메뉴 건너뛰기




Volumn 155, Issue , 2014, Pages 42-55

Hyperspectral canopy sensing of paddy rice aboveground biomass at different growth stages

Author keywords

Crop canopy sensor; Derivative spectral analysis; OMNBR; Precision agriculture; Vegetation Index; Water reflectance

Indexed keywords

ABOVEGROUND BIOMASS; CANOPY; GROWTH RATE; MULTISPECTRAL IMAGE; NDVI; NITROGEN; PADDY FIELD; PRECISION AGRICULTURE; RICE; SPECTRAL ANALYSIS; SURFACE REFLECTANCE; TILLERING;

EID: 84888199590     PISSN: 03784290     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.fcr.2013.09.023     Document Type: Article
Times cited : (231)

References (59)
  • 1
    • 22744439166 scopus 로고    scopus 로고
    • Identifying optimal spectral bands from in situ measurements of Great Lakes coastal wetlands using second-derivative analysis
    • Becker B.L., Lusch D.P., Qi J. Identifying optimal spectral bands from in situ measurements of Great Lakes coastal wetlands using second-derivative analysis. Remote Sens. Environ. 2005, 97:238-248.
    • (2005) Remote Sens. Environ. , vol.97 , pp. 238-248
    • Becker, B.L.1    Lusch, D.P.2    Qi, J.3
  • 2
    • 84856219698 scopus 로고    scopus 로고
    • Quantifying spatial variability of indigenous nitrogen management in small scale farming
    • Cao Q., Cui Z., Chen X., Khosla R., Dao T.H., Miao Y. Quantifying spatial variability of indigenous nitrogen management in small scale farming. Precis. Agric. 2012, 13:45-61.
    • (2012) Precis. Agric. , vol.13 , pp. 45-61
    • Cao, Q.1    Cui, Z.2    Chen, X.3    Khosla, R.4    Dao, T.H.5    Miao, Y.6
  • 3
    • 84887817288 scopus 로고    scopus 로고
    • Non-destructive estimation of rice plant nitrogen status with crop circle multispectral active canopy sensor
    • Cao Q., Miao Y., Wang H., Huang S., Cheng S., Khosla R., Jiang R. Non-destructive estimation of rice plant nitrogen status with crop circle multispectral active canopy sensor. Field Crops Res. 2013, 10.1016/j.fcr.2013.08.005.
    • (2013) Field Crops Res.
    • Cao, Q.1    Miao, Y.2    Wang, H.3    Huang, S.4    Cheng, S.5    Khosla, R.6    Jiang, R.7
  • 4
    • 0037023322 scopus 로고    scopus 로고
    • The cereal of the world's poor takes center stage
    • Cantrell R.P., Reeves T.G. The cereal of the world's poor takes center stage. Science 2002, 296:53.
    • (2002) Science , vol.296 , pp. 53
    • Cantrell, R.P.1    Reeves, T.G.2
  • 5
    • 0031975624 scopus 로고    scopus 로고
    • Monitoring rice reflectance at field level for estimating biomass and LAI
    • Casanova D., Epema G.F., Goudriaan J. Monitoring rice reflectance at field level for estimating biomass and LAI. Field Crops Res. 1998, 55:83-92.
    • (1998) Field Crops Res. , vol.55 , pp. 83-92
    • Casanova, D.1    Epema, G.F.2    Goudriaan, J.3
  • 9
    • 84885168887 scopus 로고    scopus 로고
    • Analysis of crop reflectance for estimating biomass in rice canopies at different phenological stages
    • Gnyp M.L., Yu K., Aasen H., Yao Y., Huang S., Miao Y., Bareth G. Analysis of crop reflectance for estimating biomass in rice canopies at different phenological stages. Photogramm. Fernerkun. 2013, 4:267-281.
    • (2013) Photogramm. Fernerkun. , vol.4 , pp. 267-281
    • Gnyp, M.L.1    Yu, K.2    Aasen, H.3    Yao, Y.4    Huang, S.5    Miao, Y.6    Bareth, G.7
  • 10
    • 1842431418 scopus 로고    scopus 로고
    • Hyperspectral vegetation indices and novel algorithms for predicting green LAI of crop canopies: modeling and validation in the context of precision agriculture
    • Haboudane D., Miller J.R., Pattey E., Zarco-Tejada P.J., Strachan I.B. Hyperspectral vegetation indices and novel algorithms for predicting green LAI of crop canopies: modeling and validation in the context of precision agriculture. Remote Sens. Environ. 2004, 90:337-352.
    • (2004) Remote Sens. Environ. , vol.90 , pp. 337-352
    • Haboudane, D.1    Miller, J.R.2    Pattey, E.3    Zarco-Tejada, P.J.4    Strachan, I.B.5
  • 11
    • 0141792270 scopus 로고    scopus 로고
    • Reflectance measurements of canopy biomass and nitrogen status in wheat crop using normalized difference vegetation indices and partial least squares regression
    • Hansen P.M., Schjoerring J.K. Reflectance measurements of canopy biomass and nitrogen status in wheat crop 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.M.1    Schjoerring, J.K.2
  • 12
    • 80455168567 scopus 로고    scopus 로고
    • Estimating rice grain yield potential using normalized difference vegetation index
    • Harrell D.L., Tubana B.S., Walker T.W., Philips S.B. Estimating rice grain yield potential using normalized difference vegetation index. Agron. J. 2011, 103:1717-1723.
    • (2011) Agron. J. , vol.103 , pp. 1717-1723
    • Harrell, D.L.1    Tubana, B.S.2    Walker, T.W.3    Philips, S.B.4
  • 13
    • 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.L., Prueger J.H. 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.L.1    Prueger, J.H.2
  • 14
    • 43749086465 scopus 로고    scopus 로고
    • Prospects and results for optical systems for site-specific on-the-go control of nitrogen-top-dressing in Germany
    • Heege H.J., Reusch S., Thiessen E. Prospects and results for optical systems for site-specific on-the-go control of nitrogen-top-dressing in Germany. Precis. Agric. 2008, 9:115-131.
    • (2008) Precis. Agric. , vol.9 , pp. 115-131
    • Heege, H.J.1    Reusch, S.2    Thiessen, E.3
  • 16
    • 0024165401 scopus 로고
    • A soil vegetation adjusted index (SAVI)
    • Huete A.R. A soil vegetation adjusted index (SAVI). Remote Sens. Environ. 1988, 25:295-309.
    • (1988) Remote Sens. Environ. , vol.25 , pp. 295-309
    • Huete, A.R.1
  • 17
    • 1842855447 scopus 로고    scopus 로고
    • Detecting drought status and LAI of two Quercus species canopies using derivative spectra
    • Imanishi J., Sugimoto K., Morimoto Y. Detecting drought status and LAI of two Quercus species canopies using derivative spectra. Comput. Electron. Agric. 2004, 43:109-129.
    • (2004) Comput. Electron. Agric. , vol.43 , pp. 109-129
    • Imanishi, J.1    Sugimoto, K.2    Morimoto, Y.3
  • 18
    • 0000043946 scopus 로고
    • Derivation of leaf area index from quality of light on the forest floor
    • Jordan C.F. Derivation of leaf area index from quality of light on the forest floor. Ecology 1969, 50:663-666.
    • (1969) Ecology , vol.50 , pp. 663-666
    • Jordan, C.F.1
  • 20
    • 0035118388 scopus 로고    scopus 로고
    • Detection of rice blast with multispectral radiometer and the potential of using airborne multispectral scanners
    • Kobayashi T., Kanda E., Kitada K., Ishiguro K., Torigoe Y. Detection of rice blast with multispectral radiometer and the potential of using airborne multispectral scanners. Epidemiology 2001, 91:316-323.
    • (2001) Epidemiology , vol.91 , pp. 316-323
    • Kobayashi, T.1    Kanda, E.2    Kitada, K.3    Ishiguro, K.4    Torigoe, Y.5
  • 21
    • 0032036204 scopus 로고    scopus 로고
    • Comparisons among vegetation indices and bandwise regression in a highly disturbed, heterogeneous landscape: Mount St. Helens, Washington
    • Lawrence R.C., Ripple W.J. Comparisons among vegetation indices and bandwise regression in a highly disturbed, heterogeneous landscape: Mount St. Helens, Washington. Remote Sens. Environ. 1998, 64:91-102.
    • (1998) Remote Sens. Environ. , vol.64 , pp. 91-102
    • Lawrence, R.C.1    Ripple, W.J.2
  • 22
    • 41149104782 scopus 로고    scopus 로고
    • Diagnosis tool for plant and crop N status in vegetative stage. Theory and practices for crop N management
    • Lemaire G., Jeuffroy M.H., Gastal F. Diagnosis tool for plant and crop N status in vegetative stage. Theory and practices for crop N management. Eur. J. Agron. 2008, 28:614-624.
    • (2008) Eur. J. Agron. , vol.28 , pp. 614-624
    • Lemaire, G.1    Jeuffroy, M.H.2    Gastal, F.3
  • 24
    • 78751497737 scopus 로고    scopus 로고
    • Estimating winter wheat biomass and nitrogen status using an active crop sensor
    • Li F., Miao Y., Chen X., Zhang H., Jia L., Bareth G. Estimating winter wheat biomass and nitrogen status using an active crop sensor. Intell. Autom. Soft Comput. 2010, 16:1221-1230.
    • (2010) Intell. Autom. Soft Comput. , vol.16 , pp. 1221-1230
    • Li, F.1    Miao, Y.2    Chen, X.3    Zhang, H.4    Jia, L.5    Bareth, G.6
  • 25
    • 77954145922 scopus 로고    scopus 로고
    • Evaluating hyperspectral vegetation indices for estimating nitrogen concentration of winter wheat at different growth stages
    • Li F., Miao Y., Hennig D.S., Gnyp M.L., Chen X., Jia L., Bareth G. Evaluating hyperspectral vegetation indices for estimating nitrogen concentration of winter wheat at different growth stages. Precis. Agric. 2010, 11:335-357.
    • (2010) Precis. Agric. , vol.11 , pp. 335-357
    • Li, F.1    Miao, Y.2    Hennig, D.S.3    Gnyp, M.L.4    Chen, X.5    Jia, L.6    Bareth, G.7
  • 26
    • 84867743726 scopus 로고    scopus 로고
    • Remotely estimating aerial N status of phenologically differing winter wheat cultivars grown in contrasting climatic and geographic zones in China and Germany
    • Li F., Mistele B., Hu Y., Yue X., Miao Y., Chen X., Cui Z., Meng Q., Schmidthalter U. Remotely estimating aerial N status of phenologically differing winter wheat cultivars grown in contrasting climatic and geographic zones in China and Germany. Field Crops Res. 2012, 138:21-32.
    • (2012) Field Crops Res. , vol.138 , pp. 21-32
    • Li, F.1    Mistele, B.2    Hu, Y.3    Yue, X.4    Miao, Y.5    Chen, X.6    Cui, Z.7    Meng, Q.8    Schmidthalter, U.9
  • 27
    • 84879441855 scopus 로고    scopus 로고
    • Comparing hyperspectral index optimization algorithms to estimate aerial N uptake using multi-temporal winter wheat datasets from contrasting climatic and geographic zones in China and Germany
    • Li F., Mistele B., Hu Y., Chen X., Schmidhalter U. Comparing hyperspectral index optimization algorithms to estimate aerial N uptake using multi-temporal winter wheat datasets from contrasting climatic and geographic zones in China and Germany. Agric. For. Meteorol. 2013, 180:44-57.
    • (2013) Agric. For. Meteorol. , vol.180 , pp. 44-57
    • Li, F.1    Mistele, B.2    Hu, Y.3    Chen, X.4    Schmidhalter, U.5
  • 28
    • 77954864760 scopus 로고    scopus 로고
    • Application of neural networks to discriminate fungal infection levels in rice panicles using hyperspectral reflectance and principal components analysis
    • Liu Z., Wu H., Huang J. Application of neural networks to discriminate fungal infection levels in rice panicles using hyperspectral reflectance and principal components analysis. Comput. Electron. Agric. 2010, 72:99-106.
    • (2010) Comput. Electron. Agric. , vol.72 , pp. 99-106
    • Liu, Z.1    Wu, H.2    Huang, J.3
  • 30
    • 58349121494 scopus 로고    scopus 로고
    • Combining chlorophyll meter reading and high spatial resolution remote sensing images for in-season site-specific nitrogen management of corn
    • Miao Y., Mulla D.J., Randall G.W., Vetsch J.A., Vintila R. Combining chlorophyll meter reading and high spatial resolution remote sensing images for in-season site-specific nitrogen management of corn. Precis. Agric. 2009, 10:45-62.
    • (2009) Precis. Agric. , vol.10 , pp. 45-62
    • Miao, Y.1    Mulla, D.J.2    Randall, G.W.3    Vetsch, J.A.4    Vintila, R.5
  • 31
    • 47749097509 scopus 로고    scopus 로고
    • Reinventing rice to feed the world
    • Normile D. Reinventing rice to feed the world. Science 2008, 321:330-333.
    • (2008) Science , vol.321 , pp. 330-333
    • Normile, D.1
  • 32
    • 84866266296 scopus 로고    scopus 로고
    • Derivation of phonological metrics by function fitting to time-series of Spectral Shape Indexes AS1 and AS2: mapping cotton phonological stages using MODIS time series
    • Palacios-Orueta A., Huesca M., Whiting M.L., Litago J., Khanna S., Garcia M., Ustin S.L. Derivation of phonological metrics by function fitting to time-series of Spectral Shape Indexes AS1 and AS2: mapping cotton phonological stages using MODIS time series. Remote Sens. Environ. 2012, 126:148-159.
    • (2012) Remote Sens. Environ. , vol.126 , pp. 148-159
    • Palacios-Orueta, A.1    Huesca, M.2    Whiting, M.L.3    Litago, J.4    Khanna, S.5    Garcia, M.6    Ustin, S.L.7
  • 33
    • 0022267344 scopus 로고
    • Spectral response of rice crop and its relation to yield and yield attributes
    • Patel N.K., Singh T.P., Sahai B., Patel M.S. Spectral response of rice crop and its relation to yield and yield attributes. Int. J. Remote Sens. 1985, 6:657-664.
    • (1985) Int. J. Remote Sens. , vol.6 , pp. 657-664
    • Patel, N.K.1    Singh, T.P.2    Sahai, B.3    Patel, M.S.4
  • 34
    • 79959587990 scopus 로고    scopus 로고
    • Application of chlorophyll-related vegetation indices for remote estimation of maize productivity
    • Peng Y., Gitelson A.A. Application of chlorophyll-related vegetation indices for remote estimation of maize productivity. Agric. For. Meteorol. 2011, 151:1267-1276.
    • (2011) Agric. For. Meteorol. , vol.151 , pp. 1267-1276
    • Peng, Y.1    Gitelson, A.A.2
  • 36
    • 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
  • 38
    • 68149107689 scopus 로고    scopus 로고
    • Strategies to make use of plant sensors-based diagnostic information for nitrogen recommendations
    • Samborski S.M., Tremlay N., Fallon E. Strategies to make use of plant sensors-based diagnostic information for nitrogen recommendations. Agron. J. 2009, 101:800-816.
    • (2009) Agron. J. , vol.101 , pp. 800-816
    • Samborski, S.M.1    Tremlay, N.2    Fallon, E.3
  • 39
    • 0042553279 scopus 로고
    • Smoothing and differentiation of data by simplified least squares procedures
    • Savitzky A., Golay M.J.E. Smoothing and differentiation of data by simplified least squares procedures. Anal. Chem. 1964, 36:1627-1639.
    • (1964) Anal. Chem. , vol.36 , pp. 1627-1639
    • Savitzky, A.1    Golay, M.J.E.2
  • 40
    • 84996043896 scopus 로고
    • A spectroradiometer for field use. III. A comparison of some vegetation indices for predicting luxuriant paddy rice biomass
    • Shibayama M., Munakata K. A spectroradiometer for field use. III. A comparison of some vegetation indices for predicting luxuriant paddy rice biomass. Jpn. J. Crop Sci. 1986, 55:47-52.
    • (1986) Jpn. J. Crop Sci. , vol.55 , pp. 47-52
    • Shibayama, M.1    Munakata, K.2
  • 41
    • 0024471206 scopus 로고
    • Seasonal visible, near-infrared and mid-infrared spectra of rice canopies in relation to LAI and above-ground dry phytomass
    • Shibayama M., Akiyama T. Seasonal visible, near-infrared and mid-infrared spectra of rice canopies in relation to LAI and above-ground dry phytomass. Remote Sens. Environ. 1989, 27:119-127.
    • (1989) Remote Sens. Environ. , vol.27 , pp. 119-127
    • Shibayama, M.1    Akiyama, T.2
  • 42
    • 0027065355 scopus 로고
    • Effects of solar and view angles on reflectance for paddy field canopies
    • Shikada K., Miyakita K. Effects of solar and view angles on reflectance for paddy field canopies. Geocarto Int. 1992, 7:9-17.
    • (1992) Geocarto Int. , vol.7 , pp. 9-17
    • Shikada, K.1    Miyakita, K.2
  • 43
    • 83255175922 scopus 로고    scopus 로고
    • Change law of hyperspectral data in related with chlorophyll and carotenoid in rice at different developmental stages
    • Tang Y., Huang J., Wang R. Change law of hyperspectral data in related with chlorophyll and carotenoid in rice at different developmental stages. Rice Sci. 2004, 11:274-282.
    • (2004) Rice Sci. , vol.11 , pp. 274-282
    • Tang, Y.1    Huang, J.2    Wang, R.3
  • 44
    • 0033970477 scopus 로고    scopus 로고
    • Hyperspectral vegetation indices and their relationship with agricultural crop characteristics
    • Thenkabail P.S., Smith R.B., Pauw E.D. Hyperspectral vegetation indices and their relationship with agricultural crop characteristics. Remote Sens. Environ. 2000, 71:152-182.
    • (2000) Remote Sens. Environ. , vol.71 , pp. 152-182
    • Thenkabail, P.S.1    Smith, R.B.2    Pauw, E.D.3
  • 45
    • 2942724627 scopus 로고    scopus 로고
    • Accuracy assessments of hyperspectral waveband performance for vegetation analysis applications
    • Thenkabail P.S., Enclona E.A., Ashton M.S., Van Der Meer B. Accuracy assessments of hyperspectral waveband performance for vegetation analysis applications. Remote Sens. Environ. 2004, 91:354-376.
    • (2004) Remote Sens. Environ. , vol.91 , pp. 354-376
    • Thenkabail, P.S.1    Enclona, E.A.2    Ashton, M.S.3    Van Der Meer, B.4
  • 46
    • 0032183198 scopus 로고    scopus 로고
    • Derivative analysis of hyperspectral data
    • Tsai F., Philpot W. Derivative analysis of hyperspectral data. Remote Sens. Environ. 1998, 66:41-51.
    • (1998) Remote Sens. Environ. , vol.66 , pp. 41-51
    • Tsai, F.1    Philpot, W.2
  • 47
    • 80052586260 scopus 로고    scopus 로고
    • Relationships of spectral vegetation indices with rice biomass and grain yield at different sensor view angles
    • Tubaña B., Harrell D., Walker T., Teboh J., Lofton J., Kanke Y., Philips S. Relationships of spectral vegetation indices with rice biomass and grain yield at different sensor view angles. Agron. J. 2011, 103:1405-1413.
    • (2011) Agron. J. , vol.103 , pp. 1405-1413
    • Tubaña, B.1    Harrell, D.2    Walker, T.3    Teboh, J.4    Lofton, J.5    Kanke, Y.6    Philips, S.7
  • 48
    • 1642316116 scopus 로고    scopus 로고
    • Current and potential uses of optical remote sensing in rice-based irrigation systems: a review
    • Van Niel T.G., McVicar T.R. Current and potential uses of optical remote sensing in rice-based irrigation systems: a review. Aust. J. Agric. Res. 2004, 55:155-185.
    • (2004) Aust. J. Agric. Res. , vol.55 , pp. 155-185
    • Van Niel, T.G.1    McVicar, T.R.2
  • 49
    • 0346739090 scopus 로고    scopus 로고
    • Effects of agriculture reclamation on hydrologic characteristics in the Sanjiang Plain
    • Wang Y., Yang Y. Effects of agriculture reclamation on hydrologic characteristics in the Sanjiang Plain. Chin. Geogr. Sci. 2001, 11:163-167.
    • (2001) Chin. Geogr. Sci. , vol.11 , pp. 163-167
    • Wang, Y.1    Yang, Y.2
  • 50
    • 40449131303 scopus 로고    scopus 로고
    • Identification of optimal hyperspectral bands for estimation of rice biophysical parameters
    • Wang F., Huang J., Wang X. Identification of optimal hyperspectral bands for estimation of rice biophysical parameters. J. Integr. Plant Biol. 2008, 50:291-299.
    • (2008) J. Integr. Plant Biol. , vol.50 , pp. 291-299
    • Wang, F.1    Huang, J.2    Wang, X.3
  • 51
    • 84862826924 scopus 로고    scopus 로고
    • Estimating leaf nitrogen concentration with three-band vegetation indices in rice and wheat
    • Wang W., Yao X., Yao X.F., Tian Y.C., Liu X.J., Ni J., Cao W.X., Zhu Y. Estimating leaf nitrogen concentration with three-band vegetation indices in rice and wheat. Field Crops Res. 2012, 129:90-98.
    • (2012) Field Crops Res. , vol.129 , pp. 90-98
    • Wang, W.1    Yao, X.2    Yao, X.F.3    Tian, Y.C.4    Liu, X.J.5    Ni, J.6    Cao, W.X.7    Zhu, Y.8
  • 53
    • 84874372449 scopus 로고
    • Pedogenetic characteristics of albic soils in the three river plain, Heilongjiang Province
    • (in Chinese with English abstract)
    • Xing B., Dudas M.J., Zhang Z., Qi X. Pedogenetic characteristics of albic soils in the three river plain, Heilongjiang Province. Acta Pedolog. Sin. 1994, 31:95-104. (in Chinese with English abstract).
    • (1994) Acta Pedolog. Sin. , vol.31 , pp. 95-104
    • Xing, B.1    Dudas, M.J.2    Zhang, Z.3    Qi, X.4
  • 54
    • 3843138235 scopus 로고    scopus 로고
    • Modeling rice growth with hyperspectral reflectance data
    • Yang C.M., Chen R.K. Modeling rice growth with hyperspectral reflectance data. Crop Sci. 2004, 44:1283-1290.
    • (2004) Crop Sci. , vol.44 , pp. 1283-1290
    • Yang, C.M.1    Chen, R.K.2
  • 56
    • 84874562558 scopus 로고    scopus 로고
    • Remotely detecting canopy nitrogen concentration and uptake of paddy rice in the Northeast China Plain
    • Yu K., Li F., Gnyp M.L., Miao Y., Bareth G., Chen X. Remotely detecting canopy nitrogen concentration and uptake of paddy rice in the Northeast China Plain. ISPRS J. Photogramm. Remote Sen. 2013, 78:102-115.
    • (2013) ISPRS J. Photogramm. Remote Sen. , vol.78 , pp. 102-115
    • Yu, K.1    Li, F.2    Gnyp, M.L.3    Miao, Y.4    Bareth, G.5    Chen, X.6
  • 57
    • 33748328263 scopus 로고    scopus 로고
    • Cumulative effects of different cultivating patterns on properties of albic soil in Sanjiang Plain
    • Yuan Z., Lu X., Zhou J. Cumulative effects of different cultivating patterns on properties of albic soil in Sanjiang Plain. Chin. Geogr. Sci. 2006, 16:133-140.
    • (2006) Chin. Geogr. Sci. , vol.16 , pp. 133-140
    • Yuan, Z.1    Lu, X.2    Zhou, J.3
  • 58
    • 80054100940 scopus 로고    scopus 로고
    • Estimation of rice neck blasts severity using spectral reflectance based on BP-neural network
    • Zhang H., Hu H., Zhang X., Zhu L., Zheng K., Jin Q., Zeng F. Estimation of rice neck blasts severity using spectral reflectance based on BP-neural network. Acta Physiol. Plant. 2011, 33:2461-2466.
    • (2011) Acta Physiol. Plant. , vol.33 , pp. 2461-2466
    • Zhang, H.1    Hu, H.2    Zhang, X.3    Zhu, L.4    Zheng, K.5    Jin, Q.6    Zeng, F.7


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.