{"id":2050,"date":"2025-05-13T10:27:30","date_gmt":"2025-05-13T09:27:30","guid":{"rendered":"http:\/\/newskbncran.ru\/?page_id=2050"},"modified":"2026-03-27T11:59:02","modified_gmt":"2026-03-27T11:59:02","slug":"26-4-3-en","status":"publish","type":"page","link":"https:\/\/izvestiyakbncran.ru\/index.php\/en\/26-4-3-en\/","title":{"rendered":"26.4.3 en"},"content":{"rendered":"\n<h1 class=\"wp-block-heading has-lora-font-family\" style=\"font-size:24px\"><strong>Development of a software module to recognize linear structures in aerial images using ENVI<\/strong><\/h1>\n\n\n\n<p class=\"has-foreground-color has-text-color has-link-color has-lora-font-family has-medium-font-size wp-elements-241328b20bf575d7945ca55aaeab841f\" style=\"margin-top:0;margin-bottom:0;padding-top:0;padding-bottom:0\"><strong><strong><strong><strong><strong><strong><strong><strong><strong><strong><strong><strong><strong>A.A. Basargin, T.Yu. Bugakova, D.Yu. Smirnov, A.A. Sharapov<\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-wide\" style=\"margin-top:var(--wp--preset--spacing--20);margin-bottom:var(--wp--preset--spacing--20)\"\/>\n\n\n\n<div class=\"wp-block-group is-nowrap is-layout-flex wp-container-core-group-is-layout-24a27e19 wp-block-group-is-layout-flex\" style=\"margin-top:0;margin-bottom:0;padding-top:0;padding-bottom:0\">\n<p class=\"has-text-color has-link-color has-lora-font-family has-medium-font-size wp-elements-53f47014b6d7b0bdfff77f9db451e97c\" style=\"color:#5b1919;text-decoration:underline\"><strong>Upload the full text<\/strong><\/p>\n\n\n\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-9151b400 wp-block-group-is-layout-flex\" style=\"min-height:0px;margin-top:0;margin-bottom:0;padding-top:0;padding-bottom:0\">\n<div class=\"wp-block-buttons is-content-justification-left is-layout-flex wp-container-core-buttons-is-layout-15bf754d wp-block-buttons-is-layout-flex\" style=\"margin-top:0;margin-bottom:0;padding-top:0;padding-right:0;padding-bottom:0;padding-left:0\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-100 is-style-outline is-style-outline--1\"><a class=\"wp-block-button__link has-background-background-color has-text-color has-background has-link-color has-border-color has-small-font-size has-custom-font-size wp-element-button\" href=\"http:\/\/izvestiyakbncran.ru\/wp-content\/uploads\/2025\/04\/bas-3.pdf\" style=\"border-color:#5b1919;border-style:solid;border-width:2px;border-radius:8px;color:#5b1919;padding-top:0.4rem;padding-right:var(--wp--preset--spacing--40);padding-bottom:0.4rem;padding-left:var(--wp--preset--spacing--40)\">PDF<\/a><\/div>\n<\/div>\n\n\n\n<div style=\"height:0px;width:0px\" aria-hidden=\"true\" class=\"wp-block-spacer wp-container-content-273e683f\"><\/div>\n<\/div>\n<\/div>\n\n\n\n<p class=\"has-foreground-color has-text-color has-link-color has-lora-font-family has-extra-small-font-size wp-elements-17f04ce84a625b2f5ceda75e5ba80a29\" style=\"line-height:1.4\"><strong><em>Abstract.<\/em><\/strong> Nowadays digital image processing systems are characterized by a constant increase in the volume of processed information, increasing requirements for the processing quality in difficult conditions. Automation of image elements detection and analysis is one of the most promising areas of research in geoinformatics. In particular, there is a need to find linear and ring elements in aerospace area images. Traditionally, the detection process is done manually. This process is difficult to formalize and depends on a large number of natural and man-made factors. Together with the large volume of information received and the labor intensity, &#171;manual&#187; interpretation of images does not allow to process a large number of images in an acceptable time frame. Moreover, a person working with images has his own subjective perception features and evaluation criteria. These problems have been solved using methods based on the traditional geological and mathematical approach. Lines in an image are not the anomalies of the earth&#8217;s crust themselves, but only their features; it is difficult to define the meaning of an individual line by computer means. Therefore, for clarity, in the context of this work, linear element (LE) will be considered as a pixel formation in a digital image, well approximated by a straight-line segment. Such structures, identified on aerospace images of the area, can serve as an external manifestation of various anomalies on the earth&#8217;s surface, for example, ruptures of the earth&#8217;s crust or various anomalies of physical fields. Thus, separate LEs identified on images can be objects of different origin, for assessing geological significance. The article presents the result of the analysis of the main methods for searching for linear elements on digital images, and also substantiates the choice of the Canny algorithm for the &#171;LINEAMENTS2&#187; module.<\/p>\n\n\n\n<p class=\"has-foreground-color has-text-color has-link-color has-lora-font-family has-extra-small-font-size wp-elements-b7c418b730434c5a958594b6d7b619f5\" style=\"line-height:1.4\"><strong><em>Keywords:<\/em><\/strong><strong> &nbsp;<\/strong>ENVI, IDL, image processing, aerial image analysis, lineament detection, Canny operator, operator-based recognition<\/p>\n\n\n\n<p class=\"has-foreground-color has-text-color has-link-color has-lora-font-family wp-elements-c38123c7b424c8d233a7348a4ab969e8\" style=\"font-size:12px;line-height:1.4\"><strong>For citation<\/strong>. Basargin A.A., Bugakova T.Yu., Smirnov D.Yu., Sharapov A.A. Development of a software module to recognize linear structures in aerial images using ENVI. <em>News of the Kabardino-Balkarian Scientific Center of RAS.<\/em>2024. Vol. 26. No. 4. Pp. 42\u201353. DOI: 10.35330<strong>\/<\/strong>1991-6639-2024-26-4-42-53<\/p>\n\n\n\n<details class=\"wp-block-details has-foreground-color has-text-color has-link-color has-lora-font-family has-extra-small-font-size wp-elements-f157c1e0193643cdfbbde421412e9a3c is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>References<\/strong><\/summary>\n<ol class=\"wp-block-list\">\n<li>Holtwegger V.Ya. <em>Opyt avtomatizatsii obrabotki dannykh deshifrovaniya i vydeleniya lineynykh elementov po kosmicheskim snimkam<\/em> [Experience in Automation of Processing of Decoding Data and Extraction of Linear Elements from Space Images]. In: Exploration of the Earth from Space. 1984. Pp. 89\u201394. (In Russian)<\/li>\n\n\n\n<li>Dementyev V.N. On the Problem of Automated Extraction and Processing of Linear Elements of Aerospace Images. Avtomatizirovannaya obrabotka izobrazheniy prirodnykh kompleksov Sibiri [Automated Processing of Images of Natural Complexes of Siberia]. 1988. Pp. 9\u201314. (In Russian)<\/li>\n\n\n\n<li>Zlatopolsky A.A. Package of Applied Programs for Extraction and Analysis of Linear Elements of Aerospace Images. Avtomatizirovannyy analiz prirodnykh lineamentnykh sistem [Automated Analysis of Natural Lineament Systems]. L.: VSEGEI, 1988. Pp. 189\u2013194. (In Russian)<\/li>\n\n\n\n<li>Kronberg P. Distantsionnoye izucheniye Zemli [Remote Sensing of the Earth]. Moskow: Mir, 1988. Pp. 189\u2013201. (In Russian)<\/li>\n\n\n\n<li>Kukushkin D.A. Nekotoryye voprosy metodiki analiza lineamentov (po dannym deshifrirovaniya kosmicheskikh snimkov). Issledovaniye Zemli iz kosmosa [Some Aspects of the Methodology of Lineament Analysis (Based on Decoding Data from Space Images). Exploration of the Earth from Space. 1983. \u2116 1. Pp. 51\u201356. (In Russian)<\/li>\n\n\n\n<li>Morozov A.F., Pertsov A.V. Aerokosmicheskiye metody geologicheskikh issledovaniy [Aerospace Methods of Geological Research]. SPb, 2000. Pp. 15\u201332. (In Russian)<\/li>\n\n\n\n<li>Revzon A. L., Yurovsky B. L. Kosmicheskaya informatsiya i prognozirovaniye ekzogennykh protsessov [Space Information and Forecasting of Exogenous Processes]. 1983. Pp. 56\u2013110.<\/li>\n\n\n\n<li>Smirnov M.V. Tsifrovaya fil&#8217;tratsiya lineamentnykh reshetok [Digital Filtering of Lineament Grids]. 1982. Pp. 19\u201332. (In Russian)<\/li>\n\n\n\n<li>Canny J.F. A \u0441omputational approach to edge detection. 2005. URL: https:\/\/ieeexplore.ieee.org\/document\/476785110.<\/li>\n\n\n\n<li>Mallat S. Characterization of signals from multi scale edges. 1992. URL: https:\/\/ieeexplore.ieee.org\/document\/142909\/<\/li>\n\n\n\n<li>Marr D. Theory of edge detection. 1980. URL: https:\/\/royalsocietypublishing.org\/doi\/10.1098\/rspb.1980.0020<\/li>\n\n\n\n<li>Rosenfeld A. Computer vision: A source of models for biological visual process. 1989. https:\/\/ieeexplore.ieee.org\/document\/16452<\/li>\n\n\n\n<li>Sobel I. History and definition of the sobel operator. 1995. URL: https:\/\/ru.scribd.com\/document\/271811982\/History-and-Definition-of-Sobel-Operator<\/li>\n\n\n\n<li>Wang B. An improved CANNY edge detection algorithm. 1997. URL: https:\/\/ieeexplore.ieee.org\/document\/6885761<\/li>\n\n\n\n<li>Zhou P. An improved canny algorithm for edge detection. 1998. URL: https:\/\/www.researchgate.net\/publication\/228865618_An_Improved_Canny_Algorithm_for_Edge_Detection<\/li>\n<\/ol>\n\n\n\n<p><\/p>\n<\/details>\n\n\n\n<details class=\"wp-block-details has-foreground-color has-text-color has-link-color has-lora-font-family has-extra-small-font-size wp-elements-06dafb492897b14fe0baf51fd162ab75 is-layout-flow wp-block-details-is-layout-flow\"><summary><strong>Information about the authors<\/strong><\/summary>\n<p style=\"margin-top:var(--wp--preset--spacing--20);margin-bottom:var(--wp--preset--spacing--20)\"><strong>Andrey A. Basargin<\/strong>, Candidate of Technical Sciences, Associate Professor of the Department of Applied Informatics and Information Systems Federal State Budgetary Educational Institution of Higher Education \u201cSiberian State University of Geosystems and Technology\u201d;<br>630108, Russia, Novosibirsk, 10 Plakhotnogo street;<br>abaspirant@mail.ru, ORCID: https:\/\/orcid.org\/0000-0002-9006-8468, SPIN-code: 2837-2393<br><strong>Tatyana Yu. Bugakova<\/strong>, Candidate of Technical Sciences, Associate Professor of the Department of Applied Informatics and Information Systems, Federal State Budgetary Educational Institution of Higher Education \u201cSiberian State University of Geosystems and Technology\u201d;<br>630108, Russia, Novosibirsk, 10 Plakhotnogo street;<br>kaf.pi@ssga.ru, ORCID: https:\/\/orcid.org\/0000-0001-7365-9349, SPIN-code: 4528-0302<br><strong>Dmitry Yu. Smirnov<\/strong>, Candidate of Economic Sciences, Associate Professor of the Department of Applied Informatics and Information Systems Federal State Budgetary Educational Institution of Higher Education &#171;Siberian State University of Geosystems and Technologies&#187;;<br>630108, Russia, Novosibirsk, 10 Plakhotnogo street;<br>smirdu@yandex.ru, ORCID: https:\/\/orcid.org\/ 0000-0002-4185-7866, SPIN-code: 9554-4138<br><strong>Artem A. Sharapov<\/strong>, Assistant of the Department of Applied Informatics and Information Systems Federal State Budgetary Educational Institution of Higher Education &#171;Siberian State University of Geosystems and Technologies&#187;;<br>630108, Russia, Novosibirsk, 10 Plakhotnogo street;<br>kaf.pi@ssga.ru, ORCID: https:\/\/orcid.org\/0000-0001-9578-5055, SPIN-code: 9825-4257<\/p>\n\n\n\n<p><\/p>\n<\/details>\n","protected":false},"excerpt":{"rendered":"<p>Development of a software module to recognize linear structures in aerial images using ENVI A.A. Basargin, T.Yu. Bugakova, D.Yu. Smirnov, A.A. Sharapov Upload the full text Abstract. Nowadays digital image processing systems are characterized by a constant increase in the volume of processed information, increasing requirements for the processing quality in difficult conditions. Automation of [&hellip;]<\/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-2050","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>26.4.3 en - \u0418\u0417\u0412\u0415\u0421\u0422\u0418\u042f \u041a\u0410\u0411\u0410\u0420\u0414\u0418\u041d\u041e-\u0411\u0410\u041b\u041a\u0410\u0420\u0421\u041a\u041e\u0413\u041e \u041d\u0410\u0423\u0427\u041d\u041e\u0413\u041e \u0426\u0415\u041d\u0422\u0420\u0410 \u0420\u0410\u041d\u00bb<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/izvestiyakbncran.ru\/index.php\/en\/26-4-3-en\/\" \/>\n<meta property=\"og:locale\" content=\"ru_RU\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"26.4.3 en - \u0418\u0417\u0412\u0415\u0421\u0422\u0418\u042f \u041a\u0410\u0411\u0410\u0420\u0414\u0418\u041d\u041e-\u0411\u0410\u041b\u041a\u0410\u0420\u0421\u041a\u041e\u0413\u041e \u041d\u0410\u0423\u0427\u041d\u041e\u0413\u041e \u0426\u0415\u041d\u0422\u0420\u0410 \u0420\u0410\u041d\u00bb\" \/>\n<meta property=\"og:description\" content=\"Development of a software module to recognize linear structures in aerial images using ENVI A.A. 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Basargin, T.Yu. Bugakova, D.Yu. Smirnov, A.A. Sharapov Upload the full text Abstract. Nowadays digital image processing systems are characterized by a constant increase in the volume of processed information, increasing requirements for the processing quality in difficult conditions. 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