{"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":"poboljsanje-male-poljoprivrede-bespilotnim-letjelicama-za-pracenje-usjeva","status":"publish","type":"post","link":"https:\/\/geopard.tech\/hr\/blog\/enhancing-smallholder-farming-with-unmanned-aerial-vehicles-crop-monitoring\/","title":{"rendered":"Unapre\u0111enje male poljoprivrede bespilotnim letjelicama za pra\u0107enje usjeva"},"content":{"rendered":"<p>Mali poljoprivrednici igraju klju\u010dnu ulogu u globalnoj proizvodnji hrane, ali suo\u010davaju se s brojnim izazovima, od ograni\u010denja resursa do nepredvidivih \u010dimbenika okoli\u0161a. U ovom dobu tehnolo\u0161kog napretka, bespilotne letjelice (UAV), poznatije kao dronovi, pojavile su se kao transformativna snaga u maloj poljoprivredi.<\/p>\n<p>Ove zra\u010dne letjelice nude rje\u0161enja koja potencijalno mogu revolucionirati poljoprivredne prakse i pobolj\u0161ati \u017eivote malih poljoprivrednika.<\/p>\n<p>Kako bi istinski razumjeli potencijal i utjecaj dronova u poljoprivredi malih gospodarstava, istra\u017eiva\u010di su proveli dubinsku analizu postoje\u0107ih studija i trendova u ovom podru\u010dju. Uvidi koje su stekli bacaju svjetlo na fascinantnu ulogu koju bespilotne letjelice igraju u poljoprivrednim inovacijama.<\/p>\n<p>Istra\u017eivanje pokazuje da je upotreba dronova u malim poljoprivrednim gospodarstvima u porastu. Tijekom posljednjih nekoliko godina do\u0161lo je do zna\u010dajnog porasta interesa i ulaganja u ovu tehnologiju. S godi\u0161njom stopom rasta od oko 31% od 2016. godine, ovaj trend ozna\u010dava rastu\u0107e prepoznavanje vrijednosti dronova u poljoprivredi.<\/p>\n<h2>Vode\u0107e suradnje i utjecaj<\/h2>\n<p>Upotreba dronova u poljoprivredi postaje klju\u010dni fokus istra\u017eivanja, \u0161to se odra\u017eava i u akademskoj zajednici. \u010casopisi poput \u201cDrones\u201d i \u201cRemote Sensing\u201d pojavili su se kao vode\u0107i u objavljivanju istra\u017eivanja vezanih uz bespilotne letjelice u poljoprivredi, s pribli\u017eno 35% ukupnih publikacija u ovom podru\u010dju. Me\u0111u tim \u010dasopisima, \u201cDrones\u201d se isti\u010de s najve\u0107im brojem citata, \u0161to nagla\u0161ava njegov zna\u010daj.<\/p>\n<p>U globalnom krajoliku primjene bespilotnih letjelica u malim poljoprivrednim gospodarstvima, istra\u017eiva\u010di su identificirali 14 zemalja kao aktivne sudionike. Posebno se isti\u010du Kina, Ju\u017enoafri\u010dka Republika, Nigerija, \u0160vicarska i SAD koje su na \u010delu ovog istra\u017eivanja.<\/p>\n<p>Kina se dosljedno nalazi me\u0111u prvih pet po broju citata, \u0161to ukazuje na njezinu sna\u017enu prisutnost u ovom podru\u010dju. Iako se ve\u0107ina istra\u017eivanja odvija unutar nacionalnih granica, po\u010dele su se pojavljivati i neke me\u0111unarodne suradnje.<\/p>\n<p>\u0160tovi\u0161e, istra\u017eivanje isti\u010de doprinose 131 autora koji su sa svojih 23 publikacije zna\u010dajno utjecali na ovo podru\u010dje. Zna\u010dajni autori, poput Vimbayija Chimonya, Alistaira Clulowa, Tafadzwanashea Mabhaudhija i Mbulisa Sibande, aktivno su sudjelovali u unapre\u0111enju kori\u0161tenja dronova u maloj poljoprivredi.<\/p>\n<p>\u0160to se ti\u010de citiranja, Ola Hall i Magnus Jirstr\u00f6m su me\u0111u najprepoznatljivijima, \u0161to ukazuje na njihov zna\u010dajan utjecaj na ovu temu.<\/p>\n<h2>Revolucioniranje pra\u0107enja usjeva<\/h2>\n<p>Pra\u0107enje razvoja usjeva i procjena prinosa pojavljuju se kao primarne primjene bespilotnih letjelica u malim poljoprivrednim gospodarstvima. Dronovi pru\u017eaju jedinstvenu to\u010dku promatranja za procjenu zdravlja i vitalnosti usjeva tijekom vegetacijske sezone.<\/p>\n<p>Mogu otkriti probleme poput vodnog stresa, bolesti i nedostatka hranjivih tvari. Analizom podataka o refleksiji s usjeva, mali poljoprivrednici mogu rano intervenirati i sprije\u010diti zna\u010dajne gubitke prinosa. Indeksi vegetacije izvedeni iz bespilotnih letjelica, uklju\u010duju\u0107i NDVI, EVI i SAVI, igraju klju\u010dnu ulogu u procjeni razvoja usjeva.<\/p>\n<h3>1. Fino pode\u0161avanje upravljanja gnojivima<\/h3>\n<p>Optimizacija upotrebe gnojiva klju\u010dni je aspekt precizne poljoprivrede. Bespilotne letjelice poma\u017eu malim poljoprivrednicima u tom nastojanju procjenjuju\u0107i sadr\u017eaj klorofila u listovima, koji je usko povezan s du\u0161ikom u listovima.<\/p>\n<p>Ove informacije vode poljoprivrednike u dono\u0161enju informiranih odluka o primjeni gnojiva. Studije su pokazale da podaci dobiveni bespilotnim letjelicama mogu pobolj\u0161ati u\u010dinkovitost gnojiva za oko 10%.<\/p>\n<h3>2. Mapiranje usjeva za u\u010dinkovito upravljanje<\/h3>\n<p>To\u010dno mapiranje je jo\u0161 jedno podru\u010dje u kojem se dronovi isti\u010du. Uz pomo\u0107 slika visoke rezolucije i strojnog u\u010denja, bespilotne letjelice poma\u017eu malim poljoprivrednicima u preciznom mapiranju njihovih polja. Ova tehnologija je klju\u010dna za preciznu poljoprivredu jer informira o kori\u0161tenju zemlji\u0161ta i mapiranju usjeva.<\/p>\n<p>U pregledanim studijama, metode za treniranje algoritama obi\u010dno su uklju\u010divale kori\u0161tenje terenskih istra\u017eivanja ili snimaka visoke rezolucije. Algoritmi poput slu\u010dajne \u0161ume, strojeva potpornih vektora i dubokih neuronskih mre\u017ea koriste se za klasifikaciju slika, \u0161to mapiranje usjeva \u010dini preciznijim.<\/p>\n<h2>Izazovi i prilike<\/h2>\n<p>Iako je potencijal dronova u maloj poljoprivredi o\u010dit, bitno je prepoznati izazove koji dolaze s njihovim prihva\u0107anjem.<\/p>\n<p><strong>1. Nedostatak dovoljnih in-situ podataka<\/strong>Mnogi modeli ovise o dostupnosti kvalitetnih in situ podataka za razvoj i validaciju. Takvi podaci nisu uvijek lako dostupni i mogu biti ograni\u010denog opsega.<\/p>\n<p><strong>2. Razli\u010dite vrste bespilotnih letjelica i korisni tereti:<\/strong> Dronovi dolaze u razli\u010ditim veli\u010dinama i vrstama, a svaki ima razli\u010dite mogu\u0107nosti. Njihovo vrijeme leta i nosivost mo\u017eda nisu prikladni za velike poljoprivredne primjene.<\/p>\n<p><strong>3. Osjetljivost na vremenske uvjete<\/strong>Vremenski uvjeti mogu zna\u010dajno utjecati na prikupljanje podataka dronovima. Jaki vjetrovi i ki\u0161a mogu predstavljati izazov za prikupljanje podataka.<\/p>\n<p><strong>4. Pristupa\u010dnost<\/strong>Upravljanje dronovima i kupnja softvera za obradu podataka mogu biti skupi, posebno za male poljoprivrednike koji imaju financijskih problema.<\/p>\n<p><strong>5. Tehni\u010dka stru\u010dnost:<\/strong> Upravljanje i odr\u017eavanje dronova, uz obradu podataka, zahtijevaju specijalizirane vje\u0161tine koje mo\u017eda nisu uvijek lako dostupne.<\/p>\n<p><strong>6. Regulatorni okviri<\/strong>Strogi propisi, uzrokovani potencijalnim rizicima povezanim s operacijama bespilotnih letjelica, mogu ograni\u010diti njihovu upotrebu ili zahtijevati dobivanje pilotskih dozvola.<\/p>\n<p><strong>7. Ra\u010dunalni resursi<\/strong>Obrada ogromnih koli\u010dina podataka koje generiraju dronovi mo\u017ee biti ra\u010dunalno zahtjevna, \u0161to potencijalno zahtijeva dodatne resurse i obuku.<\/p>\n<p>Me\u0111utim, ove izazove prate brojne prilike:<\/p>\n<p><strong>1. Raznolike primjene u preciznoj poljoprivredi:<\/strong> Dronovi nude raznolike primjene u preciznoj poljoprivredi, izvan pra\u0107enja i mapiranja usjeva, uklju\u010duju\u0107i integrirano upravljanje korovom, procjenu potro\u0161nje vode, procjenu kvalitete i koli\u010dine vode za navodnjavanje, mapiranje svojstava tla i karte promjenjivih propisanih stopa za upravljanje pesticidima.<\/p>\n<p><strong>2. Vi\u0161estruki podaci za podr\u0161ku odlu\u010divanju:<\/strong> Raznoliki podaci koje pru\u017eaju dronovi otvaraju vrata razvoju alata za podr\u0161ku odlu\u010divanju koji mogu istovremeno rije\u0161iti vi\u0161e ciljeva.<\/p>\n<p><strong>3. Napredne platforme za ra\u010dunalstvo u oblaku<\/strong>Platforme poput Google Earth Enginea nude nove mogu\u0107nosti za obradu i analizu podataka bespilotnih letjelica.<\/p>\n<p><strong>4. Sinergije izme\u0111u dronova i satelita<\/strong>Dronovi i sateliti mogu pru\u017eiti komplementarne podatke za razli\u010dite primjene, a potrebna su istra\u017eivanja kako bi se oslobodile njihove potencijalne sinergije.<\/p>\n<p><strong>5. Pristupi za okru\u017eenja s ograni\u010denim podacima:<\/strong> Inovacije smanjuju nedostatak podataka kao prepreku, \u0161to pokazuju pristupi koji zahtijevaju minimalne in situ podatke i metode transfera u\u010denja.<\/p>\n<p><strong>6. Analiza tro\u0161kova i koristi:<\/strong> Usporedba tro\u0161kova tehnologija dronova i drugih tehnika daljinskog istra\u017eivanja osvijetlit \u0107e njihovu pristupa\u010dnost i prednosti.<\/p>\n<p><strong>7. Osna\u017eivanje \u017eena u poljoprivredi:<\/strong> Usvajanje precizne poljoprivrede uz pomo\u0107 dronova mo\u017ee osna\u017eiti \u017eene u malim poljoprivrednim gospodarstvima i pobolj\u0161ati njihovu sposobnost suo\u010davanja s izazovima i budu\u0107im neizvjesnostima.<\/p>\n<p><strong>8. Anga\u017eman mladih:<\/strong> Modernizacija poljoprivrede preciznom poljoprivredom temeljenom na bespilotnim letjelicama mo\u017ee potaknuti interes mladih za poljoprivredu, \u010dime se ja\u010da dugovje\u010dnost i otpornost sektora.<\/p>\n<h2>Zaklju\u010dak<\/h2>\n<p>Zaklju\u010dno, integracija dronova u malu poljoprivredu ima potencijal transformirati egzistenciju milijuna malih poljoprivrednika. Pru\u017eaju\u0107i inovativna rje\u0161enja za pra\u0107enje usjeva, upravljanje gnojivom i mapiranje, dronovi osna\u017euju poljoprivrednike vrijednim uvidima za dono\u0161enje informiranih odluka. Unato\u010d izazovima, budu\u0107nost male poljoprivrede s dronovima puna je prilika. Brzo razvijaju\u0107a tehnologija, u kombinaciji sa smanjenim tro\u0161kovima, otvara nova vrata poljoprivrednom sektoru i nudi obe\u0107anje sigurnosti hrane, odr\u017eivosti okoli\u0161a i ekonomske dobrobiti za poljoprivredne zajednice diljem svijeta.<\/p>","protected":false},"excerpt":{"rendered":"<p>Mali poljoprivrednici igraju klju\u010dnu ulogu u globalnoj proizvodnji hrane, ali suo\u010davaju se s brojnim izazovima, od ograni\u010denja resursa do nepredvidivih \u010dimbenika okoli\u0161a. U ovom dobu\u2026<\/p>","protected":false},"author":210249433,"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":"","_crdt_document":"","content-type":"","_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","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":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.6 (Yoast SEO v27.5) - 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