{"id":8688,"date":"2023-10-22T20:23:28","date_gmt":"2023-10-22T18:23:28","guid":{"rendered":"https:\/\/geopard.tech\/?p=8688"},"modified":"2023-10-22T20:23:28","modified_gmt":"2023-10-22T18:23:28","slug":"smulkiuju-ukiu-populiarinimas-naudojant-nepilotuojamus-orlaivius-paseliu-stebejimui","status":"publish","type":"post","link":"https:\/\/geopard.tech\/lt\/blog\/enhancing-smallholder-farming-with-unmanned-aerial-vehicles-crop-monitoring\/","title":{"rendered":"Smulki\u0173j\u0173 \u016bkinink\u0173 \u016bkio skatinimas naudojant nepilotuojamas orlaivi\u0173 pas\u0117li\u0173 steb\u0117sen\u0105"},"content":{"rendered":"

Smulkieji \u016bkininkai vaidina labai svarb\u0173 vaidmen\u012f pasaulin\u0117je maisto gamyboje, ta\u010diau jie susiduria su daugybe i\u0161\u0161\u016bki\u0173 \u2013 nuo i\u0161tekli\u0173 ribotumo iki nenusp\u0117jam\u0173 aplinkos veiksni\u0173. \u0160ioje technologin\u0117s pa\u017eangos eroje nepilotuojami orlaiviai (UAV), paprastai \u017einomi kaip dronai, tapo transformuojan\u010dia j\u0117ga smulki\u0173j\u0173 \u016bkinink\u0173 \u016bkiuose.<\/p>\n

\u0160ios oro transporto priemon\u0117s si\u016blo sprendimus, kurie gali pakeisti \u017eem\u0117s \u016bkio praktik\u0105 ir pagerinti smulki\u0173j\u0173 \u016bkinink\u0173 gyvenim\u0105.<\/p>\n

Siekdami i\u0161 tikr\u0173j\u0173 suprasti dron\u0173 potencial\u0105 ir poveik\u012f smulkiajam \u016bkininkavimui, tyr\u0117jai atliko i\u0161sami\u0105 esam\u0173 tyrim\u0173 ir tendencij\u0173 \u0161ioje srityje analiz\u0119. J\u0173 \u012fgytos \u012f\u017evalgos atskleid\u017eia \u012fdom\u0173 bepilo\u010di\u0173 orlaivi\u0173 vaidmen\u012f \u017eem\u0117s \u016bkio inovacijose.<\/p>\n

Tyrimas rodo, kad dron\u0173 naudojimas smulkiuosiuose \u016bkiuose auga. Per pastaruosius kelerius metus pastebimai i\u0161augo susidom\u0117jimas \u0161ia technologija ir investicijos \u012f j\u0105. Nuo 2016 m. bendras metinis augimo tempas siek\u0117 apie 31%, o tai rodo vis didesn\u012f dron\u0173 vert\u0117s \u017eem\u0117s \u016bkyje pripa\u017einim\u0105.<\/p>\n

Pirmaujantis bendradarbiavimas ir poveikis<\/h2>\n

Dron\u0173 naudojimas \u017eem\u0117s \u016bkyje tampa pagrindine tyrim\u0173 sritimi, ir tai atsispindi akademin\u0117je bendruomen\u0117je. Tokie \u017eurnalai kaip \u201cDrones\u201d ir \u201cRemote Sensing\u201d tapo lyderiais publikuojant tyrimus, susijusius su bepilo\u010diais orlaiviais \u017eem\u0117s \u016bkyje, \u2013 apie 351 TP3T vis\u0173 \u0161ios srities publikacij\u0173. Tarp \u0161i\u0173 \u017eurnal\u0173 \u201cDrones\u201d i\u0161siskiria daugiausiai citavim\u0173, o tai pabr\u0117\u017eia jo svarb\u0105.<\/p>\n

Pasaulin\u0117je bepilo\u010di\u0173 orlaivi\u0173 (UAV) taikymo smulkiuosiuose \u016bkiuose srityje tyr\u0117jai nustat\u0117 14 aktyvi\u0173 dalyvi\u0173. Pa\u017eym\u0117tina, kad Kinija, Piet\u0173 Afrika, Nigerija, \u0160veicarija ir JAV yra \u0161i\u0173 tyrim\u0173 prie\u0161akyje.<\/p>\n

Kinija nuolat patenka \u012f penki\u0173 geriausi\u0173 citat\u0173 s\u0105ra\u0161\u0105, o tai rodo jos stipr\u0173 dalyvavim\u0105 \u0161ioje srityje. Nors dauguma tyrim\u0173 atliekama nacionalini\u0173 sien\u0173 ribose, atsirado ir tarptautinio bendradarbiavimo pavyzd\u017ei\u0173.<\/p>\n

Be to, tyrime pabr\u0117\u017eiamas 131 autoriaus, kurie savo 23 publikacijomis padar\u0117 didel\u0119 \u012ftak\u0105 \u0161iai sri\u010diai, ind\u0117lis. \u017dym\u016bs autoriai, tokie kaip Vimbayi Chimonyo, Alistair Clulow, Tafadzwanashe Mabhaudhi ir Mbulisi Sibanda, aktyviai dalyvavo skatinant dron\u0173 naudojim\u0105 smulkiuosiuose \u016bkiuose.<\/p>\n

Kalbant apie citatas, Ola Hall ir Magnus Jirstr\u00f6m yra vieni labiausiai pripa\u017eint\u0173, o tai rodo j\u0173 didel\u0119 \u012ftak\u0105 \u0161iai temai.<\/p>\n

Revoliucinis pas\u0117li\u0173 steb\u0117jimas<\/h2>\n

Pas\u0117li\u0173 vystymosi steb\u0117jimas ir derliaus \u012fvertinimas tampa pagrindiniais bepilo\u010di\u0173 orlaivi\u0173 (UAV) taikymo b\u016bdais smulkiuosiuose \u016bkiuose. Dronai suteikia unikali\u0105 galimyb\u0119 \u012fvertinti pas\u0117li\u0173 sveikat\u0105 ir gyvybingum\u0105 vis\u0105 vegetacijos sezon\u0105.<\/p>\n

Jie gali aptikti tokias problemas kaip vandens stresas, ligos ir maistini\u0173 med\u017eiag\u0173 tr\u016bkumas. Analizuodami pas\u0117li\u0173 atspind\u017eio duomenis, smulkieji \u016bkininkai gali anksti \u012fsiki\u0161ti ir i\u0161vengti dideli\u0173 derliaus nuostoli\u0173. Bepilo\u010di\u0173 orlaivi\u0173 (UAV) pagalba gauti vegetacijos indeksai, \u012fskaitant NDVI, EVI ir SAVI, atlieka lemiam\u0105 vaidmen\u012f vertinant pas\u0117li\u0173 vystym\u0105si.<\/p>\n

1. Tikslus tr\u0105\u0161\u0173 valdymas<\/h3>\n

Tr\u0105\u0161\u0173 naudojimo optimizavimas yra labai svarbus tiksliosios \u017eemdirbyst\u0117s aspektas. Bepilo\u010diai orlaiviai padeda smulkiesiems \u016bkininkams \u0161ioje srityje, vertindami lap\u0173 chlorofilo kiek\u012f, kuris yra glaud\u017eiai susij\u0119s su lap\u0173 azotu.<\/p>\n

\u0160i informacija padeda \u016bkininkams priimti pagr\u012fstus sprendimus d\u0117l tr\u0105\u0161\u0173 naudojimo. Tyrimai parod\u0117, kad bepilo\u010di\u0173 orlaivi\u0173 (UAV) surinkti duomenys gali padidinti tr\u0105\u0161\u0173 efektyvum\u0105 ma\u017edaug 10%.<\/p>\n

2. Pas\u0117li\u0173 \u017eem\u0117lapi\u0173 sudarymas efektyviam valdymui<\/h3>\n

Tikslus \u017eem\u0117lapi\u0173 sudarymas yra dar viena sritis, kurioje dronai pasi\u017eymi. Pasitelkdami didel\u0117s skiriamosios gebos vaizdus ir ma\u0161inin\u012f mokym\u0105si, bepilo\u010diai orlaiviai padeda smulkiesiems \u016bkininkams tiksliai sudaryti savo lauk\u0173 \u017eem\u0117lapius. \u0160i technologija yra labai svarbi tiksliajai \u017eemdirbystei, nes ji informuoja apie \u017eem\u0117s naudojimo ir pas\u0117li\u0173 \u017eem\u0117lapi\u0173 sudarym\u0105.<\/p>\n

Ap\u017evelgtuose tyrimuose algoritm\u0173 mokymo metodai paprastai ap\u0117m\u0117 \u017eem\u0117s pavir\u0161iaus tyrimus arba didel\u0117s skiriamosios gebos vaizdus. Vaizdams klasifikuoti naudojami tokie algoritmai kaip atsitiktini\u0173 mi\u0161k\u0173 algoritmas, atramini\u0173 vektori\u0173 ma\u0161inos ir gilieji neuroniniai tinklai, tod\u0117l pas\u0117li\u0173 \u017eem\u0117lapiai sudaromi tiksliau.<\/p>\n

I\u0161\u0161\u016bkiai ir galimyb\u0117s<\/h2>\n

Nors dron\u0173 potencialas smulkiuosiuose \u016bkiuose akivaizdus, b\u016btina pripa\u017einti i\u0161\u0161\u016bkius, kylan\u010dius d\u0117l j\u0173 diegimo.<\/p>\n

1. Nepakankam\u0173 vietoje surinkt\u0173 duomen\u0173 tr\u016bkumas<\/strong>Daugelis modeli\u0173 kuriami ir patvirtinami tik turint geros kokyb\u0117s in situ duomen\u0173. Tokie duomenys ne visada lengvai prieinami ir gali b\u016bti ribotos apimties.<\/p>\n

2. \u012evair\u016bs bepilo\u010di\u0173 orlaivi\u0173 tipai ir naudingoji apkrova:<\/strong> Dronai b\u016bna \u012fvairi\u0173 dyd\u017ei\u0173 ir tip\u0173, kiekvienas pasi\u017eymi skirtingomis galimyb\u0117mis. J\u0173 skryd\u017eio laikas ir keliamoji galia gali netikti didelio masto \u017eem\u0117s \u016bkio reikm\u0117ms.<\/p>\n

3. Jautrumas orams<\/strong>Oro s\u0105lygos gali smarkiai paveikti dron\u0173 duomen\u0173 rinkim\u0105. Stiprus v\u0117jas ir lietus gali kelti i\u0161\u0161\u016bki\u0173 duomen\u0173 rinkimui.<\/p>\n

4. \u012eperkamumas<\/strong>Dron\u0173 valdymas ir duomen\u0173 apdorojimo programin\u0117s \u012frangos \u012fsigijimas gali b\u016bti brang\u016bs, ypa\u010d pinig\u0173 stokojantiems smulkiesiems \u016bkininkams.<\/p>\n

5. Technin\u0117 kompetencija:<\/strong> Dron\u0173 valdymas ir prie\u017ei\u016bra, taip pat duomen\u0173 apdorojimas reikalauja specializuot\u0173 \u012fg\u016bd\u017ei\u0173, kurie ne visada gali b\u016bti lengvai prieinami.<\/p>\n

6. Reguliavimo sistemos<\/strong>Grie\u017eti reglamentai, nulemti galimos su bepilo\u010di\u0173 orlaivi\u0173 (UAV) naudojimu susijusios rizikos, gali apriboti j\u0173 naudojim\u0105 arba priversti gauti piloto licencijas.<\/p>\n

7. Skai\u010diavimo i\u0161tekliai<\/strong>Dron\u0173 generuojam\u0173 did\u017eiuli\u0173 duomen\u0173 kieki\u0173 tvarkymas gali b\u016bti sud\u0117tingas, tod\u0117l gali prireikti papildom\u0173 i\u0161tekli\u0173 ir mokym\u0173.<\/p>\n

Ta\u010diau \u0161iuos i\u0161\u0161\u016bkius lydi daugyb\u0117 galimybi\u0173:<\/p>\n

1. \u012evair\u016bs pritaikymai tiksliojoje \u017eemdirbyst\u0117je:<\/strong> Dronai si\u016blo \u012fvairias tiksliosios \u017eemdirbyst\u0117s taikymo sritis, be pas\u0117li\u0173 steb\u0117jimo ir kartografavimo, \u012fskaitant integruot\u0105 pikt\u017eoli\u0173 valdym\u0105, vandens naudojimo \u012fvertinim\u0105, dr\u0117kinimo vandens kokyb\u0117s ir kiekio vertinim\u0105, dirvo\u017eemio savybi\u0173 kartografavim\u0105 ir kintamos normos receptini\u0173 pesticid\u0173 valdymo \u017eem\u0117lapius.<\/p>\n

2. Daugialypiai duomenys sprendimams paremti:<\/strong> \u012evair\u016bs dron\u0173 teikiami duomenys atveria duris kuriant sprendim\u0173 pri\u0117mimo priemones, kurios gali vienu metu spr\u0119sti kelis tikslus.<\/p>\n

3. Pa\u017eangios debes\u0173 kompiuterijos platformos<\/strong>Tokios platformos kaip \u201eGoogle Earth Engine\u201c si\u016blo nauj\u0173 galimybi\u0173 bepilo\u010di\u0173 orlaivi\u0173 duomen\u0173 apdorojimui ir analizei.<\/p>\n

4. Dron\u0173 ir palydov\u0173 sinergija<\/strong>Dronai ir palydovai gali teikti papildomus duomenis \u012fvairioms reikm\u0117ms, tod\u0117l reikia atlikti tyrimus, kad b\u016bt\u0173 galima atskleisti j\u0173 galim\u0105 sinergij\u0105.<\/p>\n

5. Duomen\u0173 stokojan\u010di\u0173 aplink\u0173 metodai:<\/strong> D\u0117l inovacij\u0173 duomen\u0173 tr\u016bkumas tampa vis ma\u017eesne kli\u016btimi, k\u0105 rodo metodai, kuriems reikia minimali\u0173 vietoje surinkt\u0173 duomen\u0173 ir mokymosi perdavimu metod\u0173.<\/p>\n

6. S\u0105naud\u0173 ir naudos analiz\u0117:<\/strong> Palyginus dron\u0173 technologij\u0173 ir kit\u0173 nuotolinio steb\u0117jimo metod\u0173 kain\u0105, paai\u0161k\u0117s j\u0173 \u012fperkamumas ir nauda.<\/p>\n

7. Moter\u0173 \u012fgalinimas \u017eem\u0117s \u016bkyje:<\/strong> Tiksliojo \u016bkininkavimo diegimas, kur\u012f palengvina dronai, gali suteikti moterims gali\u0173 smulkiuosiuose \u016bkiuose ir padidinti j\u0173 geb\u0117jim\u0105 spr\u0119sti i\u0161\u0161\u016bkius bei ateities netikrum\u0105.<\/p>\n

8. Jaunimo \u012ftraukimas:<\/strong> \u017dem\u0117s \u016bkio modernizavimas taikant bepilo\u010di\u0173 orlaivi\u0173 (UAV) pagr\u012fst\u0105 tiksli\u0105j\u0105 \u017eemdirbyst\u0119 gali paskatinti jaunimo susidom\u0117jim\u0105 \u016bkininkavimu, taip sustiprindamas sektoriaus ilgaam\u017ei\u0161kum\u0105 ir atsparum\u0105.<\/p>\n

I\u0161vada<\/h2>\n

Apibendrinant galima teigti, kad dron\u0173 integravimas \u012f smulkiuosius \u016bkininkus gali pakeisti milijon\u0173 smulki\u0173j\u0173 \u016bkinink\u0173 pragyvenimo \u0161altinius. Suteikdami novatori\u0161kus pas\u0117li\u0173 steb\u0117jimo, tr\u0105\u0161\u0173 valdymo ir kartografavimo sprendimus, dronai suteikia \u016bkininkams verting\u0173 \u012f\u017evalg\u0173, reikaling\u0173 priimti pagr\u012fstus sprendimus. Nepaisant i\u0161\u0161\u016bki\u0173, smulkiojo \u016bkininkavimo su dronais ateitis kupina galimybi\u0173. Spar\u010diai besivystan\u010dios technologijos kartu su ma\u017e\u0117jan\u010diomis j\u0173 s\u0105naudomis atveria naujas duris \u017eem\u0117s \u016bkio sektoriui ir si\u016blo maisto saugumo, aplinkos tvarumo ir ekonomin\u0117s gerov\u0117s pa\u017ead\u0105 \u016bkinink\u0173 bendruomen\u0117ms visame pasaulyje.<\/p>","protected":false},"excerpt":{"rendered":"

Smulkieji \u016bkininkai vaidina labai svarb\u0173 vaidmen\u012f pasaulin\u0117je maisto gamyboje, ta\u010diau jie susiduria su daugybe i\u0161\u0161\u016bki\u0173 \u2013 nuo i\u0161tekli\u0173 ribotumo iki nenusp\u0117jam\u0173 aplinkos veiksni\u0173. \u0160iais laikais\u2026<\/p>","protected":false},"author":210157960,"featured_media":8693,"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":[1377],"tags":[],"class_list":["post-8688","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-crop-monitoring"],"acf":[],"yoast_head":"\nEnhancing Smallholder Farming with Unmanned Aerial Vehicles Crop Monitoring - GeoPard Agriculture<\/title>\n<meta name=\"description\" content=\"In era of advancement, Unmanned Aerial Vehicles (UAVs), known as drones, have emerged as transformative force in smallholder farming.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/geopard.tech\/lt\/tinklarastis\/smulkiuju-ukiu-populiarinimas-naudojant-nepilotuojamus-orlaivius-paseliu-stebejimui\/\" \/>\n<meta property=\"og:locale\" content=\"lt_LT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Enhancing Smallholder Farming with Unmanned Aerial Vehicles Crop Monitoring - GeoPard Agriculture\" \/>\n<meta property=\"og:description\" content=\"In era of advancement, Unmanned Aerial Vehicles (UAVs), known as drones, have emerged as transformative force in smallholder farming.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/geopard.tech\/lt\/tinklarastis\/smulkiuju-ukiu-populiarinimas-naudojant-nepilotuojamus-orlaivius-paseliu-stebejimui\/\" \/>\n<meta property=\"og:site_name\" content=\"GeoPard - Precision agriculture Mapping software\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/geopardAgriculture\/\" \/>\n<meta property=\"article:published_time\" content=\"2023-10-22T18:23:28+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/geopard.tech\/wp-content\/uploads\/2023\/10\/Enhancing-Smallholder-Farming-with-Unmanned-Aerial-Vehicles-Crop-Monitoring.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1920\" \/>\n\t<meta property=\"og:image:height\" content=\"1080\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"dementievgeopard\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@geopardagri\" \/>\n<meta name=\"twitter:site\" content=\"@geopardagri\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"dementievgeopard\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"5 minut\u0117s\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/enhancing-smallholder-farming-with-unmanned-aerial-vehicles-crop-monitoring\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/enhancing-smallholder-farming-with-unmanned-aerial-vehicles-crop-monitoring\\\/\"},\"author\":{\"name\":\"dementievgeopard\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/#\\\/schema\\\/person\\\/dd217733c742620adc57befbbcd84a8a\"},\"headline\":\"Enhancing Smallholder Farming with Unmanned Aerial Vehicles Crop Monitoring\",\"datePublished\":\"2023-10-22T18:23:28+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/enhancing-smallholder-farming-with-unmanned-aerial-vehicles-crop-monitoring\\\/\"},\"wordCount\":1073,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/enhancing-smallholder-farming-with-unmanned-aerial-vehicles-crop-monitoring\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/i0.wp.com\\\/geopard.tech\\\/wp-content\\\/uploads\\\/2023\\\/10\\\/Enhancing-Smallholder-Farming-with-Unmanned-Aerial-Vehicles-Crop-Monitoring.jpg?fit=1920%2C1080&ssl=1\",\"articleSection\":[\"Crop monitoring\"],\"inLanguage\":\"lt-LT\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/geopard.tech\\\/blog\\\/enhancing-smallholder-farming-with-unmanned-aerial-vehicles-crop-monitoring\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/enhancing-smallholder-farming-with-unmanned-aerial-vehicles-crop-monitoring\\\/\",\"url\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/enhancing-smallholder-farming-with-unmanned-aerial-vehicles-crop-monitoring\\\/\",\"name\":\"Enhancing Smallholder Farming with Unmanned Aerial Vehicles Crop Monitoring - GeoPard Agriculture\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/enhancing-smallholder-farming-with-unmanned-aerial-vehicles-crop-monitoring\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/enhancing-smallholder-farming-with-unmanned-aerial-vehicles-crop-monitoring\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/i0.wp.com\\\/geopard.tech\\\/wp-content\\\/uploads\\\/2023\\\/10\\\/Enhancing-Smallholder-Farming-with-Unmanned-Aerial-Vehicles-Crop-Monitoring.jpg?fit=1920%2C1080&ssl=1\",\"datePublished\":\"2023-10-22T18:23:28+00:00\",\"description\":\"In era of advancement, Unmanned Aerial Vehicles (UAVs), known as drones, have emerged as transformative force in smallholder farming.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/enhancing-smallholder-farming-with-unmanned-aerial-vehicles-crop-monitoring\\\/#breadcrumb\"},\"inLanguage\":\"lt-LT\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/geopard.tech\\\/blog\\\/enhancing-smallholder-farming-with-unmanned-aerial-vehicles-crop-monitoring\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"lt-LT\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/enhancing-smallholder-farming-with-unmanned-aerial-vehicles-crop-monitoring\\\/#primaryimage\",\"url\":\"https:\\\/\\\/i0.wp.com\\\/geopard.tech\\\/wp-content\\\/uploads\\\/2023\\\/10\\\/Enhancing-Smallholder-Farming-with-Unmanned-Aerial-Vehicles-Crop-Monitoring.jpg?fit=1920%2C1080&ssl=1\",\"contentUrl\":\"https:\\\/\\\/i0.wp.com\\\/geopard.tech\\\/wp-content\\\/uploads\\\/2023\\\/10\\\/Enhancing-Smallholder-Farming-with-Unmanned-Aerial-Vehicles-Crop-Monitoring.jpg?fit=1920%2C1080&ssl=1\",\"width\":1920,\"height\":1080,\"caption\":\"Enhancing Smallholder Farming with Unmanned Aerial Vehicles Crop Monitoring\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/enhancing-smallholder-farming-with-unmanned-aerial-vehicles-crop-monitoring\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/geopard.tech\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Enhancing Smallholder Farming with Unmanned Aerial Vehicles Crop Monitoring\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/#website\",\"url\":\"https:\\\/\\\/geopard.tech\\\/\",\"name\":\"GeoPard - Precision agriculture software\",\"description\":\"Precision agriculture Mapping software\",\"publisher\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/#organization\"},\"alternateName\":\"GeoPard\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/geopard.tech\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"lt-LT\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/#organization\",\"name\":\"GeoPard Agriculture\",\"alternateName\":\"GeoPard\",\"url\":\"https:\\\/\\\/geopard.tech\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"lt-LT\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/i0.wp.com\\\/geopard.tech\\\/wp-content\\\/uploads\\\/2026\\\/07\\\/geopard_logo_transparentbackground.png?fit=512%2C68&ssl=1\",\"contentUrl\":\"https:\\\/\\\/i0.wp.com\\\/geopard.tech\\\/wp-content\\\/uploads\\\/2026\\\/07\\\/geopard_logo_transparentbackground.png?fit=512%2C68&ssl=1\",\"width\":512,\"height\":68,\"caption\":\"GeoPard Agriculture\"},\"image\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/geopardAgriculture\\\/\",\"https:\\\/\\\/x.com\\\/geopardagri\",\"https:\\\/\\\/www.linkedin.com\\\/company\\\/geopard-agriculture\\\/\",\"https:\\\/\\\/www.instagram.com\\\/geopardagriculture\\\/\",\"https:\\\/\\\/www.youtube.com\\\/channel\\\/UCiaPGLAhRPNh-s85dXdC-Sw\",\"https:\\\/\\\/www.g2.com\\\/products\\\/geopard-agriculture-precision-farming-software\\\/reviews\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/#\\\/schema\\\/person\\\/dd217733c742620adc57befbbcd84a8a\",\"name\":\"dementievgeopard\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"lt-LT\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/7c09adac9c20b00454199df5a41ea67c812a6c97e948bf109899836ddde31354?s=96&d=identicon&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/7c09adac9c20b00454199df5a41ea67c812a6c97e948bf109899836ddde31354?s=96&d=identicon&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/7c09adac9c20b00454199df5a41ea67c812a6c97e948bf109899836ddde31354?s=96&d=identicon&r=g\",\"caption\":\"dementievgeopard\"}}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Smulki\u0173j\u0173 \u016bkinink\u0173 veiklos gerinimas naudojant nepilotuojamas orlaivi\u0173 pas\u0117li\u0173 steb\u0117sen\u0105 \u2013 \u201eGeoPard Agriculture\u201c","description":"Tobul\u0117jant \u017eemei, bepilo\u010diai orlaiviai (UAV), dar vadinami dronais, tapo transformacine j\u0117ga smulki\u0173j\u0173 \u016bki\u0173 \u016bkiuose.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/geopard.tech\/lt\/tinklarastis\/smulkiuju-ukiu-populiarinimas-naudojant-nepilotuojamus-orlaivius-paseliu-stebejimui\/","og_locale":"lt_LT","og_type":"article","og_title":"Enhancing Smallholder Farming with Unmanned Aerial Vehicles Crop Monitoring - GeoPard Agriculture","og_description":"In era of advancement, Unmanned Aerial Vehicles (UAVs), known as drones, have emerged as transformative force in smallholder farming.","og_url":"https:\/\/geopard.tech\/lt\/tinklarastis\/smulkiuju-ukiu-populiarinimas-naudojant-nepilotuojamus-orlaivius-paseliu-stebejimui\/","og_site_name":"GeoPard - Precision agriculture Mapping software","article_publisher":"https:\/\/www.facebook.com\/geopardAgriculture\/","article_published_time":"2023-10-22T18:23:28+00:00","og_image":[{"width":1920,"height":1080,"url":"https:\/\/geopard.tech\/wp-content\/uploads\/2023\/10\/Enhancing-Smallholder-Farming-with-Unmanned-Aerial-Vehicles-Crop-Monitoring.jpg","type":"image\/jpeg"}],"author":"dementievgeopard","twitter_card":"summary_large_image","twitter_creator":"@geopardagri","twitter_site":"@geopardagri","twitter_misc":{"Written by":"dementievgeopard","Est. reading time":"5 minut\u0117s"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/geopard.tech\/blog\/enhancing-smallholder-farming-with-unmanned-aerial-vehicles-crop-monitoring\/#article","isPartOf":{"@id":"https:\/\/geopard.tech\/blog\/enhancing-smallholder-farming-with-unmanned-aerial-vehicles-crop-monitoring\/"},"author":{"name":"dementievgeopard","@id":"https:\/\/geopard.tech\/#\/schema\/person\/dd217733c742620adc57befbbcd84a8a"},"headline":"Enhancing Smallholder Farming with Unmanned Aerial Vehicles Crop Monitoring","datePublished":"2023-10-22T18:23:28+00:00","mainEntityOfPage":{"@id":"https:\/\/geopard.tech\/blog\/enhancing-smallholder-farming-with-unmanned-aerial-vehicles-crop-monitoring\/"},"wordCount":1073,"commentCount":0,"publisher":{"@id":"https:\/\/geopard.tech\/#organization"},"image":{"@id":"https:\/\/geopard.tech\/blog\/enhancing-smallholder-farming-with-unmanned-aerial-vehicles-crop-monitoring\/#primaryimage"},"thumbnailUrl":"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/10\/Enhancing-Smallholder-Farming-with-Unmanned-Aerial-Vehicles-Crop-Monitoring.jpg?fit=1920%2C1080&ssl=1","articleSection":["Crop monitoring"],"inLanguage":"lt-LT","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/geopard.tech\/blog\/enhancing-smallholder-farming-with-unmanned-aerial-vehicles-crop-monitoring\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/geopard.tech\/blog\/enhancing-smallholder-farming-with-unmanned-aerial-vehicles-crop-monitoring\/","url":"https:\/\/geopard.tech\/blog\/enhancing-smallholder-farming-with-unmanned-aerial-vehicles-crop-monitoring\/","name":"Smulki\u0173j\u0173 \u016bkinink\u0173 veiklos gerinimas naudojant nepilotuojamas orlaivi\u0173 pas\u0117li\u0173 steb\u0117sen\u0105 \u2013 \u201eGeoPard Agriculture\u201c","isPartOf":{"@id":"https:\/\/geopard.tech\/#website"},"primaryImageOfPage":{"@id":"https:\/\/geopard.tech\/blog\/enhancing-smallholder-farming-with-unmanned-aerial-vehicles-crop-monitoring\/#primaryimage"},"image":{"@id":"https:\/\/geopard.tech\/blog\/enhancing-smallholder-farming-with-unmanned-aerial-vehicles-crop-monitoring\/#primaryimage"},"thumbnailUrl":"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/10\/Enhancing-Smallholder-Farming-with-Unmanned-Aerial-Vehicles-Crop-Monitoring.jpg?fit=1920%2C1080&ssl=1","datePublished":"2023-10-22T18:23:28+00:00","description":"Tobul\u0117jant \u017eemei, bepilo\u010diai orlaiviai (UAV), dar vadinami dronais, tapo transformacine j\u0117ga smulki\u0173j\u0173 \u016bki\u0173 \u016bkiuose.","breadcrumb":{"@id":"https:\/\/geopard.tech\/blog\/enhancing-smallholder-farming-with-unmanned-aerial-vehicles-crop-monitoring\/#breadcrumb"},"inLanguage":"lt-LT","potentialAction":[{"@type":"ReadAction","target":["https:\/\/geopard.tech\/blog\/enhancing-smallholder-farming-with-unmanned-aerial-vehicles-crop-monitoring\/"]}]},{"@type":"ImageObject","inLanguage":"lt-LT","@id":"https:\/\/geopard.tech\/blog\/enhancing-smallholder-farming-with-unmanned-aerial-vehicles-crop-monitoring\/#primaryimage","url":"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/10\/Enhancing-Smallholder-Farming-with-Unmanned-Aerial-Vehicles-Crop-Monitoring.jpg?fit=1920%2C1080&ssl=1","contentUrl":"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/10\/Enhancing-Smallholder-Farming-with-Unmanned-Aerial-Vehicles-Crop-Monitoring.jpg?fit=1920%2C1080&ssl=1","width":1920,"height":1080,"caption":"Enhancing Smallholder Farming with Unmanned Aerial Vehicles Crop Monitoring"},{"@type":"BreadcrumbList","@id":"https:\/\/geopard.tech\/blog\/enhancing-smallholder-farming-with-unmanned-aerial-vehicles-crop-monitoring\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/geopard.tech\/"},{"@type":"ListItem","position":2,"name":"Enhancing Smallholder Farming with Unmanned Aerial Vehicles Crop Monitoring"}]},{"@type":"WebSite","@id":"https:\/\/geopard.tech\/#website","url":"https:\/\/geopard.tech\/","name":"GeoPard \u2013 tiksliosios \u017eemdirbyst\u0117s programin\u0117 \u012franga","description":"Tiksliosios \u017eemdirbyst\u0117s kartografavimo programin\u0117 \u012franga","publisher":{"@id":"https:\/\/geopard.tech\/#organization"},"alternateName":"GeoPard","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/geopard.tech\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"lt-LT"},{"@type":"Organization","@id":"https:\/\/geopard.tech\/#organization","name":"GeoPard \u017dem\u0117s \u016bkis","alternateName":"GeoPard","url":"https:\/\/geopard.tech\/","logo":{"@type":"ImageObject","inLanguage":"lt-LT","@id":"https:\/\/geopard.tech\/#\/schema\/logo\/image\/","url":"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/07\/geopard_logo_transparentbackground.png?fit=512%2C68&ssl=1","contentUrl":"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/07\/geopard_logo_transparentbackground.png?fit=512%2C68&ssl=1","width":512,"height":68,"caption":"GeoPard Agriculture"},"image":{"@id":"https:\/\/geopard.tech\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/geopardAgriculture\/","https:\/\/x.com\/geopardagri","https:\/\/www.linkedin.com\/company\/geopard-agriculture\/","https:\/\/www.instagram.com\/geopardagriculture\/","https:\/\/www.youtube.com\/channel\/UCiaPGLAhRPNh-s85dXdC-Sw","https:\/\/www.g2.com\/products\/geopard-agriculture-precision-farming-software\/reviews"]},{"@type":"Person","@id":"https:\/\/geopard.tech\/#\/schema\/person\/dd217733c742620adc57befbbcd84a8a","name":"dementjevgeopardo","image":{"@type":"ImageObject","inLanguage":"lt-LT","@id":"https:\/\/secure.gravatar.com\/avatar\/7c09adac9c20b00454199df5a41ea67c812a6c97e948bf109899836ddde31354?s=96&d=identicon&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/7c09adac9c20b00454199df5a41ea67c812a6c97e948bf109899836ddde31354?s=96&d=identicon&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/7c09adac9c20b00454199df5a41ea67c812a6c97e948bf109899836ddde31354?s=96&d=identicon&r=g","caption":"dementievgeopard"}}]}},"jetpack_publicize_connections":[],"jetpack_likes_enabled":true,"jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/pdiCPa-2g8","jetpack_featured_media_url":"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/10\/Enhancing-Smallholder-Farming-with-Unmanned-Aerial-Vehicles-Crop-Monitoring.jpg?fit=1920%2C1080&ssl=1","_links":{"self":[{"href":"https:\/\/geopard.tech\/lt\/wp-json\/wp\/v2\/posts\/8688","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/geopard.tech\/lt\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/geopard.tech\/lt\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/geopard.tech\/lt\/wp-json\/wp\/v2\/users\/210157960"}],"replies":[{"embeddable":true,"href":"https:\/\/geopard.tech\/lt\/wp-json\/wp\/v2\/comments?post=8688"}],"version-history":[{"count":0,"href":"https:\/\/geopard.tech\/lt\/wp-json\/wp\/v2\/posts\/8688\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/geopard.tech\/lt\/wp-json\/wp\/v2\/media\/8693"}],"wp:attachment":[{"href":"https:\/\/geopard.tech\/lt\/wp-json\/wp\/v2\/media?parent=8688"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/geopard.tech\/lt\/wp-json\/wp\/v2\/categories?post=8688"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/geopard.tech\/lt\/wp-json\/wp\/v2\/tags?post=8688"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}