaf water potential based upon near infrared spectroscopy. Scientia Agricola. 2009; 66(3):287–292. https://doi.org/10.1590/S0103-90162009000300001
    • (2009) Scientia Agricola , vol.66 , Issue.3 , pp. 287-292
    • Santos, A.O.1    Kaye, O.2


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