메뉴 건너뛰기




Volumn 247, Issue , 2017, Pages 12-20

Estimating wheat green area index from ground-based LiDAR measurement using a 3D canopy structure model

Author keywords

3D canopy structure model; ADEL Wheat; GAI; LiDAR; Neural networks; Phenotyping; Poisson model; Wheat

Indexed keywords

ACCURACY ASSESSMENT; ARTIFICIAL NEURAL NETWORK; CANOPY ARCHITECTURE; ESTIMATION METHOD; GROUND-BASED MEASUREMENT; INTERCEPTION; LIDAR; MEASUREMENT METHOD; PERFORMANCE ASSESSMENT; PHENOTYPE; POISSON RATIO; REMOTE SENSING; SURFACE REFLECTANCE; VERTICAL DISTRIBUTION; WHEAT;

EID: 85025119424     PISSN: 01681923     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.agrformet.2017.07.007     Document Type: Article
Times cited : (63)

References (47)
  • 1
    • 85015942794 scopus 로고    scopus 로고
    • Re-parametrisation of Adel-wheat allows reducing the experimental effort to simulate the 3D development of winter wheat
    • Abichou, M., et al. Re-parametrisation of Adel-wheat allows reducing the experimental effort to simulate the 3D development of winter wheat. 7th International Conference on Functional-Structural Plant Models, 2013, 304–306.
    • (2013) 7th International Conference on Functional-Structural Plant Models , pp. 304-306
    • Abichou, M.1
  • 2
    • 84891372768 scopus 로고    scopus 로고
    • Field high-throughput phenotyping: the new crop breeding frontier
    • Araus, J.L., Cairns, J.E., Field high-throughput phenotyping: the new crop breeding frontier. Trends Plant Sci. 19:1 (2014), 52–61.
    • (2014) Trends Plant Sci. , vol.19 , Issue.1 , pp. 52-61
    • Araus, J.L.1    Cairns, J.E.2
  • 3
    • 84876919324 scopus 로고    scopus 로고
    • Leaf area index estimation in vineyards using a ground-based LiDAR scanner
    • Arnó, J., et al. Leaf area index estimation in vineyards using a ground-based LiDAR scanner. Precis. Agric. 14:3 (2013), 290–306.
    • (2013) Precis. Agric. , vol.14 , Issue.3 , pp. 290-306
    • Arnó, J.1
  • 4
    • 4544266860 scopus 로고    scopus 로고
    • Object-based retrieval of biophysical canopy variables using artificial neural nets and radiative transfer models
    • Atzberger, C., Object-based retrieval of biophysical canopy variables using artificial neural nets and radiative transfer models. Remote Sens. Environ. 93:1–2 (2004), 53–67.
    • (2004) Remote Sens. Environ. , vol.93 , Issue.1-2 , pp. 53-67
    • Atzberger, C.1
  • 5
    • 84885446356 scopus 로고    scopus 로고
    • On seeing the wood from the leaves and the role of voxel size in determining leaf area distribution of forests with terrestrial LiDAR
    • Béland, M., Baldocchi, D.D., Widlowski, J.-L., Fournier, R.A., Verstraete, M.M., On seeing the wood from the leaves and the role of voxel size in determining leaf area distribution of forests with terrestrial LiDAR. Agric. Forest Meteorol. 184:0 (2014), 82–97.
    • (2014) Agric. Forest Meteorol. , vol.184 , pp. 82-97
    • Béland, M.1    Baldocchi, D.D.2    Widlowski, J.-L.3    Fournier, R.A.4    Verstraete, M.M.5
  • 6
    • 0032803298 scopus 로고    scopus 로고
    • Airborne laser scanning: basic relations and formulas
    • Baltsavias, E.P., Airborne laser scanning: basic relations and formulas. ISPRS J. Photogramm. Remote Sens. 54:2 (1999), 199–214.
    • (1999) ISPRS J. Photogramm. Remote Sens. , vol.54 , Issue.2 , pp. 199-214
    • Baltsavias, E.P.1
  • 7
    • 84900657092 scopus 로고    scopus 로고
    • Estimating canopy characteristics from remote sensing observations: review of methods and associated problems
    • Baret, F., Buis, S., Estimating canopy characteristics from remote sensing observations: review of methods and associated problems. Adv. Land Remote Sens. Springer, 2008, 173–201.
    • (2008) Adv. Land Remote Sens. Springer , pp. 173-201
    • Baret, F.1    Buis, S.2
  • 8
    • 0026305589 scopus 로고
    • Potentials and limits of vegetation indices for LAI and APAR assessment
    • Baret, F., Guyot, G., Potentials and limits of vegetation indices for LAI and APAR assessment. Remote Sens. Environ. 35:2–3 (1991), 161–173.
    • (1991) Remote Sens. Environ. , vol.35 , Issue.2-3 , pp. 161-173
    • Baret, F.1    Guyot, G.2
  • 9
    • 77956779057 scopus 로고    scopus 로고
    • GAI estimates of row crops from downward looking digital photos taken perpendicular to rows at 57.5° zenith angle: theoretical considerations based on 3D architecture models and application to wheat crops
    • Baret, F., de Solan, B., Lopez-Lozano, R., Ma, K., Weiss, M., GAI estimates of row crops from downward looking digital photos taken perpendicular to rows at 57.5° zenith angle: theoretical considerations based on 3D architecture models and application to wheat crops. Agric. For. Meteorol. 150:11 (2010), 1393–1401.
    • (2010) Agric. For. Meteorol. , vol.150 , Issue.11 , pp. 1393-1401
    • Baret, F.1    de Solan, B.2    Lopez-Lozano, R.3    Ma, K.4    Weiss, M.5
  • 10
    • 0027335302 scopus 로고
    • Importance of leaf area index and forest type when estimating photosynthesis in boreal forests
    • Bonan, G.B., Importance of leaf area index and forest type when estimating photosynthesis in boreal forests. Remote Sens. Environ. 43:3 (1993), 303–314.
    • (1993) Remote Sens. Environ. , vol.43 , Issue.3 , pp. 303-314
    • Bonan, G.B.1
  • 11
    • 0001130234 scopus 로고    scopus 로고
    • A trust region method based on interior point techniques for nonlinear programming
    • Byrd, R.H., Gilbert, J.C., Nocedal, J., A trust region method based on interior point techniques for nonlinear programming. Math. Program. 89:1 (2000), 149–185.
    • (2000) Math. Program. , vol.89 , Issue.1 , pp. 149-185
    • Byrd, R.H.1    Gilbert, J.C.2    Nocedal, J.3
  • 12
    • 34250016342 scopus 로고
    • Extinction coefficients for radiation in plant canopies calculated using an ellipsoidal inclination angle distribution
    • Campbell, G.S., Extinction coefficients for radiation in plant canopies calculated using an ellipsoidal inclination angle distribution. Agric. For. Meteorol. 36 (1986), 317–321.
    • (1986) Agric. For. Meteorol. , vol.36 , pp. 317-321
    • Campbell, G.S.1
  • 13
    • 0003870599 scopus 로고
    • A Subdivision Algorithm for Computer Display of Curved Surfaces
    • University of Utah
    • Catmull, E., A Subdivision Algorithm for Computer Display of Curved Surfaces. 1974, University of Utah.
    • (1974)
    • Catmull, E.1
  • 14
    • 0031433966 scopus 로고    scopus 로고
    • Leaf area index of boreal forests: theory, techniques and measurements
    • Chen, J.M., Rich, P., Gower, S.T., Norman, J.M., Plummer, S., Leaf area index of boreal forests: theory, techniques and measurements. J. Geophys. Res. 102:D24 (1997), 29429–29443.
    • (1997) J. Geophys. Res. , vol.102 , Issue.D24 , pp. 29429-29443
    • Chen, J.M.1    Rich, P.2    Gower, S.T.3    Norman, J.M.4    Plummer, S.5
  • 15
    • 33747021143 scopus 로고    scopus 로고
    • Radiometric correction in laser scanning
    • Coren, F., Sterzai, P., Radiometric correction in laser scanning. Int. J. Remote Sens. 27:15 (2006), 3097–3104.
    • (2006) Int. J. Remote Sens. , vol.27 , Issue.15 , pp. 3097-3104
    • Coren, F.1    Sterzai, P.2
  • 16
    • 34548431766 scopus 로고    scopus 로고
    • Remote sensing of species mixtures in conifer plantations using LiDAR height and intensity data
    • Donoghue, D.N., Watt, P.J., Cox, N.J., Wilson, J., Remote sensing of species mixtures in conifer plantations using LiDAR height and intensity data. Remote Sens. Environ. 110:4 (2007), 509–522.
    • (2007) Remote Sens. Environ. , vol.110 , Issue.4 , pp. 509-522
    • Donoghue, D.N.1    Watt, P.J.2    Cox, N.J.3    Wilson, J.4
  • 17
    • 84894065180 scopus 로고    scopus 로고
    • LiDAR based biomass and crop nitrogen estimates for rapid: non-destructive assessment of wheat nitrogen status
    • Eitel, J.U., Magney, T.S., Vierling, L.A., Brown, T.T., Huggins, D.R., LiDAR based biomass and crop nitrogen estimates for rapid: non-destructive assessment of wheat nitrogen status. Field Crops Res. 159 (2014), 21–32.
    • (2014) Field Crops Res. , vol.159 , pp. 21-32
    • Eitel, J.U.1    Magney, T.S.2    Vierling, L.A.3    Brown, T.T.4    Huggins, D.R.5
  • 19
    • 84934280363 scopus 로고    scopus 로고
    • Reliability and limitations of a novel terrestrial laser scanner for daily monitoring of forest canopy dynamics
    • Griebel, A., Bennett, L.T., Culvenor, D.S., Newnham, G.J., Arndt, S.K., Reliability and limitations of a novel terrestrial laser scanner for daily monitoring of forest canopy dynamics. Remote Sens. Environ. 166 (2015), 205–213.
    • (2015) Remote Sens. Environ. , vol.166 , pp. 205-213
    • Griebel, A.1    Bennett, L.T.2    Culvenor, D.S.3    Newnham, G.J.4    Arndt, S.K.5
  • 20
    • 84950319308 scopus 로고    scopus 로고
    • Estimating leaf area index by Bayesian linear regression using terrestrial LiDAR, LAI-2200 plant canopy analyzer, and landsat TM spectral indices
    • Ilangakoon, N.T., Gorsevski, P.V., Milas, A.S., Estimating leaf area index by Bayesian linear regression using terrestrial LiDAR, LAI-2200 plant canopy analyzer, and landsat TM spectral indices. Can. J. Remote Sens. 41:4 (2015), 315–333.
    • (2015) Can. J. Remote Sens. , vol.41 , Issue.4 , pp. 315-333
    • Ilangakoon, N.T.1    Gorsevski, P.V.2    Milas, A.S.3
  • 21
    • 0003433363 scopus 로고
    • Laser Radar Systems
    • Artech House
    • Jelalian, A.V., Laser Radar Systems. 1992, Artech House.
    • (1992)
    • Jelalian, A.V.1
  • 22
    • 80053257875 scopus 로고    scopus 로고
    • Airborne discrete-return LIDAR data in the estimation of vertical canopy cover, angular canopy closure and leaf area index
    • Korhonen, L., Korpela, I., Heiskanen, J., Maltamo, M., Airborne discrete-return LIDAR data in the estimation of vertical canopy cover, angular canopy closure and leaf area index. Remote Sens. Environ. 115:4 (2011), 1065–1080.
    • (2011) Remote Sens. Environ. , vol.115 , Issue.4 , pp. 1065-1080
    • Korhonen, L.1    Korpela, I.2    Heiskanen, J.3    Maltamo, M.4
  • 23
    • 70350560229 scopus 로고    scopus 로고
    • Small-footprint laser scanning simulator for system validation, error assessment, and algorithm development
    • Kukko, A., Hyyppä, J., Small-footprint laser scanning simulator for system validation, error assessment, and algorithm development. Photogramm. Eng. Remote Sens. 75 (2009), 1177–1189.
    • (2009) Photogramm. Eng. Remote Sens. , vol.75 , pp. 1177-1189
    • Kukko, A.1    Hyyppä, J.2
  • 24
    • 0001245874 scopus 로고
    • Application of some of Cauchy's theorems to estimation of surface areas of leaves, needles and branches of plants, and light transmittance
    • Lang, A., Application of some of Cauchy's theorems to estimation of surface areas of leaves, needles and branches of plants, and light transmittance. Agric. For. Meteorol. 55:3 (1991), 191–212.
    • (1991) Agric. For. Meteorol. , vol.55 , Issue.3 , pp. 191-212
    • Lang, A.1
  • 25
    • 0036165976 scopus 로고    scopus 로고
    • Lidar remote sensing for ecosystem studies lidar, an emerging remote sensing technology that directly measures the three-dimensional distribution of plant canopies, can accurately estimate vegetation structural attributes and should be of particular interest to forest, landscape, and global ecologists
    • Lefsky, M.A., Cohen, W.B., Parker, G.G., Harding, D.J., Lidar remote sensing for ecosystem studies lidar, an emerging remote sensing technology that directly measures the three-dimensional distribution of plant canopies, can accurately estimate vegetation structural attributes and should be of particular interest to forest, landscape, and global ecologists. Bioscience 52 (2002), 19–30.
    • (2002) Bioscience , vol.52 , pp. 19-30
    • Lefsky, M.A.1    Cohen, W.B.2    Parker, G.G.3    Harding, D.J.4
  • 26
    • 84945333626 scopus 로고    scopus 로고
    • LiDAR: an important tool for next-generation phenotyping technology of high potential for plant phenomics?
    • Lin, Y., LiDAR: an important tool for next-generation phenotyping technology of high potential for plant phenomics?. Comput. Electron. Agric. 119 (2015), 61–73.
    • (2015) Comput. Electron. Agric. , vol.119 , pp. 61-73
    • Lin, Y.1
  • 27
    • 85015888322 scopus 로고    scopus 로고
    • Modeling the distribution of plants on the row for wheat crops: consequences on the green fraction at the canopy level
    • Liu, S., et al. Modeling the distribution of plants on the row for wheat crops: consequences on the green fraction at the canopy level. Comput. Electr. Agric. 136 (2016), 147–156.
    • (2016) Comput. Electr. Agric. , vol.136 , pp. 147-156
    • Liu, S.1
  • 28
    • 80051744664 scopus 로고    scopus 로고
    • Ground filtering algorithms for airborne LiDAR data: a review of critical issues
    • Meng, X., Currit, N., Zhao, K., Ground filtering algorithms for airborne LiDAR data: a review of critical issues. Remote Sens. 2:3 (2010), 833–860.
    • (2010) Remote Sens. , vol.2 , Issue.3 , pp. 833-860
    • Meng, X.1    Currit, N.2    Zhao, K.3
  • 29
    • 33747330851 scopus 로고    scopus 로고
    • Estimation of LAI and fractional cover from small footprint airborne laser scanning data based on gap fraction
    • Morsdorf, F., Kötz, B., Meier, E., Itten, K.I., Allgöwer, B., Estimation of LAI and fractional cover from small footprint airborne laser scanning data based on gap fraction. Remote Sens. Environ. 104:1 (2006), 50–61.
    • (2006) Remote Sens. Environ. , vol.104 , Issue.1 , pp. 50-61
    • Morsdorf, F.1    Kötz, B.2    Meier, E.3    Itten, K.I.4    Allgöwer, B.5
  • 30
    • 85025175031 scopus 로고    scopus 로고
    • Software and hardware specification for area segmentation with laser scanner SICK LMS 400
    • Neckar, P., Adamek, M., Software and hardware specification for area segmentation with laser scanner SICK LMS 400. J. Syst. Appl. Eng. Dev. 5:5 (2011), 674–681.
    • (2011) J. Syst. Appl. Eng. Dev. , vol.5 , Issue.5 , pp. 674-681
    • Neckar, P.1    Adamek, M.2
  • 31
    • 34548430117 scopus 로고
    • A theoretical analysis of the frequency of gaps in plant stands
    • Nilson, T., A theoretical analysis of the frequency of gaps in plant stands. Agric. Meteorol. 8 (1971), 25–38.
    • (1971) Agric. Meteorol. , vol.8 , pp. 25-38
    • Nilson, T.1
  • 32
    • 49349108623 scopus 로고
    • A threshold selection method from gray-level histograms
    • Otsu, N., A threshold selection method from gray-level histograms. Automatica 11:285–296 (1975), 23–27.
    • (1975) Automatica , vol.11 , Issue.285-296 , pp. 23-27
    • Otsu, N.1
  • 33
    • 79551480483 scopus 로고    scopus 로고
    • Stacked denoising autoencoders: learning useful representations in a deep network with a local denoising criterion
    • Pascal, V., Larochelle, H., Lajoie, I., Bengio, Y., Manzagol, P.-A., Stacked denoising autoencoders: learning useful representations in a deep network with a local denoising criterion. J. Mach. Learn. Res. 11 (2010), 3371–3408.
    • (2010) J. Mach. Learn. Res. , vol.11 , pp. 3371-3408
    • Pascal, V.1    Larochelle, H.2    Lajoie, I.3    Bengio, Y.4    Manzagol, P.-A.5
  • 34
    • 55949108809 scopus 로고    scopus 로고
    • OpenAlea: a visual programming and component-based software platform for plant modelling
    • Pradal, C., Dufour-Kowalski, S., Boudon, F., Fournier, C., Godin, C., OpenAlea: a visual programming and component-based software platform for plant modelling. Funct. Plant Biol. 35 (2008), 751–760.
    • (2008) Funct. Plant Biol. , vol.35 , pp. 751-760
    • Pradal, C.1    Dufour-Kowalski, S.2    Boudon, F.3    Fournier, C.4    Godin, C.5
  • 35
    • 59849114619 scopus 로고    scopus 로고
    • PlantGL: a python-based geometric library for 3D plant modelling at different scales
    • Pradal, C., Boudon, F., Nouguier, C., Chopard, J., Godin, C., PlantGL: a python-based geometric library for 3D plant modelling at different scales. Graphical Models 71 (2009), 1–21.
    • (2009) Graphical Models , vol.71 , pp. 1-21
    • Pradal, C.1    Boudon, F.2    Nouguier, C.3    Chopard, J.4    Godin, C.5
  • 36
    • 62849107967 scopus 로고    scopus 로고
    • Modeling approaches to estimate effective leaf area index from aerial discrete-return LIDAR
    • Richardson, J.J., Moskal, L.M., Kim, S.H., Modeling approaches to estimate effective leaf area index from aerial discrete-return LIDAR. Agric. For. Meteorol. 149:6–7 (2009), 1152–1160.
    • (2009) Agric. For. Meteorol. , vol.149 , Issue.6-7 , pp. 1152-1160
    • Richardson, J.J.1    Moskal, L.M.2    Kim, S.H.3
  • 37
    • 57449119477 scopus 로고    scopus 로고
    • Estimation of the crop density of small grains using LiDAR sensors
    • Saeys, W., Lenaerts, B., Craessaerts, G., De Baerdemaeker, J., Estimation of the crop density of small grains using LiDAR sensors. Biosyst. Eng. 102:1 (2009), 22–30.
    • (2009) Biosyst. Eng. , vol.102 , Issue.1 , pp. 22-30
    • Saeys, W.1    Lenaerts, B.2    Craessaerts, G.3    De Baerdemaeker, J.4
  • 38
    • 84979771474 scopus 로고    scopus 로고
    • An analysis of the effect of the bidirectional reflectance distribution function on remote sensing imagery accuracy from small unmanned aircraft systems
    • Stark, B., Zhao, T., Chen, Y., An analysis of the effect of the bidirectional reflectance distribution function on remote sensing imagery accuracy from small unmanned aircraft systems. 2016 International Conference on Unmanned Aircraft Systems (ICUAS), Arlington, VA USA, 2016, 1342–1350.
    • (2016) 2016 International Conference on Unmanned Aircraft Systems (ICUAS), Arlington, VA USA , pp. 1342-1350
    • Stark, B.1    Zhao, T.2    Chen, Y.3
  • 39
    • 33645020736 scopus 로고    scopus 로고
    • A note on the G-function for needle leaf canopies
    • Stenberg, P., A note on the G-function for needle leaf canopies. Agric. For. Meteorol. 136:1 (2006), 76–79.
    • (2006) Agric. For. Meteorol. , vol.136 , Issue.1 , pp. 76-79
    • Stenberg, P.1
  • 40
    • 33845401861 scopus 로고    scopus 로고
    • Influence of measurement set-up of ground-based LiDAR for derivation of tree structure
    • Van der Zande, D., Hoet, W., Jonckheere, I., van Aardt, J., Coppin, P., Influence of measurement set-up of ground-based LiDAR for derivation of tree structure. Agric. For. Meteorol. 141:2–4 (2006), 147–160.
    • (2006) Agric. For. Meteorol. , vol.141 , Issue.2-4 , pp. 147-160
    • Van der Zande, D.1    Hoet, W.2    Jonckheere, I.3    van Aardt, J.4    Coppin, P.5
  • 41
    • 84907101982 scopus 로고    scopus 로고
    • Green area index from an unmanned aerial system over wheat and rapeseed crops
    • Verger, A., et al. Green area index from an unmanned aerial system over wheat and rapeseed crops. Remote Sens. Environ. 152 (2014), 654–664.
    • (2014) Remote Sens. Environ. , vol.152 , pp. 654-664
    • Verger, A.1
  • 42
    • 0347301547 scopus 로고    scopus 로고
    • Review of methods for in situ leaf area index (LAI) determination: part II estimation of LAI, errors and sampling
    • Weiss, M., Baret, F., Smith, G.J., Jonckheere, I., Coppin, P., Review of methods for in situ leaf area index (LAI) determination: part II estimation of LAI, errors and sampling. Agric. For. Meteorol. 121 (2004), 37–53.
    • (2004) Agric. For. Meteorol. , vol.121 , pp. 37-53
    • Weiss, M.1    Baret, F.2    Smith, G.J.3    Jonckheere, I.4    Coppin, P.5
  • 43
    • 67349109749 scopus 로고    scopus 로고
    • Lidar-based mapping of leaf area index and its use for validating GLOBCARBON satellite LAI product in a temperate forest of the southern USA
    • Zhao, K., Popescu, S., Lidar-based mapping of leaf area index and its use for validating GLOBCARBON satellite LAI product in a temperate forest of the southern USA. Remote Sens. Environ. 113:8 (2009), 1628–1645.
    • (2009) Remote Sens. Environ. , vol.113 , Issue.8 , pp. 1628-1645
    • Zhao, K.1    Popescu, S.2
  • 44
    • 56949106961 scopus 로고    scopus 로고
    • Lidar remote sensing of forest biomass: a scale-invariant estimation approach using airborne lasers
    • Zhao, K., Popescu, S., Nelson, R., Lidar remote sensing of forest biomass: a scale-invariant estimation approach using airborne lasers. Remote Sens. Environ. 113:1 (2009), 182–196.
    • (2009) Remote Sens. Environ. , vol.113 , Issue.1 , pp. 182-196
    • Zhao, K.1    Popescu, S.2    Nelson, R.3
  • 45
    • 79957608914 scopus 로고    scopus 로고
    • Characterizing forest canopy structure with lidar composite metrics and machine learning
    • Zhao, K., Popescu, S., Meng, X., Pang, Y., Agca, M., Characterizing forest canopy structure with lidar composite metrics and machine learning. Remote Sens. Environ. 115:8 (2011), 1978–1996.
    • (2011) Remote Sens. Environ. , vol.115 , Issue.8 , pp. 1978-1996
    • Zhao, K.1    Popescu, S.2    Meng, X.3    Pang, Y.4    Agca, M.5
  • 46
    • 84937972019 scopus 로고    scopus 로고
    • Terrestrial lidar remote sensing of forests: maximum likelihood estimates of canopy profile, leaf area index, and leaf angle distribution
    • Zhao, K., et al. Terrestrial lidar remote sensing of forests: maximum likelihood estimates of canopy profile, leaf area index, and leaf angle distribution. Agric. For. Meteorol. 209–210 (2015), 100–113.
    • (2015) Agric. For. Meteorol. , vol.209-210 , pp. 100-113
    • Zhao, K.1
  • 47
    • 85125870948 scopus 로고    scopus 로고
    • Retrieving leaf area index (LAI) using remote sensing: theories, methods and sensors
    • Zheng, G., Moskal, L.M., Retrieving leaf area index (LAI) using remote sensing: theories, methods and sensors. Sensors (Basel) 9:4 (2009), 2719–2745.
    • (2009) Sensors (Basel) , vol.9 , Issue.4 , pp. 2719-2745
    • Zheng, G.1    Moskal, L.M.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.