Fast estimation of chlorophyll content on plant leaves using the light sensor of a smartphone
Estimación rápida del contenido de clorofila en hojas usando el sensor de luz de un teléfono celular
Palabras clave:
Plant nutrition, non-destructive chlorophyll meter, leaf light transmittance (en)Nutrición vegetal, medición no destructiva de clorofila, transmisión de luz por hojas (es)
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Peng, S., Garcia, F.V., Laza, R.C., Sanico, A.L., Visperas, R M. and Cassman, K.G., Increased N-use efficiency using a chlorophyll meter on high-yielding irrigated rice, F. Crop. Res., 4 (2), pp. 243-252, 1996. DOI: 10.1016/0378-4290(96)00018-4.
Guanter, L., Zhang, Y., Jung, M., Joiner, J., Voigt, M. and Berry, J.A., Global and time-resolved monitoring of crop photosynthesis with chlorophyll fluorescence, Proc. Natl. Acad. Sci., 111(14), pp. E1327-E1333, 2014. DOI: 10.1073/pnas.1320008111.
Maxwell, K. and Johnson, G.N., Chlorophyll fluorescence: A practical guide, J. Exp. Bot., 51(345), pp. 659-668, 2000. DOI: 10.1093/jexbot/51.345.659
Mackinney, G., Absorption of light by chlorophyll solutions, J. Biol. Chem., 140, pp. 315-322, 1941.
Vesali, F., Omid, M., Kaleita, A. and Mobli, H., Development of an android app to estimate chlorophyll content of corn leaves based on contact imaging, Comput. Electron. Agric., 116, pp. 211-220, 2015. DOI: 10.1016/j.compag.2015.06.012
Cortazar, B., Koydemir, H.C., Tseng, D., Feng, S. and Ozcan, A., Quantification of plant chlorophyll content using google glass, HHS Public Access Author Manuscr., 15(7), pp. 1708-1716, 2015. DOI: 10.1039/c4lc01279h.Quantification.
Intaravanne, Y. and Sumriddetchkajorn, S., Android-based rice leaf color analyzer for estimating the needed amount of nitrogen fertilizer, Comput. Electron. Agric., 116, pp. 228-233, 2015. DOI: 10.1016/j.compag.2015.07.005.
Jacobs, M., Lopez-Garcia, M., Phrathep, O.P. and Lawson, T., Photonic crystal structure of Begonia chloroplasts enhances photosynthetic efficiency, Nat. Plants, October, pp. 1-16, 2016. DOI: 10.1038/nplants.2016.162.
Lenk, S. et al., Multispectral fluorescence and reflectance imaging at the leaf level and its possible applications, J. Exp. Bot., 58(4), pp. 807-814, 2007. DOI: 10.1093/jxb/erl207.
Markwell, J., Osterman, J.C. and Mitchell, J.L., Calibration of the Minolta SPAD-502 leaf chlorophyll meter, Photosynth. Res., 46(3), pp. 467-472, 1995. DOI: 10.1007/BF00032301.
Pinkard, E.A., Patel, V. and Mohammed, C., Chlorophyll and nitrogen determination for plantation-grown Eucalyptus nitens and E. globulus using a non-destructive meter, For. Ecol. Manage., 223(1), pp. 211-217, 2006. DOI: 10.1016/j.foreco.2005.11.003.
Xiong, D. et al., SPAD-based leaf nitrogen estimation is impacted by environmental factors and crop leaf characteristics., Sci. Rep., 5, August, p. 13389, 2015. DOI: 10.1038/srep13389.
Friedman, J.M., Hunt, E.R. and Mutters, R.G., Assessment of leaf color chart observations for estimating maize chlorophyll content by analysis of digital photographs, Agron. J., 108(2), pp. 822-829, 2016. DOI: 10.2134/agronj2015.0258
Gates, D.M., Keegan, H.J., Schleter, J.C. and Weidner, V.R., Spectral properties of plants, Appl. Opt., 4(1), p. 11, 1965. DOI: 10.1364/AO.4.000011.
Knapp, A.K. and Carter, G.A., Variability in leaf optical properties among 26 species from a broad range of habitats, Am. J. Bot., 85(7), pp. 940-946, 1998. DOI: 10.2307/2446360.
Merzlyak, M.N., Gitelson, A., Chivkunova, O.B. and Rakitin, V.Y.U., Non-destructive optical detection of pigment changes during leaf senescence and fruit ripening, Physiologia Plantarum, 106(1), pp. 135-141, 1999. DOI: 10.1034/j.1399-3054.1999.106119.x.
Vieyra Software, Physics Toolbox Sensor Suite (Version 1.6.6). [online]. [Mobile application software]. 2017. Available at: https://play.google.com/store/apps/details?id=com.chrystianvieyra.physicstoolboxsuite&hl=es_419
AMS, TMD2772/ TMD2772WA Digital ALS and Proximity Module, [online]. pp. 1-59, 2016. Available at: https://ams.com/jpn/content/download/365023/1210677/file/TMD2772_TMD2772WA_Datasheet_EN_v2.pdf
Das, A.J., Wahi, A., Kothari, I. and Raskar, R., Ultra-portable, wireless smartphone spectrometer for rapid, non-destructive testing of fruit ripeness, Sci Rep, 6, p. 32504, 2016. DOI: 10.1038/srep32504.
Berra, E., Gibson-Poole, S., MacArthur, A., Gaulton, R. and Hamilton, A., Estimation of the spectral sensitivity functions of un-modified and modified commercial off-the-shelf digital cameras to enable their use as a multispectral imaging system for UAVs, Int. Arch. Photogramm. Remote Sens. Spat. Inf. Sci., 40(1), pp. 207-214, 2015.
Erisman, J.W., Sutton, M.A., Galloway, J., Klimont, Z. and Winiwarter, W., How a century of ammonia synthesis changed the world, Nat. Geosci., 1, pp. 636-639, 2008. DOI: 10.1038/ngeo325.
Muñoz-Huerta, R.F., Guevara-Gonzalez, R.G., Contreras-Medina, L.M., Torres-Pacheco, I., Prado-Olivarez, J. and Ocampo-Velazquez, R.V.. A review of methods for sensing the nitrogen status in plants: Advantages, disadvantages and recent advances., Sensors (Basel)., 13(8), pp. 10823-10843, 2013. DOI: 10.3390/s130810823.
Guo, W., Nazim, H., Liang, Z. and Yang, D., Magnesium deficiency in plants: An urgent problem, Crop J., 4(2), pp. 83-91, 2016. DOI: 10.1016/j.cj.2015.11.003.
Miller, G.W., Pushnik, J.C. and Welkie, G.W., Iron chlorosis, a world wide problem, the relation of chlorophyll biosynthesis to iron, J. Plant Nutr., 7(1–5), pp. 1-22, 1984. DOI: 10.1080/01904168409363172
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