{"id":1590,"date":"2025-05-01T12:01:04","date_gmt":"2025-05-01T11:01:04","guid":{"rendered":"http:\/\/newskbncran.ru\/?page_id=1590"},"modified":"2026-03-26T08:36:33","modified_gmt":"2026-03-26T08:36:33","slug":"26-3-1","status":"publish","type":"page","link":"https:\/\/izvestiyakbncran.ru\/index.php\/26-3-1\/","title":{"rendered":"26.3.1"},"content":{"rendered":"\n

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\u0421\u043f\u0438\u0441\u043e\u043a \u043b\u0438\u0442\u0435\u0440\u0430\u0442\u0443\u0440\u044b<\/strong><\/summary>\n
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  1. \u0429\u0435\u0440\u0431\u0438\u043d\u0430 \u0422. \u0410.<\/em> \u0426\u0438\u0444\u0440\u043e\u0432\u0430\u044f \u0442\u0440\u0430\u043d\u0441\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u044f \u0441\u0435\u043b\u044c\u0441\u043a\u043e\u0433\u043e \u0445\u043e\u0437\u044f\u0439\u0441\u0442\u0432\u0430 \u0420\u0424: \u043e\u043f\u044b\u0442 \u0438 \u043f\u0435\u0440\u0441\u043f\u0435\u043a\u0442\u0438\u0432\u044b \/\/ \u0420\u043e\u0441\u0441\u0438\u044f: \u0442\u0435\u043d\u0434\u0435\u043d\u0446\u0438\u0438 \u0438 \u043f\u0435\u0440\u0441\u043f\u0435\u043a\u0442\u0438\u0432\u044b \u0440\u0430\u0437\u0432\u0438\u0442\u0438\u044f. 2019. \u2116 14-1. \u0421. 450\u2013453. EDN: UGBYZT<\/li>\n\n\n\n
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  11. Jung D.H., Park S.H., Han X.Z., Kim H.J.<\/em> Image processing methods for measurement of lettuce fresh weight. Journal of Biosystems Engineering. 2015. Vol. 40. No. 1. Pp. 89\u201393. DOI: 10.5307\/JBE.2015.40.1.089<\/li>\n\n\n\n
  12. Lin Z., Fu R., Ren G. et al. <\/em>Automatic monitoring of lettuce fresh weight by multi-modal fusion based deep learning. Frontiers in Plant Science. 2022. Vol. 13. P. 980581. DOI: 10.3389\/fpls.2022.980581<\/li>\n\n\n\n
  13. Wang M., Guo X.<\/em> Extracting the height of lettuce by using neural networks of image recognition in deep learning. ESS Open Archive. 2022. DOI: 10.1002\/essoar.10510405.1<\/li>\n\n\n\n
  14. Gang M.S., Kim H.J., Kim D.W.<\/em> Estimation of greenhouse lettuce growth indices based on a two-stage CNN using RGB-D images. Sensors. 2022. Vol. 22. No. 15. P. 5499. DOI: 10.3390\/s22155499<\/li>\n\n\n\n
  15. Lu J.Y., Chang C.L., Kuo Y.F.<\/em> Monitoring growth rate of lettuce using deep convolutional neural networks. 2019 ASABE Annual International Meeting. American Society of Agricultural and Biological Engineers. 2019. P. 1. DOI:10.13031\/aim.201900341<\/li>\n\n\n\n
  16. Mokhtar A., El-Ssawy W., He H. et al.<\/em> Using machine learning models to predict hydroponically grown lettuce yield. Frontiers in Plant Science. 2022. Vol. 13. P. 706042. DOI: 10.3389\/fpls.2022.706042<\/li>\n\n\n\n
  17. Martinez-Nolasco C., Padilla-Medina J.A., Nolasco J.J.M. et al.<\/em> Non-Invasive monitoring of the thermal and morphometric characteristics of lettuce grown in an aeroponic system through multispectral image system. Applied Sciences. 2022. Vol. 12. No. 13. P. 6540. DOI: 10.3390\/app12136540<\/li>\n\n\n\n
  18. Zhang Y., Wu M., Li J. et al.<\/em> Automatic non-destructive multiple lettuce traits prediction based on DeepLabV3+. Journal of Food Measurement and Characterization. 2023. Vol. 17. No. 1. Pp. 636\u2013652. DOI: 10.1007\/s11694-022-01660-3<\/li>\n\n\n\n
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    <\/p>\n<\/details>\n\n\n\n

    \u0418\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u044f \u043e\u0431 \u0430\u0432\u0442\u043e\u0440\u0430\u0445<\/strong><\/summary>\n

    \u0410\u0441\u0442\u0430\u043f\u043e\u0432\u0430 \u041c\u0430\u0440\u0438\u043d\u0430 \u0410\u043b\u0435\u043a\u0441\u0435\u0435\u0432\u043d\u0430<\/strong>, \u043c\u043b. \u043d\u0430\u0443\u0447. \u0441\u043e\u0442\u0440. \u043b\u0430\u0431\u043e\u0440\u0430\u0442\u043e\u0440\u0438\u0438 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0439 \u0431\u043e\u043b\u044c\u0448\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u0441\u043e\u0446\u0438\u043e\u043a\u0438\u0431\u0435\u0440\u0444\u0438\u0437\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0441\u0438\u0441\u0442\u0435\u043c, \u0421\u0430\u043d\u043a\u0442-\u041f\u0435\u0442\u0435\u0440\u0431\u0443\u0440\u0433\u0441\u043a\u0438\u0439 \u0424\u0435\u0434\u0435\u0440\u0430\u043b\u044c\u043d\u044b\u0439 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0439 \u0446\u0435\u043d\u0442\u0440 \u0420\u043e\u0441\u0441\u0438\u0439\u0441\u043a\u043e\u0439 \u0430\u043a\u0430\u0434\u0435\u043c\u0438\u0438 \u043d\u0430\u0443\u043a (\u0421\u041f\u0431 \u0424\u0418\u0426 \u0420\u0410\u041d);
    199178, \u0420\u043e\u0441\u0441\u0438\u044f, \u0421\u0430\u043d\u043a\u0442-\u041f\u0435\u0442\u0435\u0440\u0431\u0443\u0440\u0433, 14-\u044f \u043b\u0438\u043d\u0438\u044f \u0412\u0430\u0441\u0438\u043b\u044c\u0435\u0432\u0441\u043a\u043e\u0433\u043e \u043e\u0441\u0442\u0440\u043e\u0432\u0430, 39;
    astapova.m@iias.spb.su, ORCID: https:\/\/orcid.org\/0000-0002-9121-894X, SPIN-\u043a\u043e\u0434: 3195-0770
    \u0423\u0437\u0434\u044f\u0435\u0432 \u041c\u0438\u0445\u0430\u0438\u043b \u042e\u0440\u044c\u0435\u0432\u0438\u0447<\/strong>, \u043c\u043b. \u043d\u0430\u0443\u0447. \u0441\u043e\u0442\u0440. \u043b\u0430\u0431\u043e\u0440\u0430\u0442\u043e\u0440\u0438\u0438 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0439 \u0431\u043e\u043b\u044c\u0448\u0438\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u0441\u043e\u0446\u0438\u043e\u043a\u0438\u0431\u0435\u0440\u0444\u0438\u0437\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0441\u0438\u0441\u0442\u0435\u043c, \u0421\u0430\u043d\u043a\u0442-\u041f\u0435\u0442\u0435\u0440\u0431\u0443\u0440\u0433\u0441\u043a\u0438\u0439 \u0444\u0435\u0434\u0435\u0440\u0430\u043b\u044c\u043d\u044b\u0439 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u0438\u0439 \u0446\u0435\u043d\u0442\u0440 \u0420\u043e\u0441\u0441\u0438\u0439\u0441\u043a\u043e\u0439 \u0430\u043a\u0430\u0434\u0435\u043c\u0438\u0438 \u043d\u0430\u0443\u043a (\u0421\u041f\u0431 \u0424\u0418\u0426 \u0420\u0410\u041d);
    199178, \u0420\u043e\u0441\u0441\u0438\u044f, \u0421\u0430\u043d\u043a\u0442-\u041f\u0435\u0442\u0435\u0440\u0431\u0443\u0440\u0433, 14-\u044f \u043b\u0438\u043d\u0438\u044f \u0412\u0430\u0441\u0438\u043b\u044c\u0435\u0432\u0441\u043a\u043e\u0433\u043e \u043e\u0441\u0442\u0440\u043e\u0432\u0430, 39;
    uzdyaev.m@iias.spb.su, ORCID: https:\/\/orcid.org\/0000-0002-7032-0291, SPIN-\u043a\u043e\u0434: 7398-2273
    \u041a\u043e\u043d\u0434\u0440\u0430\u0442\u044c\u0435\u0432 \u0412\u0438\u0442\u0430\u043b\u0438\u0439 \u041c\u0438\u0445\u0430\u0439\u043b\u043e\u0432\u0438\u0447<\/strong>, \u043a\u0430\u043d\u0434. \u0441.-\u0445. \u043d\u0430\u0443\u043a, \u0434\u043e\u0446\u0435\u043d\u0442 \u043a\u0430\u0444\u0435\u0434\u0440\u044b \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0439 \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u044f \u0438 \u043f\u0435\u0440\u0435\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0441\u0435\u043b\u044c\u0441\u043a\u043e\u0445\u043e\u0437\u044f\u0439\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0446\u0438\u0438, \u0421\u0430\u043d\u043a\u0442-\u041f\u0435\u0442\u0435\u0440\u0431\u0443\u0440\u0433\u0441\u043a\u0438\u0439 \u0433\u043e\u0441\u0443\u0434\u0430\u0440\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0430\u0433\u0440\u0430\u0440\u043d\u044b\u0439 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442 (\u0421\u041f\u0431\u0413\u0410\u0423);
    196601, \u0420\u043e\u0441\u0441\u0438\u044f, \u0421\u0430\u043d\u043a\u0442-\u041f\u0435\u0442\u0435\u0440\u0431\u0443\u0440\u0433, \u041f\u0443\u0448\u043a\u0438\u043d, \u041f\u0435\u0442\u0435\u0440\u0431\u0443\u0440\u0433\u0441\u043a\u043e\u0435 \u0448\u043e\u0441\u0441\u0435, 2;
    vitsevsk@mail.ru, ORCID: https:\/\/orcid.org\/0000-0001-5822-4144, SPIN-\u043a\u043e\u0434: 2148-2591<\/p>\n\n\n\n

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    \u041f\u0440\u043e\u0433\u043d\u043e\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0443\u0440\u043e\u0436\u0430\u0439\u043d\u043e\u0441\u0442\u0438 \u0437\u0435\u043b\u0435\u043d\u044b\u0445 \u043a\u0443\u043b\u044c\u0442\u0443\u0440 \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u043c\u043e\u043d\u0438\u0442\u043e\u0440\u0438\u043d\u0433\u0430 \u043c\u043e\u0440\u0444\u043e\u043c\u0435\u0442\u0440\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u043e\u0432 \u043f\u043e\u0441\u0440\u0435\u0434\u0441\u0442\u0432\u043e\u043c \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u0437\u0440\u0435\u043d\u0438\u044f \u0438 \u043d\u0435\u0439\u0440\u043e\u043d\u043d\u044b\u0445 \u0441\u0435\u0442\u0435\u0439 \u041c. \u0410. \u0410\u0441\u0442\u0430\u043f\u043e\u0432\u0430, \u041c. \u042e. \u0423\u0437\u0434\u044f\u0435\u0432, \u0412. \u041c. \u041a\u043e\u043d\u0434\u0440\u0430\u0442\u044c\u0435\u0432 \u0417\u0430\u0433\u0440\u0443\u0437\u0438\u0442\u044c \u043f\u043e\u043b\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442 \u0410\u043d\u043d\u043e\u0442\u0430\u0446\u0438\u044f: \u0421\u0440\u0435\u0434\u0441\u0442\u0432\u0430 \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0430 \u0438 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0437\u0440\u0435\u043d\u0438\u044f \u0438\u0433\u0440\u0430\u044e\u0442 \u0432\u0430\u0436\u043d\u0443\u044e \u0440\u043e\u043b\u044c \u0432 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u043c \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0438 \u0441\u0442\u0430\u0434\u0438\u0439 \u0440\u043e\u0441\u0442\u0430 \u0440\u0430\u0441\u0442\u0435\u043d\u0438\u0439. \u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 \u043d\u0430\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u043e \u043d\u0430 \u0438\u0437\u0443\u0447\u0435\u043d\u0438\u0435 \u0441\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0445 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0439 \u0434\u043b\u044f \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438 \u0438\u0437\u043c\u0435\u0440\u0435\u043d\u0438\u044f \u0445\u0430\u0440\u0430\u043a\u0442\u0435\u0440\u0438\u0441\u0442\u0438\u043a \u0440\u0430\u0441\u0442\u0435\u043d\u0438\u0439, \u0442\u0430\u043a\u0438\u0445 \u043a\u0430\u043a […]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-1590","page","type-page","status-publish","hentry"],"yoast_head":"\n26.3.1 - 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