{"id":206,"date":"2020-01-29T15:50:00","date_gmt":"2020-01-29T14:50:00","guid":{"rendered":"https:\/\/geopard.tech\/?p=206"},"modified":"2023-05-18T22:11:51","modified_gmt":"2023-05-18T20:11:51","slug":"zaznavanje-oblakov-in-senc-v-kmetijstvu","status":"publish","type":"post","link":"https:\/\/geopard.tech\/sl\/blog\/cloud-and-shadow-detection-in-agriculture\/","title":{"rendered":"Zaznavanje oblakov in senc v kmetijstvu"},"content":{"rendered":"<p class=\"has-text-align-left wp-block-paragraph\">Zaznavanje oblakov in senc je ena najpomembnej\u0161ih nalog v analiti\u010dnih re\u0161itvah daljinskega zaznavanja.<\/p>\r\n\r\n\r\n\r\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\r\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\r\n<p class=\"wp-block-paragraph\">\u010ce je celotna satelitska slika \u010dista, \u0161e vedno obstaja mo\u017enost, da bo va\u0161e polje pod oblaki\/sencami. Velja tudi obratno \u2013 mnogi sistemi ne obdelujejo slik z oblaki nad 70% \u2013 \u010deprav lahko preostali 30% pomagajo agronomu ali kmetu, da se med sezono pravilno odlo\u010di.<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">Pri GeoPardu to te\u017eavo re\u0161ujemo s pomo\u010djo ve\u010d algoritmov strojnega u\u010denja, ki delujejo z zelo visoko natan\u010dnostjo.<\/p>\r\n<\/div>\r\n\r\n\r\n\r\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\r\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" fetchpriority=\"high\" decoding=\"async\" data-attachment-id=\"213\" data-permalink=\"https:\/\/geopard.tech\/sl\/blog\/cloud-and-shadow-detection-in-agriculture\/image-11\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/image-11.png?fit=1200%2C597&amp;ssl=1\" data-orig-size=\"1200,597\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"The determination of clouds and cloud shadows\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/image-11.png?fit=1024%2C509&amp;ssl=1\" class=\"aligncenter wp-image-213 size-full\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/image-11.png?resize=810%2C403&#038;ssl=1\" alt=\"Dolo\u010ditev oblakov in senc oblakov\" width=\"810\" height=\"403\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/image-11.png?w=1200&amp;ssl=1 1200w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/image-11.png?resize=300%2C149&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/image-11.png?resize=1024%2C509&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/image-11.png?resize=768%2C382&amp;ssl=1 768w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><\/figure>\r\n<\/div>\r\n<\/div>\r\n\r\n<p>&nbsp;<\/p>\r\n\r\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\r\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\r\n<p class=\"wp-block-paragraph\">Na ravni celotne slike definiramo masko oblaka in masko sence, za vsak par polja in slike pa upo\u0161tevamo, kolik\u0161en odstotek polja je prekrit z oblaki oziroma sencami oblakov.<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">Pri avtomatski analitiki za dolo\u010deno podro\u010dje posnamemo le popolnoma brezobla\u010dne slike, kar uporabniku omogo\u010da, da je na podlagi ve\u010dletne analitike samozavesten pri sprejemanju odlo\u010ditev.<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">Uporabnik GeoParda ima mo\u017enost ogleda in celo sam izvajati analitiko, tudi na delno obla\u010dnih slikah.<\/p>\r\n<\/div>\r\n\r\n\r\n\r\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\r\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" decoding=\"async\" data-attachment-id=\"210\" data-permalink=\"https:\/\/geopard.tech\/sl\/blog\/cloud-and-shadow-detection-in-agriculture\/image-9-2\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/image-9.png?fit=920%2C673&amp;ssl=1\" data-orig-size=\"920,673\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"define a cloud mask and a shadow mask\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/image-9.png?fit=920%2C673&amp;ssl=1\" class=\"aligncenter wp-image-210 size-full\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/image-9.png?resize=810%2C593&#038;ssl=1\" alt=\"definirajte masko oblaka in masko sence\" width=\"810\" height=\"593\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/image-9.png?w=920&amp;ssl=1 920w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/image-9.png?resize=300%2C219&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/image-9.png?resize=768%2C562&amp;ssl=1 768w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><\/figure>\r\n<\/div>\r\n<\/div>\r\n\r\n<p>&nbsp;<\/p>\r\n\r\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\r\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\r\n<p class=\"wp-block-paragraph\">To je lahko \u0161e vedno zelo koristno, na primer med sezono za \u0161kropljenje s spremenljivo koli\u010dino sredstev za varstvo rastlin na podlagi najnovej\u0161e satelitske slike, na kateri je 10% povr\u0161ine polja pod oblaki. To pomeni, da bo za 90% povr\u0161ine polja odlo\u010ditev temeljila na preverjenih podatkih.<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">Uporabniki GeoParda lahko preprosto preverijo izvorne slike na regionalni ravni v bli\u017enjem infrarde\u010dem pogledu, kar pomaga lo\u010diti jasno zemljo od oblakov in senc (glej prilo\u017eeno sliko).<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">V uporabni\u0161kem vmesniku se filter oblaka nahaja v zgornjem meniju modula \u201cSatelitsko spremljanje\u201d, glejte prilo\u017eene posnetke zaslona.<\/p>\r\n<\/div>\r\n\r\n\r\n\r\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\r\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" decoding=\"async\" data-attachment-id=\"212\" data-permalink=\"https:\/\/geopard.tech\/sl\/blog\/cloud-and-shadow-detection-in-agriculture\/image-10\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/image-10.png?fit=1200%2C769&amp;ssl=1\" data-orig-size=\"1200,769\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"geopard detected that field is partially located under clouds and shadows\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/image-10.png?fit=1024%2C656&amp;ssl=1\" class=\"aligncenter wp-image-212 size-full\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/image-10.png?resize=810%2C519&#038;ssl=1\" alt=\"Geopard je zaznal, da se polje delno nahaja pod oblaki in sencami\" width=\"810\" height=\"519\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/image-10.png?w=1200&amp;ssl=1 1200w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/image-10.png?resize=300%2C192&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/image-10.png?resize=1024%2C656&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/image-10.png?resize=768%2C492&amp;ssl=1 768w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><\/figure>\r\n<\/div>\r\n<\/div>\r\n\r\n<p>&nbsp;<\/p>\r\n\r\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\r\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\r\n<p class=\"wp-block-paragraph\">Upo\u0161tevajte, da se lahko podjetja za digitalno kmetijstvo \u0161e vedno soo\u010dajo s te\u017eavami pri pravilnem zaznavanju oblakov in senc. Na prilo\u017eenem posnetku zaslona eno od tak\u0161nih podjetij ustvari zemljevid gnojil za virtualno resni\u010dnost na podlagi podatkov o oblakih in sencah. Napa\u010den zemljevid torej vodi do napa\u010dnih agronomskih odlo\u010ditev in na koncu do napa\u010dnih rezultatov.<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">GeoPard zazna oblake in sence z visoko stopnjo natan\u010dnosti in ne predlaga, da se odlo\u010dite za spremenljivo hitrost na podlagi oblakov. Izvorne slike si lahko vedno ogledate v razli\u010dnih pogledih in indeksih ter jih pomanj\u0161ate, da si ogledate sliko naokoli.<\/p>\r\n<\/div>\r\n\r\n\r\n\r\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\r\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" data-attachment-id=\"214\" data-permalink=\"https:\/\/geopard.tech\/sl\/blog\/cloud-and-shadow-detection-in-agriculture\/image-12\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/image-12.png?fit=1200%2C695&amp;ssl=1\" data-orig-size=\"1200,695\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"created VR fertilizer map based on clouds and shadows data\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/image-12.png?fit=1024%2C593&amp;ssl=1\" class=\"aligncenter wp-image-214 size-full\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/image-12.png?resize=810%2C469&#038;ssl=1\" alt=\"ustvarjen zemljevid gnojil VR na podlagi podatkov o oblakih in sencah\" width=\"810\" height=\"469\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/image-12.png?w=1200&amp;ssl=1 1200w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/image-12.png?resize=300%2C174&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/image-12.png?resize=1024%2C593&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/image-12.png?resize=768%2C445&amp;ssl=1 768w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><\/figure>\r\n<\/div>\r\n<\/div>\r\n\r\n<p>&nbsp;<\/p>\r\n\r\n<p class=\"has-text-align-center wp-block-paragraph\">Ni vsaka re\u0161itev enaka, izberite najbolj\u0161e mo\u017enosti, ki so na voljo na trgu!<\/p>\r\n\r\n<p>&nbsp;<\/p>\r\n\r\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"810\" height=\"278\" data-attachment-id=\"217\" data-permalink=\"https:\/\/geopard.tech\/sl\/blog\/cloud-and-shadow-detection-in-agriculture\/image-2-2\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/image-2.webp?fit=1680%2C578&amp;ssl=1\" data-orig-size=\"1680,578\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"different spectral indices\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/image-2.webp?fit=1024%2C352&amp;ssl=1\" class=\"wp-image-217\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/image-2.webp?resize=810%2C278&#038;ssl=1\" alt=\"razli\u010dni spektralni indeksi\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/image-2.webp?resize=1024%2C352&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/image-2.webp?resize=300%2C103&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/image-2.webp?resize=768%2C264&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/image-2.webp?resize=1536%2C528&amp;ssl=1 1536w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/image-2.webp?resize=1200%2C413&amp;ssl=1 1200w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/image-2.webp?w=1680&amp;ssl=1 1680w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/image-2.webp?w=1620&amp;ssl=1 1620w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><\/figure>\r\n<h2>Kaj je zaznavanje oblakov v preciznem kmetijstvu?<\/h2>\r\n<p>Zaznavanje oblakov v preciznem kmetijstvu se nana\u0161a na postopek prepoznavanja in spremljanja obla\u010dnosti na kmetijskih obmo\u010djih z uporabo tehnologij daljinskega zaznavanja. Oblaki lahko pomembno vplivajo na kmetijske prakse in produktivnost polj\u0161\u010din, zato je njihovo zaznavanje in analiza klju\u010dnega pomena za u\u010dinkovito upravljanje kmetij.<\/p>\r\n<p>Vklju\u010duje uporabo razli\u010dnih senzorjev, kot so sateliti, droni ali zemeljski instrumenti, za zajemanje slik kmetijskih polj. Ti senzorji zajemajo podatke v obliki vidne in infrarde\u010de svetlobe, ki jo je mogo\u010de analizirati za dolo\u010ditev prisotnosti in zna\u010dilnosti oblakov.<\/p>\r\n<p>Njegov glavni namen v preciznem kmetijstvu je ocena prostorske in \u010dasovne porazdelitve oblakov nad kmetijskimi obmo\u010dji.<\/p>\r\n<p>Te informacije pomagajo kmetom in agronomom pri sprejemanju premi\u0161ljenih odlo\u010ditev glede namakanja, gnojenja, zatiranja \u0161kodljivcev in drugih kmetijskih praks. Z razumevanjem vzorcev obla\u010dnosti lahko kmetje optimizirajo dodelitev virov in zmanj\u0161ajo tveganje za \u0161kodo na pridelkih ali zmanj\u0161anje pridelka.<\/p>\r\n<p>Algoritmi za zaznavanje oblakov analizirajo zajete slike, da lo\u010dijo med obla\u010dnimi in neobla\u010dnimi slikovnimi pikami.<\/p>\r\n<p>Ti algoritmi uporabljajo razli\u010dne tehnike, kot so pragiranje, spektralna analiza in strojno u\u010denje, za natan\u010dno prepoznavanje in razvr\u0161\u010danje obla\u010dnih formacij.<\/p>\r\n<p>Izhod algoritmov obi\u010dajno vklju\u010duje odstotek pokritosti z oblaki, klasifikacijo tipov oblakov in vzorce gibanja oblakov.<\/p>\r\n<p>Ko so oblaki zaznani in njihove zna\u010dilnosti dolo\u010dene, lahko kmetje te informacije uporabijo za izvajanje tehnik preciznega kmetijstva.<\/p>\r\n<p>Na primer, \u010de se nad dolo\u010denim obmo\u010djem polja zazna oblak, lahko kmetje odlo\u017eijo namakanje ali uporabo pesticidov na tem obmo\u010dju, dokler oblak ne mine. Z usklajevanjem kmetijskih dejavnosti z gibanjem oblakov lahko kmetje optimizirajo izrabo virov in zmanj\u0161ajo nepotrebne vnose.<\/p>\r\n<p>To je \u0161e posebej koristno v regijah z visoko obla\u010dnostjo ali kjer se vremenski vzorci hitro spreminjajo. Z nenehnim spremljanjem obla\u010dnosti lahko kmetje v realnem \u010dasu prilagajajo svoje kmetijske prakse in jih prilagajajo trenutnim vremenskim razmeram.<\/p>\r\n<p>Skratka, zaznavanje oblakov v preciznem kmetijstvu igra klju\u010dno vlogo pri optimizaciji kmetijskih praks in upravljanja virov. Z natan\u010dno identifikacijo in spremljanjem obla\u010dnosti lahko kmetje sprejemajo premi\u0161ljene odlo\u010ditve za pove\u010danje produktivnosti pridelkov, zmanj\u0161anje potrate surovin in ubla\u017eitev tveganj, povezanih s spreminjajo\u010dimi se vremenskimi razmerami.<\/p>","protected":false},"excerpt":{"rendered":"<p>Zaznavanje oblakov in senc je ena najpomembnej\u0161ih nalog v analiti\u010dnih re\u0161itvah daljinskega zaznavanja. \u010ce je celotna satelitska slika 90% \u010dista, potem ...<\/p>","protected":false},"author":210157960,"featured_media":1383,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_coblocks_attr":"","_coblocks_dimensions":"","_coblocks_responsive_height":"","_coblocks_accordion_ie_support":"","_eb_attr":"","content-type":"","_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_wpcom_ai_launchpad_first_post":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"{title}\n\n{excerpt}\n\n{url}","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"_wpas_customize_per_network":false,"jetpack_post_was_ever_published":false},"categories":[1378],"tags":[1599],"class_list":["post-206","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-remote-sensing","tag-remote-sensing"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.5 - 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