메뉴 건너뛰기




Volumn 11, Issue 23, 2019, Pages

Establishment of plot-yield prediction models in soybean breeding programs using UAV-based hyperspectral remote sensing

Author keywords

Determination coefficient (R2); Multiple linear regression; Plot yield prediction; Rootmean square error (RMSE); Soybean breeding; UAV based hyperspectral remote sensing; Vegetation index

Indexed keywords

ANTENNAS; FORESTRY; LINEAR REGRESSION; MEAN SQUARE ERROR; REFLECTION; REMOTE SENSING; UNMANNED AERIAL VEHICLES (UAV); VEGETATION;

EID: 85076561476     PISSN: None     EISSN: 20724292     Source Type: Journal    
DOI: 10.3390/rs11232752     Document Type: Article
Times cited : (48)

References (75)
  • 2
    • 84991461437 scopus 로고    scopus 로고
    • Development of methods to improve soybean yield estimation and predict plant maturity with an unmanned aerial vehicle based platform
    • Yu, N.; Li, L.; Schmitz, N.; Tian, L.; Greenberg, J.; Diers, B. Development of methods to improve soybean yield estimation and predict plant maturity with an unmanned aerial vehicle based platform. Remote Sens. Environ. 2016, 187, 91-101
    • (2016) Remote Sens. Environ , vol.187 , pp. 91-101
    • Yu, N.1    Li, L.2    Schmitz, N.3    Tian, L.4    Greenberg, J.5    Diers, B.6
  • 3
    • 85076553117 scopus 로고    scopus 로고
    • China Agriculture Press: Beijing, China
    • Gai, J. Experiment Statistics; China Agriculture Press: Beijing, China, 2014
    • (2014) Experiment Statistics
    • Gai, J.1
  • 4
    • 0031205919 scopus 로고    scopus 로고
    • A simplified approach for yield prediction of sugar beet based on optical remote sensing data
    • Clevers, J. A simplified approach for yield prediction of sugar beet based on optical remote sensing data. Remote Sens. Environ. 1997, 61, 221-228
    • (1997) Remote Sens. Environ , vol.61 , pp. 221-228
    • Clevers, J.1
  • 5
    • 77955673890 scopus 로고    scopus 로고
    • DTH8 suppresses flowering in rice, influencing plant height and yield potential simultaneously
    • Wei, X.; Xu, J.; Guo, H.; Jiang, L.; Chen, S.; Yu, C.; Zhou, Z.; Hu, P.; Zhai, H.; Wan, J. DTH8 suppresses flowering in rice, influencing plant height and yield potential simultaneously. Plant Physiol. 2010, 153, 1747-1758
    • (2010) Plant Physiol , vol.153 , pp. 1747-1758
    • Wei, X.1    Xu, J.2    Guo, H.3    Jiang, L.4    Chen, S.5    Yu, C.6    Zhou, Z.7    Hu, P.8    Zhai, H.9    Wan, J.10
  • 6
    • 84880432254 scopus 로고    scopus 로고
    • Effects of direct selection process for plant height on some yield components in common wheat (Triticum aestivum) genotypes
    • Ilker, E.; Tonk, F.A.; Tosun, M.; Tatar, O. Effects of direct selection process for plant height on some yield components in common wheat (Triticum aestivum) genotypes. Int. J. Agric. Biol. 2013, 15, 795-797
    • (2013) Int. J. Agric. Biol , vol.15 , pp. 795-797
    • Ilker, E.1    Tonk, F.A.2    Tosun, M.3    Tatar, O.4
  • 9
    • 85019991712 scopus 로고    scopus 로고
    • Retrieving LAI, chlorophyll and nitrogen contents in sugar beet crops from multi-angular optical remote sensing: Comparison of vegetation indices and PROSAIL inversion for field phenotyping
    • Jay, S.; Maupas, F.; Bendoula, R.; Gorretta, N. Retrieving LAI, chlorophyll and nitrogen contents in sugar beet crops from multi-angular optical remote sensing: Comparison of vegetation indices and PROSAIL inversion for field phenotyping. Field Crops Res. 2017, 210, 33-46
    • (2017) Field Crops Res , vol.210 , pp. 33-46
    • Jay, S.1    Maupas, F.2    Bendoula, R.3    Gorretta, N.4
  • 10
    • 85026443520 scopus 로고    scopus 로고
    • Unmanned Aerial Vehicle Remote Sensing for Field-Based Crop Phenotyping: Current Status and Perspectives.Front
    • Yang, G.; Liu, J.; Zhao, C. Unmanned Aerial Vehicle Remote Sensing for Field-Based Crop Phenotyping: Current Status and Perspectives.Front. Plant Sci. 2017, 8, 1111
    • (2017) Plant Sci , vol.8 , pp. 1111
    • Yang, G.1    Liu, J.2    Zhao, C.3
  • 11
    • 33646454252 scopus 로고    scopus 로고
    • Spectral Reflectance to Estimate Genetic Variation for In-Season Biomass, Leaf Chlorophyll, and Canopy Temperature in Wheat
    • Babar, M.; Reynolds, M.; Ginkel, M.; Klatt, A.; Raun, W.; Stone, M. Spectral Reflectance to Estimate Genetic Variation for In-Season Biomass, Leaf Chlorophyll, and Canopy Temperature in Wheat. Crop Sci. 2006, 46, 1046-1057
    • (2006) Crop Sci , vol.46 , pp. 1046-1057
    • Babar, M.1    Reynolds, M.2    Ginkel, M.3    Klatt, A.4    Raun, W.5    Stone, M.6
  • 12
    • 0000674082 scopus 로고
    • Improvement in the yield potential of bread wheat adapted to Northwest Mexico
    • Waddington, S.; Ransom, J.; Osmanzai, M.; Saunders, D. Improvement in the yield potential of bread wheat adapted to Northwest Mexico. Crop Sci. 1986, 26, 698-703
    • (1986) Crop Sci , vol.26 , pp. 698-703
    • Waddington, S.1    Ransom, J.2    Osmanzai, M.3    Saunders, D.4
  • 13
    • 84989040131 scopus 로고
    • Genetic improvement in wheat yield and associated traits A re-examination of previous results and the latest trends
    • Calderini, D.; Dreccer, M.; Slafer, G. Genetic improvement in wheat yield and associated traits. A re-examination of previous results and the latest trends. Plant Breed. 1995, 114, 108-112
    • (1995) Plant Breed , vol.114 , pp. 108-112
    • Calderini, D.1    Dreccer, M.2    Slafer, G.3
  • 14
    • 0031032743 scopus 로고    scopus 로고
    • Yield potential progress in short bread wheat in Northern Mexico
    • Sayre, K.; Rajaram, S.; Fischer, R. Yield potential progress in short bread wheat in Northern Mexico. Crop Sci. 1997, 37, 36-42
    • (1997) Crop Sci , vol.37 , pp. 36-42
    • Sayre, K.1    Rajaram, S.2    Fischer, R.3
  • 15
    • 0033374560 scopus 로고    scopus 로고
    • Physiological and genetic changes of irrigated wheat in the post-green revolution period and approaches for meeting projected global demand
    • Reynolds, M.; Rajaram, S.; Sayre, K. Physiological and genetic changes of irrigated wheat in the post-green revolution period and approaches for meeting projected global demand. Crop Sci. 1999, 39, 1611-1621
    • (1999) Crop Sci , vol.39 , pp. 1611-1621
    • Reynolds, M.1    Rajaram, S.2    Sayre, K.3
  • 16
    • 0141792270 scopus 로고    scopus 로고
    • Reflectance measurement of canopy biomass and nitrogen status in wheat crops using normalized difference vegetation indices and partial least squares regression
    • Hansen, P.; Schjoering, J. Reflectance measurement of canopy biomass and nitrogen status in wheat crops using normalized difference vegetation indices and partial least squares regression. Remote Sens. Environ. 2003, 86, 542-553
    • (2003) Remote Sens. Environ , vol.86 , pp. 542-553
    • Hansen, P.1    Schjoering, J.2
  • 17
    • 79151485807 scopus 로고    scopus 로고
    • Exploring remotely sensed technologies for monitoring wheat potassium and phosphorus using field spectroscopy
    • Pimstein, A.; Karnieli, A.; Bansal, S.; Bonfil, D. Exploring remotely sensed technologies for monitoring wheat potassium and phosphorus using field spectroscopy. Field Crops Res. 2011, 121, 125-135
    • (2011) Field Crops Res , vol.121 , pp. 125-135
    • Pimstein, A.1    Karnieli, A.2    Bansal, S.3    Bonfil, D.4
  • 18
    • 84900020951 scopus 로고    scopus 로고
    • Wheat genotypic variability in grain yield and carbon isotope discrimination under Mediterranean conditions assessed by spectral reflectance
    • Lobos, G.; Matus, I.; Rodriguez, A.; Romero-Bravo, S.; Araus, J.; Pozo, D. Wheat genotypic variability in grain yield and carbon isotope discrimination under Mediterranean conditions assessed by spectral reflectance. J. Integr. Plant Biol. 2014, 56, 470-479
    • (2014) J. Integr. Plant Biol , vol.56 , pp. 470-479
    • Lobos, G.1    Matus, I.2    Rodriguez, A.3    Romero-Bravo, S.4    Araus, J.5    Pozo, D.6
  • 19
    • 84855870398 scopus 로고    scopus 로고
    • Prediction of grain yield using reflectance spectra of canopy and leaves in maize plants grown under different water regimes
    • Weber, V.; Araus, J.; Cairns, J.; Sanchez, C.; Melchinger, A.; Orsini, E. Prediction of grain yield using reflectance spectra of canopy and leaves in maize plants grown under different water regimes. Field Crops Res. 2012, 128, 82-90
    • (2012) Field Crops Res , vol.128 , pp. 82-90
    • Weber, V.1    Araus, J.2    Cairns, J.3    Sanchez, C.4    Melchinger, A.5    Orsini, E.6
  • 20
    • 84861191046 scopus 로고    scopus 로고
    • Classifying cultivars of rice (Oryza sativa L.) based on corrected canopy reflectance spectra data using the orthogonal projections of latent structures (O- PLS) method
    • Lin,W.; Yang, C.; Kuo, B. Classifying cultivars of rice (Oryza sativa L.) based on corrected canopy reflectance spectra data using the orthogonal projections of latent structures (O- PLS) method. Chemom. Intell. Lab. Syst. 2012, 115, 25-36
    • (2012) Chemom. Intell. Lab. Syst , vol.115 , pp. 25-36
    • Lin, W.1    Yang, C.2    Kuo, B.3
  • 21
    • 33847301474 scopus 로고    scopus 로고
    • Canopy reflectance in cotton for growth assessment and lint yield prediction
    • Zhao, D.; Reddy, K.; Kakani, V.; Read, J.; Koti, S. Canopy reflectance in cotton for growth assessment and lint yield prediction. Europ. J. Agronomy. 2007, 26, 335-344
    • (2007) Europ. J. Agronomy , vol.26 , pp. 335-344
    • Zhao, D.1    Reddy, K.2    Kakani, V.3    Read, J.4    Koti, S.5
  • 22
    • 19044373009 scopus 로고    scopus 로고
    • Artificial neural networks for corn and soybean yield prediction
    • Kaul, M.; Hill, R.L.; Walthall, C. Artificial neural networks for corn and soybean yield prediction. Agric. Syst. 2005, 85, 1-18
    • (2005) Agric. Syst , vol.85 , pp. 1-18
    • Kaul, M.1    Hill, R.L.2    Walthall, C.3
  • 23
    • 84903193934 scopus 로고    scopus 로고
    • Characterizing changes in soybean spectral response curves with breeding advancements
    • Christenson, B.; Schapaugh, W.; An, N.; Price, K.; Fritz, A. Characterizing changes in soybean spectral response curves with breeding advancements. Crop Sci. 2014, 54, 1585-1597
    • (2014) Crop Sci , vol.54 , pp. 1585-1597
    • Christenson, B.1    Schapaugh, W.2    An, N.3    Price, K.4    Fritz, A.5
  • 24
    • 85007602687 scopus 로고    scopus 로고
    • Review of field-based phenotyping by unmanned aerial vehicle remote sensing platform
    • Liu, J.; Zhao, C.; Yang, G.; Yu, H.; Zhao, X.; Xu, B.; Niu, Q. Review of field-based phenotyping by unmanned aerial vehicle remote sensing platform. Trans. Chin. Soc. Agric. Eng. 2016, 32, 98-106
    • (2016) Trans. Chin. Soc. Agric. Eng , vol.32 , pp. 98-106
    • Liu, J.1    Zhao, C.2    Yang, G.3    Yu, H.4    Zhao, X.5    Xu, B.6    Niu, Q.7
  • 25
    • 85038030984 scopus 로고    scopus 로고
    • PROCWT: Coupling PROSPECT with continuous wavelet transform to improve the retrieval of foliar chemistry from leaf bidirectional reflectance spectra
    • Li, D.; Cheng, T.; Jia, M.; Zhou, K.; Lu, N.; Yao, X.; Tian, Y.; Zhu, Y.; Cao, W. PROCWT: Coupling PROSPECT with continuous wavelet transform to improve the retrieval of foliar chemistry from leaf bidirectional reflectance spectra. Remote Sens. Environ. 2018, 3, 1-14
    • (2018) Remote Sens. Environ , vol.3 , pp. 1-14
    • Li, D.1    Cheng, T.2    Jia, M.3    Zhou, K.4    Lu, N.5    Yao, X.6    Tian, Y.7    Zhu, Y.8    Cao, W.9
  • 27
    • 85019465937 scopus 로고    scopus 로고
    • A tentative study on utilization of canopy hyperspectral reflectance to estimate anopy growth and seed yield in soybean
    • Wu, Q.; Qi, B.; Gai, J. A tentative study on utilization of canopy hyperspectral reflectance to estimate anopy growth and seed yield in soybean. Ronomica Sini. 2013, 39, 309-318
    • (2013) Ronomica Sini , vol.39 , pp. 309-318
    • Wu, Q.1    Qi, B.2    Gai, J.3
  • 28
    • 85019446228 scopus 로고    scopus 로고
    • Prediction for soybean grain yield using active sensor greenseeker
    • Zhang, N.; Qi, B.; Zhao, J. Prediction for soybean grain yield using active sensor greenseeker. Acta Agron. Sin. 2014, 40, 657-666
    • (2014) Acta Agron. Sin , vol.40 , pp. 657-666
    • Zhang, N.1    Qi, B.2    Zhao, J.3
  • 29
    • 85020381651 scopus 로고    scopus 로고
    • Dynamic monitoring of NDVI in wheat agronomy and breeding trials using an unmanned aerial vehicle
    • Duan, T.; Chapman, S.; Guo, Y.; Zheng, B. Dynamic monitoring of NDVI in wheat agronomy and breeding trials using an unmanned aerial vehicle. Field Crops Res. 2017, 210, 71-80
    • (2017) Field Crops Res , vol.210 , pp. 71-80
    • Duan, T.1    Chapman, S.2    Guo, Y.3    Zheng, B.4
  • 30
    • 85035081505 scopus 로고    scopus 로고
    • Photogrammetry for the estimation of wheat biomass and harvest index
    • Walter, J.; Edwards, J.; McDonald, G.; Kuchel, H. Photogrammetry for the estimation of wheat biomass and harvest index. Field Crops Res. 2018, 216, 165-174
    • (2018) Field Crops Res , vol.216 , pp. 165-174
    • Walter, J.1    Edwards, J.2    McDonald, G.3    Kuchel, H.4
  • 31
    • 84986268647 scopus 로고    scopus 로고
    • Detection of rice phenology through time series analysis of ground-based spectral index data
    • Zheng, H.; Cheng, T.; Yao, X.; Deng, X.; Tian, Y.; Cao, W.; Zhu, Y. Detection of rice phenology through time series analysis of ground-based spectral index data. Field Crops Res. 2016, 198, 131-139
    • (2016) Field Crops Res , vol.198 , pp. 131-139
    • Zheng, H.1    Cheng, T.2    Yao, X.3    Deng, X.4    Tian, Y.5    Cao, W.6    Zhu, Y.7
  • 32
    • 84937844470 scopus 로고    scopus 로고
    • Comparative analysis of different retrieval methods for mapping grassland leaf area index using airborne imaging spectroscopy
    • Atzberger, C.; Darvishzadeh, R.; Immitzer, M.; Schlerf, M.; Skidmore, A.; Maire, G. Comparative analysis of different retrieval methods for mapping grassland leaf area index using airborne imaging spectroscopy. Int. J. Appl. Earth Obs. Geoinf. 2015, 43, 19-31
    • (2015) Int. J. Appl. Earth Obs. Geoinf , vol.43 , pp. 19-31
    • Atzberger, C.1    Darvishzadeh, R.2    Immitzer, M.3    Schlerf, M.4    Skidmore, A.5    Maire, G.6
  • 33
  • 37
    • 84937860942 scopus 로고    scopus 로고
    • Evaluating Multispectral Images and Vegetation Indices for Precision Farming Applications from UAV Images
    • Candiago, S.; Remondino, F.; Giglio, D.; Dubbini, M.; Gattelli, M. Evaluating Multispectral Images and Vegetation Indices for Precision Farming Applications from UAV Images. Remote Sens. 2015, 7, 4026-4047
    • (2015) Remote Sens , vol.7 , pp. 4026-4047
    • Candiago, S.1    Remondino, F.2    Giglio, D.3    Dubbini, M.4    Gattelli, M.5
  • 38
    • 0018036046 scopus 로고
    • A comparison of satellite sensors for monitoring vegetation
    • Tucker, C. A comparison of satellite sensors for monitoring vegetation. Photogramm. Eng. Remote Sens. 1978, 44, 1369-1380
    • (1978) Photogramm. Eng. Remote Sens , vol.44 , pp. 1369-1380
    • Tucker, C.1
  • 39
    • 0036846393 scopus 로고    scopus 로고
    • Overview of the radiometric and biophysical performance of the MODIS vegetation indices
    • Huete, A.; Didan, K.; Miura, T.; Rodriguez, E.; Gao, X.; Ferreira, L. Overview of the radiometric and biophysical performance of the MODIS vegetation indices. Remote Sens. Environ. 2002, 83, 195-213
    • (2002) Remote Sens. Environ , vol.83 , pp. 195-213
    • Huete, A.1    Didan, K.2    Miura, T.3    Rodriguez, E.4    Gao, X.5    Ferreira, L.6
  • 40
    • 77957988945 scopus 로고    scopus 로고
    • Value of using different vegetative indices to quantify agricultural crop characteristics at different growth stages under varying management practices
    • Hatfield, J.; Prueger, J. Value of using different vegetative indices to quantify agricultural crop characteristics at different growth stages under varying management practices. Remote Sens. 2010, 2, 562-578
    • (2010) Remote Sens , vol.2 , pp. 562-578
    • Hatfield, J.1    Prueger, J.2
  • 41
    • 84868629417 scopus 로고    scopus 로고
    • Application of low altitude remote sensing (LARS) platform for monitoring crop growth and weed infestation in a soybean plantation
    • Samseemoung, G.; Soni, P.; Jayasuriya, H.; Salokhe, V. Application of low altitude remote sensing (LARS) platform for monitoring crop growth and weed infestation in a soybean plantation. Precis. Agric. 2012, 13, 611-627
    • (2012) Precis. Agric , vol.13 , pp. 611-627
    • Samseemoung, G.1    Soni, P.2    Jayasuriya, H.3    Salokhe, V.4
  • 43
    • 0342460562 scopus 로고    scopus 로고
    • Visible and near infrared reflectance assessment of salinity effects on barley
    • Peñuelas, J.; Isla, R.; Filella, I.; Araus, J. Visible and near infrared reflectance assessment of salinity effects on barley. Science 1997, 37, 198-202
    • (1997) Science , vol.37 , pp. 198-202
    • Peñuelas, J.1    Isla, R.2    Filella, I.3    Araus, J.4
  • 44
    • 0032505170 scopus 로고    scopus 로고
    • Estimating maize production in Kenya using NDVI: Some statistical considerations
    • Lewis, J.; Rowland, J.; Nadeau, A. Estimating maize production in Kenya using NDVI: Some statistical considerations. Int. J. Remote Sens. 1998, 19, 2609-2617
    • (1998) Int. J. Remote Sens , vol.19 , pp. 2609-2617
    • Lewis, J.1    Rowland, J.2    Nadeau, A.3
  • 45
    • 0034026627 scopus 로고    scopus 로고
    • Spectral vegetation indices as nondestructive tools for determining durum wheat yield
    • Aparicio, N.; Villegas, D.; Casadesus, J.; Araus, J.; Royo, C. Spectral vegetation indices as nondestructive tools for determining durum wheat yield. Agron. J. 2000, 92, 83-91
    • (2000) Agron. J , vol.92 , pp. 83-91
    • Aparicio, N.1    Villegas, D.2    Casadesus, J.3    Araus, J.4    Royo, C.5
  • 46
    • 0035659451 scopus 로고    scopus 로고
    • Early prediction of soybean yield from canopy reflectance measurements
    • Ma, B.; Dwyer, L.; Costa, C.; Cober, E.; Morrison, M. Early prediction of soybean yield from canopy reflectance measurements. Agron. J. 2001, 93, 1227-1234
    • (2001) Agron. J , vol.93 , pp. 1227-1234
    • Ma, B.1    Dwyer, L.2    Costa, C.3    Cober, E.4    Morrison, M.5
  • 48
    • 0036266356 scopus 로고    scopus 로고
    • Comparative performance of carbon isotope discrimination and canopy temperature depression as predictors of genotype differences in durum wheat yield in Spain
    • Royo, C.; Villegas, D.; Garcia, D.; Moral, L.; Elhani, S.; Aparicio, N.; Rharrabti, Y.; Araus, J. Comparative performance of carbon isotope discrimination and canopy temperature depression as predictors of genotype differences in durum wheat yield in Spain. Aust. J. Agric. Res. 2002, 53, 561-569
    • (2002) Aust. J. Agric. Res , vol.53 , pp. 561-569
    • Royo, C.1    Villegas, D.2    Garcia, D.3    Moral, L.4    Elhani, S.5    Aparicio, N.6    Rharrabti, Y.7    Araus, J.8
  • 49
    • 0344256440 scopus 로고    scopus 로고
    • Usefulness of spectral reflectance indices as durum wheat yield predictors under contrasting Mediterranean conditions
    • Royo, C.; Aparicio, N.; Villegas, D.; Casadesus, J.; Monneveux, P.; Araus, J. Usefulness of spectral reflectance indices as durum wheat yield predictors under contrasting Mediterranean conditions. Int. J. Remote Sens. 2003, 24, 4403-4419
    • (2003) Int. J. Remote Sens , vol.24 , pp. 4403-4419
    • Royo, C.1    Aparicio, N.2    Villegas, D.3    Casadesus, J.4    Monneveux, P.5    Araus, J.6
  • 50
    • 34547571756 scopus 로고    scopus 로고
    • Genetic analysis of indirect selection for winter wheat grain yield using spectral reflectance indices
    • Prasad, B.; Carver, B.; Stone, M.; Babar, M.; Raun,W.; Klatt, A. Genetic analysis of indirect selection for winter wheat grain yield using spectral reflectance indices. Crop Sci. 2007, 47, 1416-1425
    • (2007) Crop Sci , vol.47 , pp. 1416-1425
    • Prasad, B.1    Carver, B.2    Stone, M.3    Babar, M.4    Raun, W.5    Klatt, A.6
  • 51
    • 34547563192 scopus 로고    scopus 로고
    • Potential use of spectral reflectance indices as a selection tool for grain yield in winter wheat under great plains conditions
    • Prasad, B.; Carver, B.; Stone, M.; Babar, M.; Raun, W.; Klatt, A. Potential use of spectral reflectance indices as a selection tool for grain yield in winter wheat under great plains conditions. Crop Sci. 2007, 47, 1426-1440
    • (2007) Crop Sci , vol.47 , pp. 1426-1440
    • Prasad, B.1    Carver, B.2    Stone, M.3    Babar, M.4    Raun, W.5    Klatt, A.6
  • 52
    • 34247344426 scopus 로고    scopus 로고
    • Can wheat yield be assessed by early measurements of normalized difference vegetation index? Ann
    • Marti, J.; Bort, J.; Slafer, G.; Araus, J. Can wheat yield be assessed by early measurements of normalized difference vegetation index? Ann. Appl. Biol. 2007, 150, 253-257
    • (2007) Appl. Biol , vol.150 , pp. 253-257
    • Marti, J.1    Bort, J.2    Slafer, G.3    Araus, J.4
  • 53
    • 84904362057 scopus 로고    scopus 로고
    • Historical gains in soybean (Glycine max Merr.) seed yield are driven by linear increases in light interception, energy conversion, and partitioning efficiencies
    • Koester, R.; Skoneczka, J.; Cary, T.; Diers, B.; Ainsworth, E. Historical gains in soybean (Glycine max Merr.) seed yield are driven by linear increases in light interception, energy conversion, and partitioning efficiencies. Exp. Bot. 2014, 65, 3311-3321
    • (2014) Exp. Bot , vol.65 , pp. 3311-3321
    • Koester, R.1    Skoneczka, J.2    Cary, T.3    Diers, B.4    Ainsworth, E.5
  • 55
    • 84861435024 scopus 로고    scopus 로고
    • An automated technique for generating georectified mosaics from ultra-high resolution Unmanned Aerial Vehicle (UAV) imagery, based on Structure from Motion (SFM) point clouds
    • Turner, D.; Lucieer, A.; Watson, C. An automated technique for generating georectified mosaics from ultra-high resolution Unmanned Aerial Vehicle (UAV) imagery, based on Structure from Motion (SFM) point clouds. Remote Sens. 2012, 4, 1392-1410
    • (2012) Remote Sens , vol.4 , pp. 1392-1410
    • Turner, D.1    Lucieer, A.2    Watson, C.3
  • 56
    • 85015434313 scopus 로고    scopus 로고
    • Estimation of soybean breeding yield based on optimization of spatial scale of UAV hyperspectral image
    • Zhao, X.; Yang, G.; Liu, J.; Zhang, X. Estimation of soybean breeding yield based on optimization of spatial scale of UAV hyperspectral image. Trans. Chin. Soc. Agric. Eng. 2017, 33, 110-116
    • (2017) Trans. Chin. Soc. Agric. Eng , vol.33 , pp. 110-116
    • Zhao, X.1    Yang, G.2    Liu, J.3    Zhang, X.4
  • 57
    • 0002872223 scopus 로고
    • Monitoring vegetationsystems in the great plains with Erts
    • Rouse, J., Jr.; Haas, R.; Schell, J.; Deering, D. Monitoring vegetationsystems in the great plains with Erts. NASA 1974, 351, 309-317
    • (1974) NASA , vol.351 , pp. 309-317
    • Rouse, J.1    Haas, R.2    Schell, J.3    Deering, D.4
  • 58
    • 0002514250 scopus 로고    scopus 로고
    • Remote mapping of standing crop biomass for estimation of the productivity of the short-grass Prairie, Pawnee National Grasslands, Colorado[C]//1371146123
    • Ann Arbor, MI, USA, 2-6 October 1972;Willow Run Laboratories, Environmental Research Institute of Michigan.
    • Pearson, R.L.; Miller, L.D. Remote mapping of standing crop biomass for estimation of the productivity of the short-grass Prairie, Pawnee National Grasslands, Colorado[C]//1371146123. In Proceedings of the Eighth International Symposium on Remote Sensing of Environment, Ann Arbor, MI, USA, 2-6 October 1972;Willow Run Laboratories, Environmental Research Institute of Michigan. pp. 1357-1381
    • Proceedings of the Eighth International Symposium on Remote Sensing of Environment , pp. 1357-1381
    • Pearson, R.L.1    Miller, L.D.2
  • 59
    • 0027788565 scopus 로고
    • Red edge spectral measurements from sugar maple leaves
    • Vogelmann, J.; Rock, B.;Moss, D. Red edge spectral measurements from sugar maple leaves. Title Remote Sens. 1993, 14, 1563-1575
    • (1993) Title Remote Sens , vol.14 , pp. 1563-1575
    • Vogelmann, J.1    Rock, B.2    Moss, D.3
  • 60
    • 0029802221 scopus 로고    scopus 로고
    • Detection of red edge position and chlorophyll content by reflectance measurements near 700 nm
    • Gitelson, A.; Merzlyak, M.; Lichtenthaler, H. Detection of red edge position and chlorophyll content by reflectance measurements near 700 nm. J. Plant Physiol. 1996, 148, 501-508
    • (1996) J. Plant Physiol , vol.148 , pp. 501-508
    • Gitelson, A.1    Merzlyak, M.2    Lichtenthaler, H.3
  • 61
    • 0028150408 scopus 로고
    • Spectral reflectance changes associated with autumn senescence of aesculus hippocastanum, L. and acer platanoides, L. leaves. spectral features and relation to chlorophyll estimation
    • Gitelson, A.; Merzlyak, M. Spectral reflectance changes associated with autumn senescence of aesculus hippocastanum, L. and acer platanoides, L. leaves. spectral features and relation to chlorophyll estimation. J. Physiol. 1994, 143, 286-292
    • (1994) J. Physiol , vol.143 , pp. 286-292
    • Gitelson, A.1    Merzlyak, M.2
  • 62
    • 0000855550 scopus 로고
    • Distinguishing vegetation from soil background information
    • Richardson, A.; Wiegand, C. Distinguishing vegetation from soil background information. Photogramm. Eng. Remote Sens. 1977, 43, 1541-1552
    • (1977) Photogramm. Eng. Remote Sens , vol.43 , pp. 1541-1552
    • Richardson, A.1    Wiegand, C.2
  • 63
    • 0028975409 scopus 로고
    • Estimating PAR absorbed by vegetation from bidirectional reflectance measurements
    • Roujean, J.; Breon, F. Estimating PAR absorbed by vegetation from bidirectional reflectance measurements. Remote Sens. Environ. 1995, 51, 375-384
    • (1995) Remote Sens. Environ , vol.51 , pp. 375-384
    • Roujean, J.1    Breon, F.2
  • 64
    • 0029751226 scopus 로고    scopus 로고
    • Optimization of soil-adjusted vegetation indices
    • Rondeaux, G.; Steven, M.; Baret, F. Optimization of soil-adjusted vegetation indices. Remote Sens. Environ. 1996, 55, 95-107
    • (1996) Remote Sens. Environ , vol.55 , pp. 95-107
    • Rondeaux, G.1    Steven, M.2    Baret, F.3
  • 65
    • 0028668157 scopus 로고
    • Development of vegetation and soil indices forMODIS-EOS
    • Huete, A.; Justice, C.; Liu, H. Development of vegetation and soil indices forMODIS-EOS. Remote Sens. Environ. 1994, 49, 224-234
    • (1994) Remote Sens. Environ , vol.49 , pp. 224-234
    • Huete, A.1    Justice, C.2    Liu, H.3
  • 66
    • 0036259365 scopus 로고    scopus 로고
    • Deriving green crop area index and canopy chlorophyll density of winter wheat from spectral reflectance data
    • Broge, N.; Mortensen, J. Deriving green crop area index and canopy chlorophyll density of winter wheat from spectral reflectance data. Remote Sens. Environ. 2002, 81, 45-57
    • (2002) Remote Sens. Environ , vol.81 , pp. 45-57
    • Broge, N.1    Mortensen, J.2
  • 67
    • 84944074770 scopus 로고    scopus 로고
    • Field-based crop phenotyping: Multispectral aerial imaging for evaluation of winter wheat emergence and spring stand
    • Sankaran, S.; Khot, L.R.; Carter, A. Field-based crop phenotyping: Multispectral aerial imaging for evaluation of winter wheat emergence and spring stand. Comput. Electron. Agric. 2015, 118, 372-379
    • (2015) Comput. Electron. Agric , vol.118 , pp. 372-379
    • Sankaran, S.1    Khot, L.R.2    Carter, A.3
  • 68
    • 84945911113 scopus 로고    scopus 로고
    • Using High-Resolution Hyperspectral and Thermal Airborne Imagery to Assess Physiological Condition in the Context of Wheat Phenotyping
    • Gonzalez-Dugo, V.; Hernandez, P.; Solis, I.; Zarco-Tejada, P. Using High-Resolution Hyperspectral and Thermal Airborne Imagery to Assess Physiological Condition in the Context of Wheat Phenotyping. Remote Sens. 2015, 7, 13586-13605
    • (2015) Remote Sens , vol.7 , pp. 13586-13605
    • Gonzalez-Dugo, V.1    Hernandez, P.2    Solis, I.3    Zarco-Tejada, P.4
  • 69
    • 78249231384 scopus 로고    scopus 로고
    • Comparisons of two hand-held, multispectral field radiometers and a hyperspectral airborne imager in terms of predicting spring wheat grain yield and quality by means of powered partial least squares regression
    • Overgaard, S.; Isaksson, T.; Kvaal, K.; Korsaeth, A. Comparisons of two hand-held, multispectral field radiometers and a hyperspectral airborne imager in terms of predicting spring wheat grain yield and quality by means of powered partial least squares regression. J. Near Infrared Spectrosc. 2010, 18, 247-261
    • (2010) J. Near Infrared Spectrosc , vol.18 , pp. 247-261
    • Overgaard, S.1    Isaksson, T.2    Kvaal, K.3    Korsaeth, A.4
  • 70
    • 85016112131 scopus 로고    scopus 로고
    • An image analysis pipeline for automated classification of imaging light conditions and for quantification of wheat canopy cover time series in field phenotyping
    • Yu, K.; Kirchgessner, N.; Grieder, C.; Walter, A.; Hund, A. An image analysis pipeline for automated classification of imaging light conditions and for quantification of wheat canopy cover time series in field phenotyping. Plant Methods 2017, 13
    • (2017) Plant Methods , pp. 13
    • Yu, K.1    Kirchgessner, N.2    Grieder, C.3    Walter, A.4    Hund, A.5
  • 71
    • 84891372768 scopus 로고    scopus 로고
    • Field high-throughput phenotyping: The new crop breeding frontier
    • Araus, J.; Cairns, J. Field high-throughput phenotyping: The new crop breeding frontier. Trends Plant Sci. 2014, 19, 52-61
    • (2014) Trends Plant Sci , vol.19 , pp. 52-61
    • Araus, J.1    Cairns, J.2
  • 73
    • 84908509157 scopus 로고    scopus 로고
    • Proximal remote sensing buggies and potential applications for field-based phenotyping
    • Deery, D.; Jimenez-Berni, J.; Jones, H.; Sirault, X.; Furbanks, R. Proximal remote sensing buggies and potential applications for field-based phenotyping. Agronomy 2014, 5, 349-379
    • (2014) Agronomy , vol.5 , pp. 349-379
    • Deery, D.1    Jimenez-Berni, J.2    Jones, H.3    Sirault, X.4    Furbanks, R.5
  • 75
    • 84920276839 scopus 로고    scopus 로고
    • Advances of Research and Application in Remote Sensing for Agriculture
    • Zhao, C. Advances of Research and Application in Remote Sensing for Agriculture. Trans. Chin. Soc. Agric. Mach. 2014, 45, 277-293
    • (2014) Trans. Chin. Soc. Agric. Mach , vol.45 , pp. 277-293
    • Zhao, C.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.