<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.3 20210610//EN" "JATS-journalpublishing1-3.dtd">
<article article-type="research-article" dtd-version="1.3" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xml:lang="ru"><front><journal-meta><journal-id journal-id-type="publisher-id">zhps</journal-id><journal-title-group><journal-title xml:lang="ru">Журнал прикладной спектроскопии</journal-title><trans-title-group xml:lang="en"><trans-title>Zhurnal Prikladnoii Spektroskopii</trans-title></trans-title-group></journal-title-group><issn pub-type="ppub">0514-7506</issn><publisher><publisher-name>B. I. Stepanov Institute of Physics of the National Academy of Sciences</publisher-name></publisher></journal-meta><article-meta><article-id custom-type="elpub" pub-id-type="custom">zhps-105</article-id><article-categories><subj-group subj-group-type="heading"><subject>Research Article</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="ru"><subject>Статьи</subject></subj-group></article-categories><title-group><article-title>ОПРЕДЕЛЕНИЕ СОДЕРЖАНИЯ АЗОТА В КАУЧУКОВЫХ ДЕРЕВЬЯХ МЕТОДОМ БЛИЖНЕЙ ИК-СПЕКТРОСКОПИИ</article-title><trans-title-group xml:lang="en"><trans-title>DETERMINING THE CONTENT OF NITROGEN IN RUBBER TREES BY THE METHOD OF NIR SPECTROSCOPY</trans-title></trans-title-group></title-group><contrib-group><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Tang</surname><given-names>R. .</given-names></name><name name-style="western" xml:lang="en"><surname>Tang</surname><given-names>R. .</given-names></name></name-alternatives><email xlink:type="simple">noemail@neicon.ru</email><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Chen</surname><given-names>K. .</given-names></name><name name-style="western" xml:lang="en"><surname>Chen</surname><given-names>K. .</given-names></name></name-alternatives><email xlink:type="simple">noemail@neicon.ru</email><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Jiang</surname><given-names>C. .</given-names></name><name name-style="western" xml:lang="en"><surname>Jiang</surname><given-names>C. .</given-names></name></name-alternatives><email xlink:type="simple">noemail@neicon.ru</email><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Li</surname><given-names>Ch. .</given-names></name><name name-style="western" xml:lang="en"><surname>Li</surname><given-names>Ch. .</given-names></name></name-alternatives><email xlink:type="simple">lc@hainu.edu.cn</email><xref ref-type="aff" rid="aff-1"/></contrib></contrib-group><aff-alternatives id="aff-1"><aff xml:lang="ru"><institution>Школа механики и электротехники, Университет Ханань</institution></aff><aff xml:lang="en"><institution>School of Mechanical and Electrical Engineering, Hainan University</institution></aff></aff-alternatives><pub-date pub-type="collection"><year>2017</year></pub-date><pub-date pub-type="epub"><day>10</day><month>03</month><year>2020</year></pub-date><volume>84</volume><issue>4</issue><fpage>603</fpage><lpage>609</lpage><permissions><copyright-statement>Copyright &amp;#x00A9; Tang R..., Chen K..., Jiang C..., Li C..., 2020</copyright-statement><copyright-year>2020</copyright-year><copyright-holder xml:lang="ru">Tang R..., Chen K..., Jiang C..., Li C...</copyright-holder><copyright-holder xml:lang="en">Tang R..., Chen K..., Jiang C..., Li C...</copyright-holder><license xml:lang="ru" license-type="creative-commons-attribution" xlink:href="https://creativecommons.org/licenses/by/4.0/" xlink:type="simple"><license-p>Данная работа распространяется под лицензией Creative Commons Attribution 4.0.</license-p></license><license xml:lang="en" license-type="creative-commons-attribution" xlink:href="https://creativecommons.org/licenses/by/4.0/" xlink:type="simple"><license-p>This work is licensed under a Creative Commons Attribution 4.0 License.</license-p></license></permissions><self-uri xlink:href="https://zhps.ejournal.by/jour/article/view/105">https://zhps.ejournal.by/jour/article/view/105</self-uri><abstract><p>Исследована возможность использования ближней ИК спектроскопии для оценки содержания азота в каучуковом дереве в естественной среде. Метод разработан на основе алгоритма обратного распространения ошибки и алгоритма Адабуст. Результаты имитационного эксперимента показали, что при использовании предлагаемого метода достигается удовлетворительная эффективность классификации - количество правильно классифицированных образцов 92.98%.</p></abstract><trans-abstract xml:lang="en"><p>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%.</p></trans-abstract><kwd-group xml:lang="ru"><kwd>каучуковое дерево</kwd><kwd>азот</kwd><kwd>спектральный анализ</kwd><kwd>алгоритм обратного распространения ошибки</kwd><kwd>алгоритм Адабуст</kwd><kwd>rubber tree</kwd><kwd>nitrogen</kwd><kwd>spectral</kwd><kwd>discrimination</kwd><kwd>back propagation algorithm</kwd><kwd>Adaboost algorithm</kwd></kwd-group></article-meta></front><back><ref-list><title>References</title><ref id="cit1"><label>1</label><citation-alternatives><mixed-citation xml:lang="ru">L. Guishui, A. Fen, Chin. J. Trop. Agric., 3, 67-70 (2010).</mixed-citation><mixed-citation xml:lang="en">L. Guishui, A. Fen, Chin. J. Trop. Agric., 3, 67-70 (2010).</mixed-citation></citation-alternatives></ref><ref id="cit2"><label>2</label><citation-alternatives><mixed-citation xml:lang="ru">H. Poorter, J. R. Evans, Oecologia, 116, 1-2, 26-37 (1998).</mixed-citation><mixed-citation xml:lang="en">H. Poorter, J. R. Evans, Oecologia, 116, 1-2, 26-37 (1998).</mixed-citation></citation-alternatives></ref><ref id="cit3"><label>3</label><citation-alternatives><mixed-citation xml:lang="ru">D. Cammarano, G. Fitzgerald, B. Basso, G. O'Leary, D. Chen, P. Grace, C. Fiorentino, Agron. J., 103, 6, 1597-1603 (2011).</mixed-citation><mixed-citation xml:lang="en">D. Cammarano, G. Fitzgerald, B. Basso, G. O'Leary, D. Chen, P. Grace, C. Fiorentino, Agron. J., 103, 6, 1597-1603 (2011).</mixed-citation></citation-alternatives></ref><ref id="cit4"><label>4</label><citation-alternatives><mixed-citation xml:lang="ru">P. A. Moghaddam, M. H. Derafshi, V. Shirzad, Turk. J. Agric. For., 35, 6, 563-568 (2011).</mixed-citation><mixed-citation xml:lang="en">P. A. Moghaddam, M. H. Derafshi, V. Shirzad, Turk. J. Agric. For., 35, 6, 563-568 (2011).</mixed-citation></citation-alternatives></ref><ref id="cit5"><label>5</label><citation-alternatives><mixed-citation xml:lang="ru">K. A. Vakilian, J. Massah, Int. J. Agric.: Res. Rev., 2, 4, 448-454 (2012).</mixed-citation><mixed-citation xml:lang="en">K. A. Vakilian, J. Massah, Int. J. Agric.: Res. Rev., 2, 4, 448-454 (2012).</mixed-citation></citation-alternatives></ref><ref id="cit6"><label>6</label><citation-alternatives><mixed-citation xml:lang="ru">P. A. Moghaddam, M. H. Derafshi, M. Shayesteh, J. Food, Agric. Environ., 8, 2, 485-489 (2010).</mixed-citation><mixed-citation xml:lang="en">P. A. Moghaddam, M. H. Derafshi, M. Shayesteh, J. Food, Agric. Environ., 8, 2, 485-489 (2010).</mixed-citation></citation-alternatives></ref><ref id="cit7"><label>7</label><citation-alternatives><mixed-citation xml:lang="ru">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).</mixed-citation><mixed-citation xml:lang="en">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).</mixed-citation></citation-alternatives></ref><ref id="cit8"><label>8</label><citation-alternatives><mixed-citation xml:lang="ru">P. Chen, D. Haboudane, N. Tremblay, J. Wang, P. Vigneault, B. Li, Remote Sens. Environ., 114, 9, 1987-1997 (2010).</mixed-citation><mixed-citation xml:lang="en">P. Chen, D. Haboudane, N. Tremblay, J. Wang, P. Vigneault, B. Li, Remote Sens. Environ., 114, 9, 1987-1997 (2010).</mixed-citation></citation-alternatives></ref><ref id="cit9"><label>9</label><citation-alternatives><mixed-citation xml:lang="ru">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).</mixed-citation><mixed-citation xml:lang="en">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).</mixed-citation></citation-alternatives></ref><ref id="cit10"><label>10</label><citation-alternatives><mixed-citation xml:lang="ru">D. Lohr, P. Tillmann, S. Zerche, U. Druege, T. Rath, E. Meinken, Biosyst. Eng., 148, 157-167 (2016).</mixed-citation><mixed-citation xml:lang="en">D. Lohr, P. Tillmann, S. Zerche, U. Druege, T. Rath, E. Meinken, Biosyst. Eng., 148, 157-167 (2016).</mixed-citation></citation-alternatives></ref><ref id="cit11"><label>11</label><citation-alternatives><mixed-citation xml:lang="ru">Y. Z. Chen, Q. H. Lin, Y. G. Hua, W. Luo, Z. M. Lin, J. Trop. Subtrop. Bot., 3, 015 (2010).</mixed-citation><mixed-citation xml:lang="en">Y. Z. Chen, Q. H. Lin, Y. G. Hua, W. Luo, Z. M. Lin, J. Trop. Subtrop. Bot., 3, 015 (2010).</mixed-citation></citation-alternatives></ref><ref id="cit12"><label>12</label><citation-alternatives><mixed-citation xml:lang="ru">Y. Shao, R. S. Lunetta, B. Wheeler, J. S. Iiames, J. B. Campbell, Remote Sens. Environ., 174, 258-265 (2016).</mixed-citation><mixed-citation xml:lang="en">Y. Shao, R. S. Lunetta, B. Wheeler, J. S. Iiames, J. B. Campbell, Remote Sens. Environ., 174, 258-265 (2016).</mixed-citation></citation-alternatives></ref><ref id="cit13"><label>13</label><citation-alternatives><mixed-citation xml:lang="ru">Y. Lu, C. Du, C. Yu, J. Zhou, J. Plant Nutr. Soil Sc., 177, 6, 927-933 (2014).</mixed-citation><mixed-citation xml:lang="en">Y. Lu, C. Du, C. Yu, J. Zhou, J. Plant Nutr. Soil Sc., 177, 6, 927-933 (2014).</mixed-citation></citation-alternatives></ref><ref id="cit14"><label>14</label><citation-alternatives><mixed-citation xml:lang="ru">M. E. Lafargue, M. Feinberg, J. J. Daudin, D. N. Rutledge, J. Near Infrared Spec., 11, 2, 109-122 (2003).</mixed-citation><mixed-citation xml:lang="en">M. E. Lafargue, M. Feinberg, J. J. Daudin, D. N. Rutledge, J. Near Infrared Spec., 11, 2, 109-122 (2003).</mixed-citation></citation-alternatives></ref><ref id="cit15"><label>15</label><citation-alternatives><mixed-citation xml:lang="ru">P. Lin, Y. Chen, Y. He, Food Bioprocess Technol., 5, 1, 235-242 (2012).</mixed-citation><mixed-citation xml:lang="en">P. Lin, Y. Chen, Y. He, Food Bioprocess Technol., 5, 1, 235-242 (2012).</mixed-citation></citation-alternatives></ref><ref id="cit16"><label>16</label><citation-alternatives><mixed-citation xml:lang="ru">B. Zimmermann, A. Kohler, Appl. Spectrosc., 67, 8, 892-902 (2013).</mixed-citation><mixed-citation xml:lang="en">B. Zimmermann, A. Kohler, Appl. Spectrosc., 67, 8, 892-902 (2013).</mixed-citation></citation-alternatives></ref><ref id="cit17"><label>17</label><citation-alternatives><mixed-citation xml:lang="ru">Y. Zhang, X. Ji, S. Zhang, Neurosci. Lett., 633, 152-157 (2016).</mixed-citation><mixed-citation xml:lang="en">Y. Zhang, X. Ji, S. Zhang, Neurosci. Lett., 633, 152-157 (2016).</mixed-citation></citation-alternatives></ref><ref id="cit18"><label>18</label><citation-alternatives><mixed-citation xml:lang="ru">J. Peñuelas, I. Filella, Trends in Plant Sci., 3, 4, 151-156 (1998).</mixed-citation><mixed-citation xml:lang="en">J. Peñuelas, I. Filella, Trends in Plant Sci., 3, 4, 151-156 (1998).</mixed-citation></citation-alternatives></ref><ref id="cit19"><label>19</label><citation-alternatives><mixed-citation xml:lang="ru">M. Broich, M. C. Hansen, P. Potapov, B. Adusei, E. Lindquist, S. V. Stehman, Int. J. Appl. Earth Obs., 13, 2, 277-291 (2011).</mixed-citation><mixed-citation xml:lang="en">M. Broich, M. C. Hansen, P. Potapov, B. Adusei, E. Lindquist, S. V. Stehman, Int. J. Appl. Earth Obs., 13, 2, 277-291 (2011).</mixed-citation></citation-alternatives></ref><ref id="cit20"><label>20</label><citation-alternatives><mixed-citation xml:lang="ru">J. Cai, Y. Wang, X. Xi, H. Li, X. Wei, Int. J. Biol. Macromol., 78, 439-446 (2015).</mixed-citation><mixed-citation xml:lang="en">J. Cai, Y. Wang, X. Xi, H. Li, X. Wei, Int. J. Biol. Macromol., 78, 439-446 (2015).</mixed-citation></citation-alternatives></ref><ref id="cit21"><label>21</label><citation-alternatives><mixed-citation xml:lang="ru">Z. Li, C. Nie, C. Wei, X. Xu, X. Song, J. Wang, J. Appl. Spectrosc., 83, 2, 240-247 (2016).</mixed-citation><mixed-citation xml:lang="en">Z. Li, C. Nie, C. Wei, X. Xu, X. Song, J. Wang, J. Appl. Spectrosc., 83, 2, 240-247 (2016).</mixed-citation></citation-alternatives></ref><ref id="cit22"><label>22</label><citation-alternatives><mixed-citation xml:lang="ru">P. Cheajesadagul, C. Arnaudguilhem, J. Shiowatana, A. Siripinyanond, J. Szpunar, Food Chem., 141, 4, 3504-3509 (2013).</mixed-citation><mixed-citation xml:lang="en">P. Cheajesadagul, C. Arnaudguilhem, J. Shiowatana, A. Siripinyanond, J. Szpunar, Food Chem., 141, 4, 3504-3509 (2013).</mixed-citation></citation-alternatives></ref><ref id="cit23"><label>23</label><citation-alternatives><mixed-citation xml:lang="ru">K. Olale, A. Yenesew, R. Jamnadass, A. Sila, E. Aynekulu, S. Kuyah, K. Shepherd, Adv. Anal. Chem., 3, 3, 21-28 (2013).</mixed-citation><mixed-citation xml:lang="en">K. Olale, A. Yenesew, R. Jamnadass, A. Sila, E. Aynekulu, S. Kuyah, K. Shepherd, Adv. Anal. Chem., 3, 3, 21-28 (2013).</mixed-citation></citation-alternatives></ref><ref id="cit24"><label>24</label><citation-alternatives><mixed-citation xml:lang="ru">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).</mixed-citation><mixed-citation xml:lang="en">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).</mixed-citation></citation-alternatives></ref><ref id="cit25"><label>25</label><citation-alternatives><mixed-citation xml:lang="ru">F. Li, B. Mistele, Y. Hu, X. Chen, U. Schmidhalter, Eur. J. Agron., 52, 198-209 (2014).</mixed-citation><mixed-citation xml:lang="en">F. Li, B. Mistele, Y. Hu, X. Chen, U. Schmidhalter, Eur. J. Agron., 52, 198-209 (2014).</mixed-citation></citation-alternatives></ref></ref-list><fn-group><fn fn-type="conflict"><p>The authors declare that there are no conflicts of interest present.</p></fn></fn-group></back></article>
