{"id":5363,"date":"2022-07-11T13:11:00","date_gmt":"2022-07-11T11:11:00","guid":{"rendered":"https:\/\/geopard.tech\/?p=5363"},"modified":"2023-08-11T17:07:14","modified_gmt":"2023-08-11T15:07:14","slug":"ka-satelitatteli-palidz-kulturaugu-uzraudziba","status":"publish","type":"post","link":"https:\/\/geopard.tech\/lv\/blog\/how-satellite-imagery-help-in-crop-monitoring\/","title":{"rendered":"K\u0101 satel\u012btatt\u0113li pal\u012bdz kult\u016braugu uzraudz\u012bb\u0101"},"content":{"rendered":"<p>Satel\u012btatt\u0113li ir viena no daudzpus\u012bg\u0101kaj\u0101m funkcij\u0101m, ko var ieviest lauksaimnieciskaj\u0101 ra\u017eo\u0161an\u0101, lai uzlabotu l\u0113mumu pie\u0146em\u0161anas procesu. L\u0113mumu pie\u0146em\u0161ana, pamatojoties uz lielu datu apjomu, var pal\u012bdz\u0113t lauksaimniekiem, agronomiem vai konsultantiem izprast situ\u0101ciju un procesus, kas notiek uzraug\u0101majos lauksaimniec\u012bbas laukos.<\/p>\n<h2>Kas ir satel\u012btatt\u0113lveido\u0161ana?<\/h2>\n<p>Satel\u012btu att\u0113lveido\u0161ana, kas paz\u012bstama ar\u012b k\u0101 satel\u012btu t\u0101lizp\u0113te, ir process, kur\u0101, izmantojot satel\u012btu att\u0113lus, tiek apkopota inform\u0101cija par Zemes virsmu, atmosf\u0113ru un oke\u0101niem. \u0160\u012b tehnolo\u0123ija ietver <a href=\"https:\/\/www.nasa.gov\/audience\/forstudents\/5-8\/features\/nasa-knows\/what-is-a-satellite-58.html\">satel\u012bti<\/a> apr\u012bkots ar specializ\u0113tiem sensoriem un kamer\u0101m, kas sp\u0113j uz\u0146emt augstas iz\u0161\u0137irtsp\u0113jas Zemes att\u0113lus no kosmosa.<\/p>\n<p>Satel\u012btu uz\u0146emtos att\u0113lus var izmantot da\u017e\u0101diem m\u0113r\u0137iem, tostarp laikapst\u0101k\u013cu mode\u013cu uzraudz\u012bbai, vides izmai\u0146u izseko\u0161anai, zemes izmanto\u0161anas un ve\u0123et\u0101cijas kart\u0113\u0161anai un dabas katastrofu ietekmes nov\u0113rt\u0113\u0161anai. Tos var izmantot ar\u012b milit\u0101riem un izl\u016bko\u0161anas m\u0113r\u0137iem.<\/p>\n<p>Satel\u012btu att\u0113lveido\u0161ana ar t\u0101s priek\u0161roc\u012bb\u0101m var rad\u012bt situ\u0101cijas, ko nevar nov\u0113rot ar regul\u0101riem nov\u0113rojumiem. Regul\u0101ri nov\u0113rojumi var b\u016bt \u013coti pras\u012bgi attiec\u012bb\u0101 uz ieguld\u012bt\u0101 darbasp\u0113ka daudzumu, finans\u0113m un laiku.<\/p>\n<p>Pat regul\u0101ri veicot nov\u0113rojumus kult\u016braugu aug\u0161anas period\u0101, ir vair\u0101kas lietas, ko nevar redz\u0113t ar neapbru\u0146otu aci, piem\u0113ram, agr\u012bna progres\u0113\u0161ana <a href=\"https:\/\/geopard.tech\/lv\/emuars\/ka-kontrolet-kulturaugu-slimibas-ar-viedas-lauksaimniecibas-palidzibu\/\">slim\u012bba<\/a> un kait\u0113k\u013cu rad\u012btie boj\u0101jumi, kas galu gal\u0101 izraisa hlorofila degrad\u0101ciju \u0161\u016bnu l\u012bmen\u012b.<\/p>\n<p>Integr\u0113jot un apr\u0113\u0137inot cilv\u0113ka acij neredzam\u0101s spektr\u0101l\u0101s joslas, audz\u0113t\u0101ji un konsultanti var viegli vizualiz\u0113t hlorofila degrad\u0101ciju pirms redzamiem slim\u012bbu vai kait\u0113k\u013cu boj\u0101jumu simptomiem uz augiem.<\/p>\n<p><img data-recalc-dims=\"1\" fetchpriority=\"high\" decoding=\"async\" data-attachment-id=\"5376\" data-permalink=\"https:\/\/geopard.tech\/lv\/blog\/how-satellite-imagery-help-in-crop-monitoring\/73-2-min\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/73.2-min.jpg?fit=1920%2C1040&amp;ssl=1\" data-orig-size=\"1920,1040\" 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=\"Multispectral Satellite Imagery\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/73.2-min.jpg?fit=1024%2C555&amp;ssl=1\" class=\"alignnone wp-image-5376 size-large\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/73.2-min.jpg?resize=810%2C439&#038;ssl=1\" alt=\"Multispektr\u0101lie satel\u012btatt\u0113li\" width=\"810\" height=\"439\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/73.2-min.jpg?resize=1024%2C555&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/73.2-min.jpg?resize=300%2C163&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/73.2-min.jpg?resize=768%2C416&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/73.2-min.jpg?resize=1536%2C832&amp;ssl=1 1536w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/73.2-min.jpg?resize=2048%2C1109&amp;ssl=1 2048w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/73.2-min.jpg?resize=1200%2C650&amp;ssl=1 1200w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/73.2-min.jpg?w=1920&amp;ssl=1 1920w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/73.2-min.jpg?w=1620&amp;ssl=1 1620w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><\/p>\n<p>\u0160\u012bs kult\u016braugu uzraudz\u012bbas priek\u0161roc\u012bbas ir noder\u012bgas, izmantojot m\u016bsdienu tehnolo\u0123ijas, \u013caujot \u0161\u0101du inform\u0101ciju integr\u0113t \u0123eogr\u0101fisk\u0101s inform\u0101cijas sist\u0113m\u0101s, k\u0101 rezult\u0101t\u0101 tiek izveidots \u0101trs un kvalitat\u012bvs datu kopums, kas ir gatavs izmanto\u0161anai l\u0113mumu pie\u0146em\u0161anas procesos par lauksaimniec\u012bbas ra\u017eo\u0161anas sist\u0113m\u0101m.<\/p>\n<p>Papildus uz inform\u0101ciju balst\u012btu l\u0113mumu pie\u0146em\u0161anai satel\u012btatt\u0113lus var izmantot zi\u0146o\u0161anai, uzskaitei un integr\u0113\u0161anai ar da\u017e\u0101diem datu kopumiem (slim\u012bbu un kait\u0113k\u013cu mode\u013ciem, <a href=\"https:\/\/geopard.tech\/lv\/razas-dati\/\">ra\u017eas kartes<\/a>, kait\u0113k\u013cu monitorings, m\u0113slo\u0161anas kartes utt.), lai izveidotu v\u0113l funkcion\u0101l\u0101ku kult\u016braugu monitoringa sist\u0113mu un veidu, k\u0101 lauksaimnieks vai citi speci\u0101listi redz kult\u016braugu progresu to aug\u0161anas period\u0101.<\/p>\n<h2>K\u0101 satel\u012btatt\u0113li tiek izmantoti lauksaimniec\u012bb\u0101?<\/h2>\n<p>Att\u0113lus var izmantot, lai model\u0113tu un apr\u0113\u0137in\u0101tu spektr\u0101los indeksus, kurus v\u0113l\u0101k var piel\u012bdzin\u0101t vizualiz\u0101cijai kr\u0101su sint\u0113zes veid\u0101, vai nu spektra redzamaj\u0101 da\u013c\u0101, vai iek\u013caujot citus vi\u013c\u0146u garumus. Pareizi izv\u0113l\u0113ta kr\u0101su sint\u0113ze var atkl\u0101t kult\u016braugu aug\u0161anu, stresu vai augsnes st\u0101vokli. <a href=\"https:\/\/geopard.tech\/lv\/emuars\/ka-tikt-gala-ar-udens-eroziju\/\">Erozija<\/a> att\u0113lots ar da\u017e\u0101d\u0101m kr\u0101s\u0101m.<\/p>\n<p>Spektr\u0101lie indeksi ir divu vai vair\u0101ku vi\u013c\u0146u garumu spektr\u0101l\u0101 atstarojuma kombin\u0101cijas, lai par\u0101d\u012btu interes\u0113jo\u0161as paz\u012bmes. Kult\u016braugu indeksus visbie\u017e\u0101k izmanto lauksaimniec\u012bb\u0101, ta\u010du tos izmanto ar\u012b izdegu\u0161u plat\u012bbu, citu m\u0101ksl\u012bgu raksturlielumu, \u016bdens un citu \u0123eolo\u0123isku elementu identific\u0113\u0161anai.<\/p>\n<p><img data-recalc-dims=\"1\" decoding=\"async\" data-attachment-id=\"5377\" data-permalink=\"https:\/\/geopard.tech\/lv\/blog\/how-satellite-imagery-help-in-crop-monitoring\/73-3-min\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/73.3-min.jpg?fit=1920%2C1040&amp;ssl=1\" data-orig-size=\"1920,1040\" 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=\"Hyperspectral Satellite Imagery\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/73.3-min.jpg?fit=1024%2C555&amp;ssl=1\" class=\"alignnone wp-image-5377 size-large\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/73.3-min.jpg?resize=810%2C439&#038;ssl=1\" alt=\"Hiperspektr\u0101lie satel\u012btatt\u0113li\" width=\"810\" height=\"439\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/73.3-min.jpg?resize=1024%2C555&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/73.3-min.jpg?resize=300%2C163&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/73.3-min.jpg?resize=768%2C416&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/73.3-min.jpg?resize=1536%2C832&amp;ssl=1 1536w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/73.3-min.jpg?resize=2048%2C1109&amp;ssl=1 2048w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/73.3-min.jpg?resize=1200%2C650&amp;ssl=1 1200w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/73.3-min.jpg?w=1920&amp;ssl=1 1920w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/73.3-min.jpg?w=1620&amp;ssl=1 1620w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><\/p>\n<p><strong>Noder\u012bgi spektr\u0101lie indeksi augkop\u012bb\u0101 ietver:<\/strong><\/p>\n<ul>\n<li><a href=\"https:\/\/geopard.tech\/lv\/emuars\/kc9y2x96kv-which-vegetation-index-is-better-to-use\/\">NDVI<\/a> (Normaliz\u0113ts diferenci\u0101lais ve\u0123et\u0101cijas indekss).<\/li>\n<li>EVI (Uzlabots ve\u0123et\u0101cijas indekss).<\/li>\n<li>RENDVI vai NDRE (sarkan\u0101s malas normaliz\u0113tais diferenci\u0101lais ve\u0123et\u0101cijas indekss).<\/li>\n<li>GNDVI (za\u013c\u0101s normaliz\u0113t\u0101 diferenci\u0101l\u0101s ve\u0123et\u0101cijas indekss).<\/li>\n<li>MSI vai NDWI (mitruma stresa indekss).<\/li>\n<li>LAI (lapu plat\u012bbas indekss).<\/li>\n<\/ul>\n<p>NDVI ir viens no visbie\u017e\u0101k izmantotajiem indeksiem, un to bie\u017ei izmanto, lai p\u0101rskat\u012btu kult\u016braugu s\u0101kotn\u0113jo st\u0101vokli. Citi indeksi str\u0101d\u0101 ar noteikt\u0101m \u012bpa\u0161\u012bb\u0101m, t\u0101p\u0113c rezult\u0101ti ir specifiski konkr\u0113t\u0101m lauksaimniec\u012bbas viet\u0101m, ir svar\u012bgi str\u0101d\u0101t ar zemes ve\u0123et\u0101cijas v\u0113sturi.<\/p>\n<h2>NDVI (normaliz\u0113ts diferenci\u0101lais ve\u0123et\u0101cijas indekss)<\/h2>\n<p>\u0160is indekss ir za\u013c\u0101s ve\u0123et\u0101cijas m\u0113rs un parasti ir vispla\u0161\u0101k izmantotais indekss. Lapas atstaro infrasarkano gaismu (NIR) un fotosint\u0113zei izmanto tikai redzamo gaismu. Tas noz\u012bm\u0113, ka vesel\u012bgu augu ar labu fotosint\u0113zes \u0101trumu var analiz\u0113t, sal\u012bdzinot NIR ar redzamo sarkano gaismu.<\/p>\n<p>Nevesel\u012bga ve\u0123et\u0101cija atstaros vair\u0101k redzam\u0101s gaismas un pazemin\u0101s NIR (tuv\u0101ko infrasarkano staru interv\u0101lu). Vesel\u012bga ve\u0123et\u0101cija samazin\u0101s da\u013cu no uz to kr\u012bto\u0161\u0101s redzam\u0101s gaismas. Tom\u0113r NDVI ir jut\u012bgs pret augsnes (gaismas un kr\u0101sas), m\u0101ko\u0146u segas un \u0113nas ietekmi. Turkl\u0101t NDVI v\u0113rt\u012bbas var b\u016bt nepareizas situ\u0101cij\u0101 ar bl\u012bvu ve\u0123et\u0101ciju.<\/p>\n<p><strong>EVI (Uzlabots ve\u0123et\u0101cijas indekss)<\/strong><\/p>\n<p>\u0160is indekss ir m\u0113renas iz\u0161\u0137irtsp\u0113jas spektru standarts \u2014 instruments, ko izmanto Terra un Aqua satel\u012btos. EVI pied\u0101v\u0101 alternat\u012bvu NDVI, kas atsaucas uz da\u017eiem t\u0101 tr\u016bkumiem, piem\u0113ram, augsnes un atmosf\u0113ras ierobe\u017eojumiem, optimiz\u0113jot lapu ve\u0123et\u0101cijas atstaro\u0161anos.<\/p>\n<p>Sign\u0101la korekcijai tas izmanto redzam\u0101 spektra zilo da\u013cu, samazinot iepriek\u0161 min\u0113to ierobe\u017eojumu, tostarp aerosolu rad\u012bt\u0101 elektromagn\u0113tisk\u0101 starojuma izkliedes, ietekmi.<\/p>\n<p><strong>RENDVI vai NDRE (sarkan\u0101s malas normaliz\u0113tais diferenci\u0101lais ve\u0123et\u0101cijas indekss)<\/strong><\/p>\n<p>\u0160is indekss ir balst\u012bts uz standarta NDVI indeksu, bet ar modifik\u0101cij\u0101m. RENDVI ir \u013coti noder\u012bgs prec\u012bzaj\u0101 lauksaimniec\u012bb\u0101, me\u017eu monitoring\u0101 un kult\u016braugu stresa noteik\u0161an\u0101.<\/p>\n<p>T\u0101 efektivit\u0101te ir saist\u012bta ar vi\u013c\u0146u garumu iek\u013cau\u0161anu, kas ietilpst sarkanaj\u0101 gala josl\u0101, nevis vi\u013c\u0146u garumiem, kas atbilst atstaro\u0161anas un absorbcijas v\u0113rt\u012bb\u0101m. Tas ir \u012bpa\u0161i \u0113rti nelielu ve\u0123et\u0101cijas st\u0101vok\u013ca izmai\u0146u noteik\u0161anai.<\/p>\n<p><strong>GNDVI (za\u013c\u0101s normaliz\u0113t\u0101 diferenci\u0101l\u0101 ve\u0123et\u0101cijas indekss)<\/strong><\/p>\n<p>\u0160is indekss ir l\u012bdz\u012bgs NDVI indeksam un m\u0113ra gaismas atstaro\u0161anos spektra za\u013caj\u0101 da\u013c\u0101 vi\u013c\u0146u garuma diapazon\u0101 no 540 l\u012bdz 570 nanometriem, nevis spektra sarkanaj\u0101 da\u013c\u0101. Tas padara indeksu jut\u012bg\u0101ku pret hlorofila saturu kult\u016braugu za\u013caj\u0101s da\u013c\u0101s.<\/p>\n<p><strong>MSI (mitruma stresa indekss)<\/strong><\/p>\n<p>\u0160is indekss ir jut\u012bgs pret \u016bdens satura palielin\u0101\u0161anos lap\u0101s. MSI indeksu izmanto, lai noteiktu \u016bdens tr\u016bkuma stresu, un tas ir labs kult\u016braugu apst\u0101k\u013cu r\u0101d\u012bt\u0101js, ko bie\u017ei izmanto kult\u016braugu model\u0113\u0161anai, ugunsgr\u0113ku anal\u012bzei un ekosist\u0113mas fiziolo\u0123ijai. Augstas v\u0113rt\u012bbas nor\u0101da uz \u016bdens stresu un zem\u0101ku \u016bdens saturu.<\/p>\n<p><strong>LAI (lapu plat\u012bbas indekss)<\/strong><\/p>\n<p>\u0160o indeksu izmanto, lai nov\u0113rt\u0113tu lapu laukumu un prognoz\u0113tu augu aug\u0161anu un ra\u017eu.<\/p>\n<h2>Kult\u016braugu satel\u012btatt\u0113lu veidi<\/h2>\n<table>\n<tbody>\n<tr>\n<td><b>Satel\u012bti un tehnolo\u0123iju nodro\u0161in\u0101t\u0101ji<\/b><\/td>\n<td><b>Satel\u012btatt\u0113lu veids<\/b><\/td>\n<td><b>Atk\u0101rtot ciklu<\/b><\/td>\n<td><b>Telpisk\u0101 iz\u0161\u0137irtsp\u0113ja<\/b><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">Landsat4-9<\/span><\/td>\n<td><span style=\"font-weight: 400;\">RGB, MULTISPEKT\u0100RS, PANHROMATISKAIS<\/span><\/td>\n<td><span style=\"font-weight: 400;\">8 dienas<\/span><\/td>\n<td><span style=\"font-weight: 400;\">15, 30, 100 m<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">Sentinel-2,<\/span><\/td>\n<td><span style=\"font-weight: 400;\">RGB, MULTISPEKTR\u0100LS<\/span><\/td>\n<td><span style=\"font-weight: 400;\">5 dienas<\/span><\/td>\n<td><span style=\"font-weight: 400;\">10 m<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">Plan\u0113tas darb\u012bbas joma<\/span><\/td>\n<td><span style=\"font-weight: 400;\">RGB, MULTISPEKTR\u0100LS<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Dienas<\/span><\/td>\n<td><span style=\"font-weight: 400;\">3\u20134 m<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">Plan\u0113ta SkySat<\/span><\/td>\n<td><span style=\"font-weight: 400;\">PANHROMATISKS, DAUDZSPEKTR\u0100LS<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Dienas<\/span><\/td>\n<td><span style=\"font-weight: 400;\">0,5, 0,71\u20130,82 m<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">Airbus Plej\u0101des<\/span><\/td>\n<td><span style=\"font-weight: 400;\">MULTISPEKTR\u0100LS<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Dienas<\/span><\/td>\n<td><span style=\"font-weight: 400;\">0,5 m<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">Aizbildin\u0101s NEO<\/span><\/td>\n<td><span style=\"font-weight: 400;\">PANHROMATISKS, DAUDZSPEKTR\u0100LS<\/span><\/td>\n<td><span style=\"font-weight: 400;\">40 min\u016btes p\u0113c piepras\u012bjuma<\/span><\/td>\n<td><span style=\"font-weight: 400;\">0,3 m<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">ICEEYE<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Sint\u0113tisk\u0101 apert\u016bras radars<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Dienas<\/span><\/td>\n<td><span style=\"font-weight: 400;\">0,25 m<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">Hiperions<\/span><\/td>\n<td><span style=\"font-weight: 400;\">HIPERSPEKTR\u0100LS<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Nav pieejams<\/span><\/td>\n<td><span style=\"font-weight: 400;\">30 m<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">Prizma<\/span><\/td>\n<td><span style=\"font-weight: 400;\">HIPERSPEKTR\u0100LS<\/span><\/td>\n<td><span style=\"font-weight: 400;\">Nav pieejams<\/span><\/td>\n<td><span style=\"font-weight: 400;\">0,3 m<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2><b>Satel\u012btu att\u0113lveido\u0161anas lieto\u0161anas gad\u012bjumi<\/b><\/h2>\n<p>\u0160eit ir da\u017ei svar\u012bgi satel\u012btatt\u0113lu izmanto\u0161anas veidi kult\u016braugu uzraudz\u012bb\u0101:<\/p>\n<p><b>Termoatt\u0113li<\/b><\/p>\n<p><span style=\"font-weight: 400;\">Zemes l\u012bme\u0146a objektu izstaroto siltumu var redz\u0113t no gaisa uz\u0146emtaj\u0101s termofotogr\u0101fijas, kas atkl\u0101j ar\u012b temperat\u016bras sv\u0101rst\u012bbas, kas atbilst kult\u016braugu stresam. Nevajadz\u012bgu elementu, piem\u0113ram, groz\u0101mo iek\u0101rtu, no\u0146em\u0161ana no att\u0113la, izmantojot kalibr\u0113\u0161anu un att\u0113la korekciju, nov\u0113r\u0161 datu sagroz\u012bjumu. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">V\u0113s\u0101kajos re\u0123ionos gal\u012bgajos att\u0113los redzama violeta kr\u0101sa, bet silt\u0101kos re\u0123ionos \u2013 dzeltena kr\u0101sa. Termoatt\u0113lojumi ir noder\u012bgi nopl\u016b\u017eu, sastr\u0113gumu un citu ap\u016bde\u0146o\u0161anas probl\u0113mu atra\u0161anai, jo \u016bdens atdzes\u0113 ve\u0123et\u0101ciju. Termoatt\u0113lojumi pal\u012bdz audz\u0113t\u0101jiem identific\u0113t pirmssimptomu slim\u012bbu un kait\u0113k\u013cu rad\u012bto apdraud\u0113jumu un rea\u0123\u0113t ar savlaic\u012bg\u0101k\u0101m un m\u0113r\u0137tiec\u012bg\u0101k\u0101m iejauk\u0161an\u0101s darb\u012bb\u0101m, atkl\u0101jot s\u012bkas lapu virsmas temperat\u016bras izmai\u0146as.<\/span><\/p>\n<p><b>Augsnes mitrums<\/b><\/p>\n<p><span style=\"font-weight: 400;\">Lauksaimniec\u012bb\u0101 j\u0101\u0146em v\u0113r\u0101 augsnes mitrums. Prec\u012bz\u0101s lauksaimniec\u012bbas pielietojumiem (atsevi\u0161\u0137u lauku m\u0113rog\u0101) un paredzot uzlabot kult\u016braugu ra\u017eas model\u0113\u0161anu, augstas iz\u0161\u0137irtsp\u0113jas augsnes mitruma kar\u0161u pieejam\u012bba ir \u012bpa\u0161i svar\u012bga. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Slikt\u0101s telpisk\u0101s iz\u0161\u0137irtsp\u0113jas un neliel\u0101 nov\u0113rojumu dzi\u013cuma d\u0113\u013c no satel\u012btiem \u0123ener\u0113tie augsnes mitruma produkti l\u012bdz \u0161im ir reti izmantoti lauksaimniec\u012bbas l\u0113mumu atbalstam lauku saimniec\u012bb\u0101s vai laukos. Tom\u0113r, ja satel\u012btu ieg\u016btie augsnes mitruma dati var sniegt atbilsto\u0161us datus par pie\u0146emamiem laika un telpas izm\u0113riem, tiek prognoz\u0113ts, ka tiem ir liels potenci\u0101ls.<\/span><\/p>\n<p><b>Iz\u0161\u0137irtsp\u0113ja<\/b><\/p>\n<p><span style=\"font-weight: 400;\">Augstas iz\u0161\u0137irtsp\u0113jas satel\u012btatt\u0113lu ieg\u016b\u0161ana no zemas orb\u012btas satel\u012btiem p\u0113d\u0113j\u0101 laik\u0101 ir k\u013cuvusi att\u012bst\u012bt\u0101ka un pieejam\u0101ka, radot v\u0113l vienu fenotipa noteik\u0161anas pielietojumu potenci\u0101lu. \u0160aj\u0101 rakst\u0101 ir ilustr\u0113ts, k\u0101 satel\u012btfotogr\u0101fija tiek izmantota kult\u016braugu fenotip\u0113\u0161an\u0101 un lauksaimnieciskaj\u0101 ra\u017eo\u0161an\u0101, un taj\u0101 ir identific\u0113tas augu paz\u012bmes, kuras var nov\u0113rt\u0113t, izmantojot augstas iz\u0161\u0137irtsp\u0113jas satel\u012btdatus. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Rakst\u0101 apl\u016bkotas satel\u012btu fenotip\u0113\u0161anas izmanto\u0161anas priek\u0161roc\u012bbas kult\u016braugu selekcijas programm\u0101s, k\u0101 ar\u012b tr\u016bkumi, piem\u0113ram, m\u0101ko\u0146u aizsprostojums. Taj\u0101 ar\u012b p\u0113t\u012btas augstas iz\u0161\u0137irtsp\u0113jas satel\u012btatt\u0113lu izmanto\u0161anas iesp\u0113jas k\u0101 fenotip\u0113\u0161anas r\u012bks n\u0101kotn\u0113. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">Lai pal\u012bdz\u0113tu augu selekcion\u0101riem izv\u0113l\u0113ties augstra\u017e\u012bgas, pret stresu iztur\u012bgas \u0161\u0137irnes, kas var pal\u012bdz\u0113t apmierin\u0101t glob\u0101lo p\u0101rtikas piepras\u012bjumu, vienlaikus tiekot gal\u0101 ar klimata p\u0101rmai\u0146\u0101m, augstas iz\u0161\u0137irtsp\u0113jas satel\u012btatt\u0113lus var izmantot k\u0101 fenotip\u0113\u0161anas r\u012bku kult\u016braugu \u0161\u0137ir\u0146u nov\u0113rt\u0113\u0161anai.<\/span><\/p>\n<p><span style=\"font-weight: 400;\"> <img data-recalc-dims=\"1\" decoding=\"async\" data-attachment-id=\"5378\" data-permalink=\"https:\/\/geopard.tech\/lv\/blog\/how-satellite-imagery-help-in-crop-monitoring\/73-4-min\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/73.4-min.jpg?fit=2400%2C1300&amp;ssl=1\" data-orig-size=\"2400,1300\" 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=\"Satellite monitoring of crops\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/73.4-min.jpg?fit=1024%2C555&amp;ssl=1\" class=\"alignnone wp-image-5378 size-large\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/73.4-min.jpg?resize=810%2C439&#038;ssl=1\" alt=\"Satel\u012btu monitorings\" width=\"810\" height=\"439\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/73.4-min.jpg?resize=1024%2C555&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/73.4-min.jpg?resize=300%2C163&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/73.4-min.jpg?resize=768%2C416&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/73.4-min.jpg?resize=1536%2C832&amp;ssl=1 1536w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/73.4-min.jpg?resize=2048%2C1109&amp;ssl=1 2048w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/73.4-min.jpg?resize=1200%2C650&amp;ssl=1 1200w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/73.4-min.jpg?w=1620&amp;ssl=1 1620w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><\/span><\/p>\n<p><b>Satel\u012btu att\u0113lu pielietojums<\/b><\/p>\n<p><span style=\"font-weight: 400;\"><a href=\"https:\/\/geopard.tech\/lv\/\">GeoPard<\/a> sp\u0113jas un<a href=\"https:\/\/geopard.tech\/lv\/emuars\/s30enmsdy3-satellite-monitoring\/\"> satel\u012btatt\u0113lu lietojumprogrammas pied\u0101v\u0101<\/a> lietot\u0101jiem vizualiz\u0113t, normaliz\u0113t, analiz\u0113t un ieg\u016bt ieskatus tie\u0161i no lauksaimniec\u012bbas zemes gabaliem, lai uzlabotu kult\u016braugu ra\u017eo\u0161anu. \u0160o datu izmanto\u0161anu var veikt, izmantojot gatavus GeoPard algoritmus vai izveidojot savus algoritmus, lai padar\u012btu tos noder\u012bgus agronomij\u0101. <\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0160ie algoritmi \u013cauj nov\u0113rt\u0113t kult\u016braugu aug\u0161anu, stresu utt. (skat\u012bt fotoatt\u0113lu) vai pat izveidot recep\u0161u kartes: piem\u0113ram, sl\u0101pek\u013ca VR lieto\u0161anas kartes, augu aizsardz\u012bbas l\u012bdzek\u013cu izsmidzin\u0101\u0161anas lieto\u0161anas kartes.<\/span><\/p>\n<hr \/>\n<h2>Bie\u017e\u0101k uzdotie jaut\u0101jumi<\/h2>\n<hr \/>\n<p><strong>1. K\u0101 ieg\u016bt satel\u012btatt\u0113lus saimniec\u012bbai?<\/strong><\/p>\n<p>Lai to ieg\u016btu savai saimniec\u012bbai, izp\u0113tiet pakalpojumu sniedz\u0113jus, re\u0123istr\u0113jieties un piek\u013c\u016bstiet vi\u0146u datub\u0101zei vai port\u0101lam. Nor\u0101diet savas saimniec\u012bbas atra\u0161an\u0101s vietu un v\u0113lamos parametrus, lai ieg\u016btu atbilsto\u0161us att\u0113lus lauksaimniec\u012bbas uzraudz\u012bbai.<\/p>\n<p><strong>2. K\u0101p\u0113c satel\u012btatt\u0113li ir noder\u012bgi bar\u012bbas t\u012bklu izpratnei?<\/strong><\/p>\n<p>Tas ir noder\u012bgi bar\u012bbas t\u012bklu izpratn\u0113, pateicoties t\u0101 sp\u0113jai sniegt pla\u0161u un visaptvero\u0161u ekosist\u0113mu p\u0101rskatu. Uz\u0146emot liela m\u0113roga sauszemes un \u016bdenstilp\u0146u att\u0113lus, tas \u013cauj zin\u0101tniekiem nov\u0113rot un analiz\u0113t da\u017e\u0101du dz\u012bvot\u0146u un resursu telpisko sadal\u012bjumu.<\/p>\n<p>Tas, savuk\u0101rt, pal\u012bdz p\u0113t\u012bt mijiedarb\u012bbu starp da\u017e\u0101d\u0101m sug\u0101m, identific\u0113t galven\u0101s baro\u0161an\u0101s attiec\u012bbas un izprast ener\u0123ijas pl\u016bsmu caur bar\u012bbas t\u012bkliem.<\/p>\n<p>Tas pal\u012bdz at\u0161\u0137etin\u0101t sare\u017e\u0123\u012bto ekolo\u0123isko dinamiku, veicinot dzi\u013c\u0101ku izpratni par ekosist\u0113mu darb\u012bbu un saglab\u0101\u0161anas centieniem.<\/p>\n<p><strong>3. Cik d\u0101rgi ir satel\u012btatt\u0113li?<\/strong><\/p>\n<p>T\u0101s izmaksas at\u0161\u0137iras atkar\u012bb\u0101 no vair\u0101kiem faktoriem. Tie ietver pakalpojumu sniedz\u0113ju, iz\u0161\u0137irtsp\u0113ju, ieg\u016b\u0161anas bie\u017eumu un nepiecie\u0161amo p\u0101rkl\u0101juma apjomu. Cenas var b\u016bt no pieejam\u0101m iesp\u0113j\u0101m zemas iz\u0161\u0137irtsp\u0113jas att\u0113liem l\u012bdz d\u0101rg\u0101k\u0101m iesp\u0113j\u0101m augstas iz\u0161\u0137irtsp\u0113jas un re\u0101llaika uzraudz\u012bbai.<\/p>\n<p>Turkl\u0101t specializ\u0113ti pakalpojumi vai piel\u0101goti datu piepras\u012bjumi var rad\u012bt papildu izmaksas. Ieteicams izp\u0113t\u012bt da\u017e\u0101dus pakalpojumu sniedz\u0113jus un to cenu mode\u013cus, lai atrastu satel\u012btatt\u0113lu risin\u0101jumu, kas atbilst j\u016bsu \u012bpa\u0161aj\u0101m pras\u012bb\u0101m un bud\u017eetam.<\/p>\n<p><strong>4. Kas ir infrasarkano staru satel\u012btatt\u0113li? K\u0101 tos las\u012bt?<\/strong><\/p>\n<p>Tas uztver Zemes virsmas objektu un virsmu izstaroto infrasarkano starojumu. Tas sniedz v\u0113rt\u012bgu ieskatu temperat\u016bras sv\u0101rst\u012bb\u0101s un termiskajos mode\u013cos.<\/p>\n<p>Lai nolas\u012btu infrasarkano staru satel\u012btatt\u0113lus, ir j\u0101saprot, ka silt\u0101ki objekti att\u0113l\u0101 izskat\u0101s spilgt\u0101ki, bet v\u0113s\u0101ki \u2013 tum\u0161\u0101ki. Analiz\u0113jot \u0161\u012bs temperat\u016bras sv\u0101rst\u012bbas, var nov\u0113rt\u0113t m\u0101ko\u0146u veidojumus, noteikt zemes un \u016bdens temperat\u016bras at\u0161\u0137ir\u012bbas, atkl\u0101t me\u017ea ugunsgr\u0113kus un pat uzraudz\u012bt oke\u0101na straumes.<\/p>\n<p>Izpratne par kr\u0101su skalu un spilgtuma l\u012bme\u0146iem att\u0113los pal\u012bdz ieg\u016bt j\u0113gpilnu inform\u0101ciju no infrasarkanajiem satel\u012btatt\u0113liem.<\/p>","protected":false},"excerpt":{"rendered":"<p>Satel\u012btatt\u0113li ir viena no daudzpus\u012bg\u0101kaj\u0101m funkcij\u0101m, ko var ieviest lauksaimnieciskaj\u0101 ra\u017eo\u0161an\u0101, lai uzlabotu l\u0113mumu pie\u0146em\u0161anas procesu. L\u0113mumu pie\u0146em\u0161ana,\u2026<\/p>","protected":false},"author":210157960,"featured_media":5375,"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":[1661,1380],"tags":[1599],"class_list":["post-5363","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-satellite-imagery","category-whats","tag-remote-sensing"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.1 - 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