Diagnosis of Nitrogen Content in the Leaves of Apple Tree Using Spectral Imagery
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Jang, Si Hyeong
(Fruit Research Division, National institute of Horticultural & Herbal Science)
Cho, Jung Gun (Fruit Research Division, National institute of Horticultural & Herbal Science) Han, Jeom Hwa (Fruit Research Division, National institute of Horticultural & Herbal Science) Jeong, Jae Hoon (Fruit Research Division, National institute of Horticultural & Herbal Science) Lee, Seul Ki (Fruit Research Division, National institute of Horticultural & Herbal Science) Lee, Dong Yong (Fruit Research Division, National institute of Horticultural & Herbal Science) Lee, Kwang Sik (Fruit Research Division, National institute of Horticultural & Herbal Science) |
1 | Tian Y.C., X. Yao, J. Yang, W.X. Cao, D.B. Hannaway, and Y. Zhu 2011, Assessing newly developed and published vegetation indices for estimating rice leaf nitrogen concentration with ground-and space-based hyperspectral reflectance. Field Crop Res 120:299-310. doi:1016/j.fcr.2010.11.002 DOI |
2 | Song S., D. Gibson, S. Ahmadzadeh, H.O. Chu, B. Warden, R. Overend, F. Macfarlane, P. Murray, S. Marshall, M. Aitkenhead, D. Bienkowski, and R. Allison 2020, Low-cost hyper-spectral imaging system using a linear variable bandpass filter for agritech applications. Appl Opt 59:167-175. doi:10.1364/AO.378269 DOI |
3 | Cheng L., and L.H. Fuchigami 2002, Growth of young apple trees in relation to reserve nitrogen and carbohydrates. Tree Physiol 22:1297-1303. doi:10.1093/treephys/22.18.1297 DOI |
4 | Choi J.S., and J.M. Choi 1998, Effect on nitrogen fertilization levels and irrigation on calcium content in apple fruits. J Nat Sci 11:113-117. (in Korean) |
5 | Lee K.D., S.I. Na, S.C. Baek, K.D. Park, J.S. Choi, S.J. Kim, H.J. Kim, H.S. Yun, and S.Y. Hong 2015, Estimating the amount of nitrogen in hairy vetch on paddy fields using unmanned aerial vehicle imagery. Korean J Soil Sci Fertil 48:384-390. (in Korean) doi:10.7745/KJSSF.2015.48.5.384 DOI |
6 | Judkins W.P., and I.W Wanders 1950, Correlation between leaf color, leaf nitrogen content, and growth of apple, peach, and grape plants. Plant Physiol 25:78. doi:10.1104/pp.25.1.78 DOI |
7 | Kim S.H., J.G. Kang, C.S. Ryu, Y.S. Kang, T.K. Sarkar, D.H. Kang, Y.G. Ku, and D.E. Kim 2018, Estimation of moisture content in cucumber and watermelon seedlings using hyperspectral imagery. Protected Hort Plant Fac 27:34-39. (in Korean) doi:10.12791/KSBEC.2018.27.1.34 DOI |
8 | Addink E.A., S.M. de Jong, and E.J. Pebesma 2007, The importance of scale in object-based mapping of vegetation parameters with hyperspectral imagery. Photogramm Eng Remote Sens 73:905-912. doi:10.14358/PERS.73.8.905 DOI |
9 | Jang S.H., C.S. Ryu, Y.S. Kang, S.R. Jun, J.W. Park, H.Y. Song, K.S. Kang, D.O. Kang, K. Zou, and T.H. Jun 2019, Estimation of fresh weight, dry weight, and leaf area index of soybean plant using multispectral camera mounted on rotorwing UAV. Korean J Agric For Meteorol 21:327-336. (in Korean) doi:10.5532/KJAFM.2019.21.4.327 DOI |
10 | Kang Y.S., S.H. Jang, J.W. Park, H.Y. Song, C.S. Ryu, S.R. Jun, and S.H. Kim 2020, Yield prediction and validation of onion (Allium cepa L.) using key variables in narrowband hyperspectral imagery and effective accumulated temperature. Comput Electron Agric 178:105667. doi:10.1016/j.compag.2020.105667 DOI |
11 | Roussos P.A., and D. Gasparatos 2009, Apple tree growth and overall fruit quality under organic and conventional orchard management. Sci Hortic 123:247-252. doi:10.1016/j.scienta.2009.09.011 DOI |
12 | Sishodia R.P., R.L. Ray and S.K. Singh 2020, Applications of remote sensing in precision agriculture: A review. Remote Sens 12:3136. doi:10.3390/rs12193136 DOI |
13 | Song A., W. Jeon, and Y. Kim 2017, Study of prediction model improvement for apple soluble solids content using a ground-based hyperspectral scanner. Korean J Remote Sens 33:559-570. (in Korean) doi:10.7780/kjrs.2017.33.5.1.9 DOI |
14 | Vigier B.J., E. Pattey, and I.B. Strachan 2004, Narrowband vegetation indexes and detection of disease damage in soybeans. IEEE Geosci Remote Sens Lett 1:255-259. doi:10.1109/LGRS.2004.833776 DOI |
15 | Ye X., S. Abe, and S. Zhang 2020, Estimation and mapping of nitrogen content in apple trees at leaf and canopy levels using hyperspectral imaging. Precis Agric 21:198-225. doi:10.1007/s11119-019-09661-x DOI |
16 | Zhao J., S. Vittayapadung, Q. Chen, S. Chaitep, and R. Chuaviroj 2009, Nondestructive measurement of sugar content of apple using hyperspectral imaging technique. Maejo Int J Sci Technol 3:130-142. |
17 | Park J., J. Park, and I. Lee 2007, Seasonal diagnosis of nitrogen status of 'Fuji'/M.26 apple leaves using chlorophyll meter. Hortic Sci Technol 25:59-62. (in Korean) |
18 | Raese J.T., and M.W. Williams 1974, The relationship between fruit color of 'Golden Delicious' apples and nitrogen content and color of leaves. J Amer Soc Hort Sci 99:332-334. DOI |
19 | Walczykowski P., K. Siok, and A. Jenerowicz 2016, Methodology for determining optimal exposure parameters of a hyperspectral scanning sensor. Int Arch Photogramm Remote Sens Spat Inf Sci 41:1065-1069. doi:10.5194/isprsarchives-XLI-B1-1065-2016 DOI |
20 | Treder W., K. Klamkowski, W. Kowalczyk, D. Sas, and K. Wojcik 2016, Possibilities of using image analysis to estimate the nitrogen nutrition status of apple trees. ZemdirbysteAgric 103:319-326. doi:10.13080/z-a.2016.103.041 DOI |
21 | Walsh O.S., S. Shafian, J.M. Marshall, C. Jackson, J.R. McClintick-Chess, S.M. Blanscet, K. Swoboda, C. Thompson, K.M. Belmont, and W.L. Walsh 2018, Assessment of UAV based vegetation indices for nitrogen concentration estimation in spring wheat. Adv Remote Sens 7:71-90. doi:10.4236/ars.2018.72006 DOI |
22 | Brisco B., R.J. Brown, T. Hirose, H. McNairn, and K. Staenz 1998, Precision agriculture and the role of remote sensing: a review. Can J Remote Sens 24:315-327. doi:10.1080/07038992.1998.10855254. DOI |
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