DETERMINING THE CONTENT OF NITROGEN IN RUBBER TREES BY THE METHOD OF NIR SPECTROSCOPY
Abstract
Foliar nitrogen (N) is an important index to evaluate the content of nitrogen in rubber trees. Hence, a fast way utilizing the spectroscopy to estimate the nitrogen content level of the rubber tree under natural environment has been preliminarily investigated in this paper. The combined features strategy is adopted in this study. The evaluation model is developed by back propagation (BP) algorithm and Adaboost algorithm. The results of simulation experiment show that satisfactory classification performance has been achieved using the proposed model and the percentage of samples correctly classified by the proposed model in the validation set is 92.98%.
About the Authors
R. . Tang
School of Mechanical and Electrical Engineering, Hainan University
Russian Federation
Russian Federation
K. . Chen
School of Mechanical and Electrical Engineering, Hainan University
Russian Federation
Russian Federation
C. . Jiang
School of Mechanical and Electrical Engineering, Hainan University
Russian Federation
Russian Federation
Ch. . Li
School of Mechanical and Electrical Engineering, Hainan University
Russian Federation
Russian Federation
References
1. L. Guishui, A. Fen, Chin. J. Trop. Agric., 3, 67-70 (2010).
2. H. Poorter, J. R. Evans, Oecologia, 116, 1-2, 26-37 (1998).
3. D. Cammarano, G. Fitzgerald, B. Basso, G. O'Leary, D. Chen, P. Grace, C. Fiorentino, Agron. J., 103, 6, 1597-1603 (2011).
4. P. A. Moghaddam, M. H. Derafshi, V. Shirzad, Turk. J. Agric. For., 35, 6, 563-568 (2011).
5. K. A. Vakilian, J. Massah, Int. J. Agric.: Res. Rev., 2, 4, 448-454 (2012).
6. P. A. Moghaddam, M. H. Derafshi, M. Shayesteh, J. Food, Agric. Environ., 8, 2, 485-489 (2010).
7. F. Davrieux, F. Allal, G. Piombo, B. Kelly, J. B. Okulo, M. Thiam, O. B. Diallo, J.-M. Bouvet, J. Agric. Food Chem., 58, 13, 7811-7819 (2010).
8. P. Chen, D. Haboudane, N. Tremblay, J. Wang, P. Vigneault, B. Li, Remote Sens. Environ., 114, 9, 1987-1997 (2010).
9. Y. Cohen, V. Alchanatis, Y. Zusman, Z. Dar, D. Bonfil, A. Karnieli, A. Zilberman, A. Moulin, V. Ostrovsky, A. Levi, Precis. Agric., 11, 5, 520-537 (2010).
10. D. Lohr, P. Tillmann, S. Zerche, U. Druege, T. Rath, E. Meinken, Biosyst. Eng., 148, 157-167 (2016).
11. Y. Z. Chen, Q. H. Lin, Y. G. Hua, W. Luo, Z. M. Lin, J. Trop. Subtrop. Bot., 3, 015 (2010).
12. Y. Shao, R. S. Lunetta, B. Wheeler, J. S. Iiames, J. B. Campbell, Remote Sens. Environ., 174, 258-265 (2016).
13. Y. Lu, C. Du, C. Yu, J. Zhou, J. Plant Nutr. Soil Sc., 177, 6, 927-933 (2014).
14. M. E. Lafargue, M. Feinberg, J. J. Daudin, D. N. Rutledge, J. Near Infrared Spec., 11, 2, 109-122 (2003).
15. P. Lin, Y. Chen, Y. He, Food Bioprocess Technol., 5, 1, 235-242 (2012).
16. B. Zimmermann, A. Kohler, Appl. Spectrosc., 67, 8, 892-902 (2013).
17. Y. Zhang, X. Ji, S. Zhang, Neurosci. Lett., 633, 152-157 (2016).
18. J. Peñuelas, I. Filella, Trends in Plant Sci., 3, 4, 151-156 (1998).
19. M. Broich, M. C. Hansen, P. Potapov, B. Adusei, E. Lindquist, S. V. Stehman, Int. J. Appl. Earth Obs., 13, 2, 277-291 (2011).
20. J. Cai, Y. Wang, X. Xi, H. Li, X. Wei, Int. J. Biol. Macromol., 78, 439-446 (2015).
21. Z. Li, C. Nie, C. Wei, X. Xu, X. Song, J. Wang, J. Appl. Spectrosc., 83, 2, 240-247 (2016).
22. P. Cheajesadagul, C. Arnaudguilhem, J. Shiowatana, A. Siripinyanond, J. Szpunar, Food Chem., 141, 4, 3504-3509 (2013).
23. K. Olale, A. Yenesew, R. Jamnadass, A. Sila, E. Aynekulu, S. Kuyah, K. Shepherd, Adv. Anal. Chem., 3, 3, 21-28 (2013).
24. N. Rotbart, Z. Schmilovitch, Y. Cohen, V. Alchanatis, R. Erel, T. Ignat, C. Shenderey, A. Dag, U. Yermiyahu, Biosyst. Eng., 114, 4, 426-434 (2013).
25. F. Li, B. Mistele, Y. Hu, X. Chen, U. Schmidhalter, Eur. J. Agron., 52, 198-209 (2014).
Review
For citations:
Tang R., Chen K., Jiang C., Li Ch. DETERMINING THE CONTENT OF NITROGEN IN RUBBER TREES BY THE METHOD OF NIR SPECTROSCOPY. Zhurnal Prikladnoii Spektroskopii. 2017;84(4):603-609. (In Russ.)
Views: 261
Email this article 