{"id":5598,"date":"2022-10-07T14:04:27","date_gmt":"2022-10-07T12:04:27","guid":{"rendered":"https:\/\/geopard.tech\/?p=5598"},"modified":"2023-05-27T19:43:58","modified_gmt":"2023-05-27T17:43:58","slug":"automatizeti-kulturaugu-izpetes-uzdevumi","status":"publish","type":"post","link":"https:\/\/geopard.tech\/lv\/blog\/automated-crop-scouting-tasks\/","title":{"rendered":"Automatiz\u0113ta lauku izl\u016bko\u0161ana, apvienojot datu sl\u0101\u0146us"},"content":{"rendered":"<p class=\"wp-block-paragraph\">GeoPard mums ir modulis, kas paredz\u0113ts <strong>Autom\u0101tiski izveidojiet kult\u016braugu datu izp\u0113tes zonas <\/strong>izmantojot elast\u012bgu biznesa un agronomisk\u0101s lo\u0123ikas konfigur\u0101ciju.<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">Tas \u013cauj kontrol\u0113t milz\u012bgu lauku skaitu un veikt izl\u016bko\u0161anu tikai \u0101rk\u0101rtas situ\u0101cij\u0101s.<\/p>\r\n<p>Biznesa\/agronomisk\u0101 lo\u0123ika var\u0113tu b\u016bt elast\u012bga. \u0160aj\u0101 piem\u0113r\u0101 uzdevumi tiek izveidoti apgabalos, kur jaun\u0101kajos satel\u012btatt\u0113los ir redzamas zonas ar augstu v\u0113sturisko lauka potenci\u0101lu un zema ve\u0123et\u0101cija.<\/p>\r\n<p>\r\n\r\n<\/p>\r\n<p class=\"wp-block-paragraph\">Cita lieto\u0161anas gad\u012bjuma piem\u0113rs: Zemas ra\u017eas zona (no ra\u017eas faila), kas krustojas ar zema pH zon\u0101m \u2013 lai piel\u0101gotu ka\u013c\u0137a augl\u012bbas l\u012bmeni.<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">&nbsp;<\/p>\r\n\r\n\r\n\r\n<figure class=\"wp-block-image size-full is-style-default\"><img data-recalc-dims=\"1\" fetchpriority=\"high\" decoding=\"async\" data-attachment-id=\"5600\" data-permalink=\"https:\/\/geopard.tech\/lv\/blog\/automated-crop-scouting-tasks\/image-33\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/10\/image.png?fit=800%2C474&amp;ssl=1\" data-orig-size=\"800,474\" data-comments-opened=\"1\" data-image-title=\"Automated Crop Scouting tasks with the Intersection of Data Layers\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/10\/image.png?fit=800%2C474&amp;ssl=1\" class=\"alignnone wp-image-5600\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/10\/image.png?resize=800%2C474&#038;ssl=1\" alt=\"Automatiz\u0113tas kult\u016braugu datu izp\u0113tes zonas ar datu sl\u0101\u0146u krustpunktu\" width=\"800\" height=\"474\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/10\/image.png?w=800&amp;ssl=1 800w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/10\/image.png?resize=300%2C178&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/10\/image.png?resize=768%2C455&amp;ssl=1 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\r\n<figcaption class=\"wp-element-caption\">Augstas v\u0113sturisk\u0101s lauka produktivit\u0101tes zonas, kas krustojas ar jaun\u0101ko Planet att\u0113la zemas ve\u0123et\u0101cijas zon\u0101m -&gt; Izl\u016bko\u0161anas uzdevumi tiek izveidoti autom\u0101tiski programm\u0101 GeoPard<\/figcaption>\r\n<\/figure>\r\n\r\n\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">Ra\u017eas tirdzniec\u012bbas uz\u0146\u0113mumiem un datu model\u0113t\u0101jiem v\u0113sturiski stabil\u0101ko un augstas ra\u017eas zonu krusto\u0161an\u0101s var\u0113tu b\u016bt labs r\u0101d\u012bt\u0101js ra\u017eas progno\u017eu ekstrapol\u0113\u0161anai.<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">Ja esat lauksaimnieks, agronoms vai prec\u012bz\u0101s lauksaimniec\u012bbas speci\u0101lists, j\u016bs zin\u0101t, cik svar\u012bga ir kult\u016braugu datu izp\u0113te. Tas ir svar\u012bgi, lai uzraudz\u012btu j\u016bsu kult\u016braugu vesel\u012bbu un identific\u0113tu visas iesp\u0113jam\u0101s probl\u0113mas, pirms t\u0101s k\u013c\u016bst par nopietn\u0101m probl\u0113m\u0101m.<\/p>\r\n<p>Tom\u0113r tradicion\u0101l\u0101 kult\u016braugu izl\u016bko\u0161ana var b\u016bt laikietilp\u012bga un darbietilp\u012bga. Tie\u0161i \u0161eit noder automatiz\u0113ti izl\u016bko\u0161anas uzdevumi.<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">GeoPard ir revolucion\u0101ra automatiz\u0113ta prec\u012bz\u0101s lauksaimniec\u012bbas programmat\u016bra, kas izmanto uzlabotus algoritmus un satel\u012btatt\u0113lus, lai autom\u0101tiski uzraudz\u012btu j\u016bsu kult\u016braugus. Ar GeoPard j\u016bs varat viegli iestat\u012bt automatiz\u0113tus izl\u016bko\u0161anas uzdevumus, kas br\u012bdin\u0101s j\u016bs par jebk\u0101d\u0101m iesp\u0113jam\u0101m probl\u0113m\u0101m, piem\u0113ram, kait\u0113k\u013ciem, slim\u012bb\u0101m vai bar\u012bbas vielu tr\u016bkumu.<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">Viena no galvenaj\u0101m automatiz\u0113tu izl\u016bko\u0161anas uzdevumu izmanto\u0161anas priek\u0161roc\u012bb\u0101m ir sp\u0113ja \u0101tri un prec\u012bzi identific\u0113t probl\u0113mas j\u016bsu kult\u016braugos. GeoPard izmanto uzlabotus algoritmus, lai analiz\u0113tu j\u016bsu lauku satel\u012btatt\u0113lus, atkl\u0101jot pat vismaz\u0101k\u0101s izmai\u0146as j\u016bsu kult\u016braugos.<\/p>\r\n<p>Tas noz\u012bm\u0113, ka j\u016bs varat \u0101tri identific\u0113t visas iesp\u0113jam\u0101s probl\u0113mas un veikt pas\u0101kumus, lai t\u0101s nov\u0113rstu, pirms t\u0101s k\u013c\u016bst nopietn\u0101kas.<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">V\u0113l viena automatiz\u0113tu izl\u016bko\u0161anas uzdevumu priek\u0161roc\u012bba ir iesp\u0113ja regul\u0101ri uzraudz\u012bt kult\u016braugus. Ar tradicion\u0101lo izl\u016bko\u0161anu var b\u016bt gr\u016bti regul\u0101ri apmekl\u0113t laukus un p\u0101rbaud\u012bt, vai nav potenci\u0101lu probl\u0113mu.<\/p>\r\n<p>Ta\u010du ar GeoPard j\u016bs varat iestat\u012bt automatiz\u0113tus uzdevumus, kas katru dienu vai katru ned\u0113\u013cu uzraudz\u012bs j\u016bsu kult\u016braugus, sniedzot jums visaptvero\u0161\u0101ku priek\u0161statu par to vesel\u012bbu.<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">GeoPard automatiz\u0113tie izl\u016bko\u0161anas uzdevumi ir ar\u012b piel\u0101gojami, \u013caujot tos piel\u0101got j\u016bsu \u012bpa\u0161aj\u0101m vajadz\u012bb\u0101m. Varat iestat\u012bt uzdevumus konkr\u0113tu probl\u0113mu, piem\u0113ram, kait\u0113k\u013cu vai slim\u012bbu, uzraudz\u012bbai vai ar\u012b iestat\u012bt uzdevumus konkr\u0113tu lauka zonu uzraudz\u012bbai. Tas noz\u012bm\u0113, ka varat ieg\u016bt nepiecie\u0161amo inform\u0101ciju, lai pie\u0146emtu pamatotus l\u0113mumus par sav\u0101m kult\u016br\u0101m.<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">Papildus automatiz\u0113tajiem izl\u016bko\u0161anas uzdevumiem GeoPard pied\u0101v\u0101 ar\u012b virkni citu funkciju, kas var pal\u012bdz\u0113t p\u0101rvald\u012bt prec\u012bz\u0101s lauksaimniec\u012bbas darb\u012bbas. GeoPard var izmantot, lai pl\u0101notu s\u0113\u0161anu un m\u0113slo\u0161anu, uzraudz\u012btu augsnes mitruma l\u012bmeni un izsekotu ra\u017eu.<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">Kopum\u0101 GeoPard automatiz\u0113tie izl\u016bko\u0161anas uzdevumi ir sp\u0113c\u012bgs instruments lauksaimniekiem, agronomiem un prec\u012bz\u0101s lauksaimniec\u012bbas speci\u0101listiem. Ar GeoPard j\u016bs varat \u0101tri un vienk\u0101r\u0161i uzraudz\u012bt savas kult\u016bras un identific\u0113t potenci\u0101las probl\u0113mas, pal\u012bdzot jums pie\u0146emt lab\u0101kus l\u0113mumus par savu darb\u012bbu.<\/p>\r\n<h2>Kas ir kult\u016braugu izl\u016bko\u0161ana?<\/h2>\r\n<p>Kult\u016braugu izl\u016bko\u0161ana ir lauksaimniec\u012bbas prakse, kas ietver sistem\u0101tisku kult\u016braugu p\u0101rbaudi un uzraudz\u012bbu, lai nov\u0113rt\u0113tu to vesel\u012bbu, aug\u0161anu un iesp\u0113jam\u0101s probl\u0113mas. T\u0101 parasti ietver fizisku pastaigu pa laukiem vai t\u0101du tehnolo\u0123iju k\u0101 dronu vai sensoru izmanto\u0161anu datu v\u0101k\u0161anai.<\/p>\r\n<p>Kult\u016braugu izl\u016bki nov\u0113ro un v\u0101c inform\u0101ciju par t\u0101diem faktoriem k\u0101 kait\u0113k\u013cu inv\u0101zijas, slim\u012bbu uzliesmojumi, bar\u012bbas vielu tr\u016bkums un nez\u0101\u013cu spiediens.<\/p>\r\n<p>\u0160ie dati pal\u012bdz lauksaimniekiem pie\u0146emt pamatotus l\u0113mumus par kult\u016braugu apsaimnieko\u0161anu, piem\u0113ram, m\u0113r\u0137tiec\u012bgas apstr\u0101des ievie\u0161anu, m\u0113slo\u0161anas l\u012bdzek\u013cu lieto\u0161anas piel\u0101go\u0161anu vai kait\u0113k\u013cu apkaro\u0161anas strat\u0113\u0123iju ievie\u0161anu. Tam ir iz\u0161\u0137iro\u0161a noz\u012bme kult\u016braugu ra\u017eas palielin\u0101\u0161an\u0101 un visp\u0101r\u0113j\u0101s kult\u016braugu vesel\u012bbas nodro\u0161in\u0101\u0161an\u0101.<\/p>\r\n\r\n\r\n\r\n<h2>Kas ir automatiz\u0113ta kult\u016braugu datu izp\u0113te?<\/h2>\r\n<p class=\"wp-block-paragraph\">Automatiz\u0113ta kult\u016braugu izl\u016bko\u0161ana attiecas uz modern\u0101ko tehnolo\u0123iju, tostarp robotikas, bezpilota lidapar\u0101tu (UAV), da\u017e\u0101du sensoru un m\u0101ksl\u012bg\u0101 intelekta (MI), izmanto\u0161anu, lai nov\u0113rotu un nov\u0113rt\u0113tu kult\u016braugu vesel\u012bbu un att\u012bst\u012bbu lauksaimniec\u012bbas vid\u0113.<\/p>\r\n<p>M\u0113r\u0137is ir uzlabot efektivit\u0101ti, samazin\u0101t izmaksas un racionaliz\u0113t kult\u016braugu apsaimnieko\u0161anu, automatiz\u0113jot uzdevumus, ko tradicion\u0101li veic cilv\u0113ku kult\u016braugu izl\u016bki.<\/p>\r\n<p>Automatiz\u0113tas kult\u016braugu datu izp\u0113tes process ietver vair\u0101kus posmus, piem\u0113ram:<\/p>\r\n<ul>\r\n<li><strong>Datu v\u0101k\u0161ana:<\/strong> Bezpilota lidapar\u0101ti (UAV) vai sauszemes roboti, kas apr\u012bkoti ar da\u017e\u0101diem sensoriem (piem\u0113ram, kamer\u0101m, multispektr\u0101liem sensoriem, LIDAR), ieg\u016bst inform\u0101ciju par kult\u016braugu st\u0101vokli, tostarp augu vesel\u012bbu, kait\u0113k\u013cu un slim\u012bbu sastopam\u012bbu, augsnes \u012bpa\u0161\u012bb\u0101m un bar\u012bbas vielu koncentr\u0101ciju.<\/li>\r\n<li><strong>Datu anal\u012bze<\/strong>Apkopotie dati p\u0113c tam tiek apstr\u0101d\u0101ti un p\u0101rbaud\u012bti, izmantojot m\u0101ksl\u012bgo intelektu un ma\u0161\u012bnm\u0101c\u012b\u0161an\u0101s algoritmus, lai atkl\u0101tu mode\u013cus, neatbilst\u012bbas un tendences, kas saist\u012btas ar kult\u016braugu vesel\u012bbu un att\u012bst\u012bbu.<\/li>\r\n<li><strong>L\u0113mumu pie\u0146em\u0161ana:<\/strong> Datu anal\u012bzes rezult\u0101tus var izmantot, lai pie\u0146emtu pamatotus l\u0113mumus par kult\u016braugu apsaimnieko\u0161anu, tostarp optimiz\u0113jot laist\u012b\u0161anu, m\u0113slo\u0161anu, kait\u0113k\u013cu apkaro\u0161anu un citas intervences.<\/li>\r\n<li><strong>R\u012bc\u012bba:<\/strong> Lauksaimnieki var \u012bstenot m\u0113r\u0137tiec\u012bgus pas\u0101kumus, pamatojoties uz automatiz\u0113tas kult\u016braugu uzraudz\u012bbas rezult\u0101t\u0101 ieg\u016btaj\u0101m zin\u0101\u0161an\u0101m, lai risin\u0101tu konkr\u0113tas probl\u0113mas lauk\u0101, piem\u0113ram, pestic\u012bdus vai bar\u012bbas vielas lietot tikai tur, kur tas nepiecie\u0161ams, t\u0101d\u0113j\u0101di samazinot atkritumus un ietekmi uz vidi.<\/li>\r\n<\/ul>\r\n<p>Nodro\u0161inot lauksaimniekiem prec\u012bzus datus re\u0101llaik\u0101, tas var iev\u0113rojami uzlabot lauksaimniec\u012bbas produktivit\u0101ti un ilgtsp\u0113j\u012bbu, \u013caujot pie\u0146emt lab\u0101kus l\u0113mumus un ieviest prec\u012bz\u0101kas p\u0101rvald\u012bbas metodes.<\/p>\r\n\r\n\r\n\r\n<h2>K\u0101 noteikt skautu zonu?<\/h2>\r\n<p class=\"wp-block-paragraph\">Kult\u016braugu datu izp\u0113tes zonu noteik\u0161ana ietver saimniec\u012bbas lauka sadal\u012b\u0161anu maz\u0101k\u0101s, p\u0101rvald\u0101m\u0101k\u0101s da\u013c\u0101s, pamatojoties uz t\u0101diem aspektiem k\u0101 augsnes sast\u0101vs, reljefs, v\u0113sturiskie kult\u016braugu rezult\u0101ti vai citi b\u016btiski faktori.<\/p>\r\n<p>M\u0113r\u0137is ir izveidot vien\u0101das zonas, kas p\u0101rst\u0101v l\u012bdz\u012bgus apst\u0101k\u013cus, nodro\u0161inot m\u0113r\u0137tiec\u012bg\u0101ku izl\u016bko\u0161anu, nov\u0113ro\u0161anu un apsaimnieko\u0161anas praksi. \u0160eit ir soli pa solim sniegta metode, k\u0101 prec\u012bzi noteikt kult\u016braugu izl\u016bko\u0161anas zonu:<\/p>\r\n<ul>\r\n<li><strong>Apkopojiet v\u0113sturisko inform\u0101ciju:<\/strong> Apkopojiet datus par iepriek\u0161\u0113jo kult\u016braugu ra\u017eu, augsnes anal\u012b\u017eu rezult\u0101tiem, kait\u0113k\u013cu un slim\u012bbu sastopam\u012bbu un jebk\u0101du citu b\u016btisku inform\u0101ciju par lauku. \u0160ie dati var pal\u012bdz\u0113t atpaz\u012bt apgabalus ar sal\u012bdzin\u0101miem apst\u0101k\u013ciem vai sniegumu.<\/li>\r\n<li><strong>Apsveriet augsnes sast\u0101vu un reljefu:<\/strong> Izp\u0113tiet lauka augsnes tipus un reljefu, lai izprastu dabisk\u0101s at\u0161\u0137ir\u012bbas. Da\u017e\u0101ds augsnes sast\u0101vs un augstuma l\u012bme\u0146i var ietekm\u0113t kult\u016braugu aug\u0161anu, bar\u012bbas vielu uzs\u016bk\u0161anos un \u016bdens pieejam\u012bbu, kas savuk\u0101rt ietekm\u0113 kult\u016braugu vesel\u012bbu.<\/li>\r\n<li><strong>Izmantojiet t\u0101lizp\u0113tes tehnolo\u0123iju:<\/strong> Izmantojiet satel\u012bta vai dronu att\u0113lus, lai ieg\u016btu papildu inform\u0101ciju par lauka apst\u0101k\u013ciem, piem\u0113ram, ve\u0123et\u0101cijas indeksus, augsnes mitruma l\u012bmeni un temperat\u016bras sv\u0101rst\u012bbas. \u0160\u012b inform\u0101cija var pal\u012bdz\u0113t preciz\u0113t izp\u0113tes zonas, sniedzot visaptvero\u0161\u0101ku lauka ainu.<\/li>\r\n<li><strong>Ieviest prec\u012bz\u0101s lauksaimniec\u012bbas metodes:<\/strong> Izmantojiet prec\u012bz\u0101s lauksaimniec\u012bbas programmat\u016bru, lai apstr\u0101d\u0101tu un analiz\u0113tu apkopotos datus. \u0160ie r\u012bki var pal\u012bdz\u0113t noteikt mode\u013cus un izveidot uz datiem balst\u012btas izp\u0113tes zonas, \u0146emot v\u0113r\u0101 t\u0101dus faktorus k\u0101 kult\u016braugu vesel\u012bba, augsnes main\u012bgums un reljefs.<\/li>\r\n<li><strong>Izveidot izl\u016bko\u0161anas zonas<\/strong>Pamatojoties uz datu anal\u012bzi, sadaliet lauku maz\u0101k\u0101s, vien\u0101d\u0101s zon\u0101s, kur\u0101m ir l\u012bdz\u012bgas paz\u012bmes. \u0160\u012bm zon\u0101m j\u0101b\u016bt p\u0101rvald\u0101m\u0101m p\u0113c lieluma un piel\u0101got\u0101m j\u016bsu darb\u012bbas \u012bpa\u0161aj\u0101m pras\u012bb\u0101m.<\/li>\r\n<li><strong>Regul\u0101ri atjauniniet un piel\u0101gojiet:<\/strong> Mainoties apst\u0101k\u013ciem un k\u013c\u016bstot pieejamiem jauniem datiem, atk\u0101rtoti nov\u0113rt\u0113jiet un modific\u0113jiet izl\u016bko\u0161anas zonas, lai nodro\u0161in\u0101tu to atbilst\u012bbu un precizit\u0101ti. Tas var ietvert zonu atjaunin\u0101\u0161anu, pamatojoties uz jauniem ra\u017eas datiem, kait\u0113k\u013cu un slim\u012bbu gad\u012bjumiem vai citiem faktoriem, kas ietekm\u0113 kult\u016braugu produktivit\u0101ti.<\/li>\r\n<\/ul>\r\n<p>T\u0101d\u0113j\u0101di, prec\u012bzi nosakot un izveidojot kult\u016braugu izp\u0113tes zonu, lauksaimnieki var efekt\u012bv\u0101k koncentr\u0113t savus uzraudz\u012bbas centienus un piem\u0113rot m\u0113r\u0137tiec\u012bgas p\u0101rvald\u012bbas prakses, k\u0101 rezult\u0101t\u0101 tiek lab\u0101k izmantota resursu izmanto\u0161ana un uzlabota kult\u016braugu vesel\u012bba.<\/p>","protected":false},"excerpt":{"rendered":"<p>GeoPard sist\u0113m\u0101 ir modulis kult\u016braugu datu izp\u0113tes zonu autom\u0101tiskai izveidei, izmantojot elast\u012bgu biznesa un agronomisk\u0101s lo\u0123ikas konfigur\u0101ciju. Tas \u013cauj kontrol\u0113t\u2026<\/p>","protected":false},"author":210157960,"featured_media":5600,"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_hide_featured_image":false,"_jetpack_featured_image_duplicate_dismissed":0,"_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":[1377,1378,1379,1370,1367,1368],"tags":[1618],"class_list":["post-5598","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-crop-monitoring","category-remote-sensing","category-soil-data","category-scouting","category-use-cases","category-yield","tag-crop-monitoring"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.8 - 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