{"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":"imbunatatirea-agriculturii-mici-cu-ajutorul-vehiculelor-aeriene-fara-pilot-pentru-monitorizarea-culturilor","status":"publish","type":"post","link":"https:\/\/geopard.tech\/ro\/blog\/enhancing-smallholder-farming-with-unmanned-aerial-vehicles-crop-monitoring\/","title":{"rendered":"\u00cembun\u0103t\u0103\u021birea agriculturii mici cu ajutorul monitoriz\u0103rii culturilor cu vehicule aeriene f\u0103r\u0103 pilot"},"content":{"rendered":"<p>Micii fermieri joac\u0103 un rol crucial \u00een produc\u021bia alimentar\u0103 la nivel global, dar se confrunt\u0103 cu numeroase provoc\u0103ri, de la limit\u0103rile resurselor p\u00e2n\u0103 la factorii de mediu imprevizibili. \u00cen aceast\u0103 er\u0103 a progresului tehnologic, vehiculele aeriene f\u0103r\u0103 pilot (UAV), cunoscute \u00een mod obi\u0219nuit sub numele de drone, au ap\u0103rut ca o for\u021b\u0103 transformatoare \u00een agricultura micilor fermieri.<\/p>\n<p>Aceste vehicule aeriene ofer\u0103 solu\u021bii care pot revolu\u021biona practicile agricole \u0219i pot \u00eembun\u0103t\u0103\u021bi via\u021ba micilor fermieri.<\/p>\n<p>Pentru a \u00een\u021belege cu adev\u0103rat poten\u021bialul \u0219i impactul dronelor \u00een agricultura de dimensiuni reduse, cercet\u0103torii au efectuat o analiz\u0103 aprofundat\u0103 a studiilor \u0219i tendin\u021belor existente \u00een acest domeniu. Informa\u021biile ob\u021binute au scos la iveal\u0103 rolul fascinant pe care \u00eel joac\u0103 dronele \u00een inova\u021bia agricol\u0103.<\/p>\n<p>Studiile arat\u0103 c\u0103 utilizarea dronelor \u00een agricultura de dimensiuni reduse este \u00een cre\u0219tere. \u00cen ultimii ani, s-a \u00eenregistrat o cre\u0219tere semnificativ\u0103 a interesului \u0219i a investi\u021biilor \u00een aceast\u0103 tehnologie. Cu o rat\u0103 anual\u0103 compus\u0103 de cre\u0219tere de aproximativ 31% din 2016, aceast\u0103 tendin\u021b\u0103 semnific\u0103 o recunoa\u0219tere tot mai mare a valorii dronelor \u00een agricultur\u0103.<\/p>\n<h2>Colabor\u0103ri de lider \u0219i impact<\/h2>\n<p>Utilizarea dronelor \u00een agricultur\u0103 devine un punct cheie de interes \u00een cercetare, iar acest lucru se reflect\u0103 \u00een comunitatea academic\u0103. Reviste precum \u201cDrones\u201d \u0219i \u201cRemote Sensing\u201d au devenit lideri \u00een publicarea cercet\u0103rilor legate de dronele \u00een agricultur\u0103, cu aproximativ 35% din totalul publica\u021biilor \u00een acest domeniu. Dintre aceste reviste, \u201cDrones\u201d se remarc\u0103 prin cel mai mare num\u0103r de cit\u0103ri, subliniind importan\u021ba sa.<\/p>\n<p>\u00cen peisajul global al aplica\u021biilor dronelor \u00een agricultura mic\u0103, cercet\u0103torii au identificat 14 \u021b\u0103ri ca participan\u021bi activi. \u00cen special, China, Africa de Sud, Nigeria, Elve\u021bia \u0219i SUA se afl\u0103 \u00een fruntea acestei cercet\u0103ri.<\/p>\n<p>China se claseaz\u0103 constant \u00een primele cinci locuri \u00een ceea ce prive\u0219te cit\u0103rile, ceea ce indic\u0103 o prezen\u021b\u0103 puternic\u0103 \u00een acest domeniu. De\u0219i majoritatea cercet\u0103rilor au loc \u00een interiorul grani\u021belor na\u021bionale, au \u00eenceput s\u0103 apar\u0103 unele colabor\u0103ri interna\u021bionale.<\/p>\n<p>Mai mult, cercetarea eviden\u021biaz\u0103 contribu\u021biile a 131 de autori care au avut un impact semnificativ asupra acestui domeniu prin cele 23 de publica\u021bii ale lor. Autori notabili, precum Vimbayi Chimonyo, Alistair Clulow, Tafadzwanashe Mabhaudhi \u0219i Mbulisi Sibanda, s-au implicat activ \u00een promovarea utiliz\u0103rii dronelor \u00een agricultura de mici dimensiuni.<\/p>\n<p>\u00cen ceea ce prive\u0219te cit\u0103rile, Ola Hall \u0219i Magnus Jirstr\u00f6m se num\u0103r\u0103 printre cei mai recunoscu\u021bi, ceea ce indic\u0103 o influen\u021b\u0103 substan\u021bial\u0103 a lor asupra acestui subiect.<\/p>\n<h2>Revolu\u021bionarea monitoriz\u0103rii culturilor<\/h2>\n<p>Monitorizarea dezvolt\u0103rii culturilor \u0219i estimarea randamentelor apar ca aplica\u021bii principale ale dronelor \u00een agricultura micilor fermieri. Dronele ofer\u0103 un punct de observa\u021bie unic pentru a evalua s\u0103n\u0103tatea \u0219i vigoarea culturilor pe tot parcursul sezonului de cre\u0219tere.<\/p>\n<p>Acestea pot detecta probleme precum stresul hidric, bolile \u0219i deficien\u021bele de nutrien\u021bi. Prin analizarea datelor de reflectan\u021b\u0103 ale culturilor, micii fermieri pot interveni din timp \u0219i pot preveni pierderile semnificative de randament. Indicii de vegeta\u021bie deriva\u021bi de drone, inclusiv NDVI, EVI \u0219i SAVI, joac\u0103 un rol esen\u021bial \u00een evaluarea dezvolt\u0103rii culturilor.<\/p>\n<h3>1. Ajustarea fin\u0103 a managementului \u00eengr\u0103\u0219\u0103mintelor<\/h3>\n<p>Optimizarea utiliz\u0103rii \u00eengr\u0103\u0219\u0103mintelor este un aspect esen\u021bial al agriculturii de precizie. UAV-urile \u00eei ajut\u0103 pe micii fermieri \u00een acest demers prin evaluarea con\u021binutului de clorofil\u0103 din frunze, care este str\u00e2ns legat de azotul foliar.<\/p>\n<p>Aceste informa\u021bii \u00eei ghideaz\u0103 pe fermieri \u00een luarea unor decizii informate cu privire la aplicarea \u00eengr\u0103\u0219\u0103mintelor. Studiile au ar\u0103tat c\u0103 datele ob\u021binute de la drone pot spori eficien\u021ba \u00eengr\u0103\u0219\u0103mintelor cu aproximativ 10\u00b9TP\u00b3T.<\/p>\n<h3>2. Cartografierea culturilor pentru o gestionare eficient\u0103<\/h3>\n<p>Cartografierea precis\u0103 este un alt domeniu \u00een care dronele exceleaz\u0103. Cu ajutorul imaginilor de \u00eenalt\u0103 rezolu\u021bie \u0219i al \u00eenv\u0103\u021b\u0103rii automate, dronele \u00eei ajut\u0103 pe micii fermieri s\u0103 \u00ee\u0219i cartografieze cu precizie c\u00e2mpurile. Aceast\u0103 tehnologie este esen\u021bial\u0103 pentru agricultura de precizie, deoarece informeaz\u0103 despre utilizarea terenurilor \u0219i cartografierea culturilor.<\/p>\n<p>\u00cen studiile analizate, metodele de antrenare a algoritmilor implic\u0103 de obicei utilizarea unor studii de teren sau a unor imagini de \u00eenalt\u0103 rezolu\u021bie. Algoritmi precum \u201erandom forest\u201d, \u201esupport vector machines\u201d \u0219i re\u021bele neuronale profunde sunt utiliza\u021bi pentru clasificarea imaginilor, ceea ce face ca cartografierea culturilor s\u0103 fie mai precis\u0103.<\/p>\n<h2>Provoc\u0103ri \u0219i oportunit\u0103\u021bi<\/h2>\n<p>De\u0219i poten\u021bialul dronelor \u00een agricultura micilor fermieri este evident, este esen\u021bial s\u0103 recunoa\u0219tem provoc\u0103rile care vin odat\u0103 cu adoptarea lor.<\/p>\n<p><strong>1. Lipsa unor date in situ suficiente<\/strong>Multe modele depind de disponibilitatea unor date in situ de bun\u0103 calitate pentru dezvoltare \u0219i validare. Astfel de date nu sunt \u00eentotdeauna u\u0219or disponibile \u0219i pot avea un domeniu de aplicare limitat.<\/p>\n<p><strong>2. Diverse tipuri \u0219i sarcini utile de drone:<\/strong> Dronele sunt disponibile \u00een diverse dimensiuni \u0219i tipuri, fiecare cu capacit\u0103\u021bi distincte. Timpul lor de zbor \u0219i capacitatea de \u00eenc\u0103rcare util\u0103 pot s\u0103 nu fie potrivite pentru aplica\u021bii agricole la scar\u0103 larg\u0103.<\/p>\n<p><strong>3. Sensibilitate la vreme<\/strong>Condi\u021biile meteorologice pot avea un impact semnificativ asupra colect\u0103rii datelor cu ajutorul dronelor. V\u00e2nturile puternice \u0219i ploile pot reprezenta dificult\u0103\u021bi \u00een colectarea datelor.<\/p>\n<p><strong>4. Accesibilitate<\/strong>Operarea dronelor \u0219i achizi\u021bionarea de software de procesare a datelor pot fi costisitoare, \u00een special pentru micii fermieri cu probleme de bani.<\/p>\n<p><strong>5. Expertiz\u0103 tehnic\u0103:<\/strong> Operarea \u0219i \u00eentre\u021binerea dronelor, \u00eempreun\u0103 cu procesarea datelor, necesit\u0103 abilit\u0103\u021bi specializate care nu sunt \u00eentotdeauna disponibile.<\/p>\n<p><strong>6. Cadre de reglementare<\/strong>Reglement\u0103rile stricte, determinate de riscurile poten\u021biale asociate opera\u021biunilor cu drone, pot limita utilizarea acestora sau pot necesita ob\u021binerea de licen\u021be de pilot.<\/p>\n<p><strong>7. Resurse computa\u021bionale<\/strong>Gestionarea cantit\u0103\u021bilor uria\u0219e de date generate de drone poate fi intensiv\u0103 din punct de vedere computa\u021bional, necesit\u00e2nd poten\u021bial resurse suplimentare \u0219i instruire.<\/p>\n<p>Totu\u0219i, aceste provoc\u0103ri sunt \u00eenso\u021bite de numeroase oportunit\u0103\u021bi:<\/p>\n<p><strong>1. Aplica\u021bii diverse \u00een agricultura de precizie:<\/strong> Dronele ofer\u0103 diverse aplica\u021bii \u00een agricultura de precizie, dincolo de monitorizarea \u0219i cartografierea culturilor, inclusiv gestionarea integrat\u0103 a buruienilor, estimarea utiliz\u0103rii apei, evaluarea calit\u0103\u021bii \u0219i cantit\u0103\u021bii apei pentru iriga\u021bii, cartografierea atributelor solului \u0219i h\u0103r\u021bile cu doz\u0103 variabil\u0103 de prescrip\u021bie pentru gestionarea pesticidelor.<\/p>\n<p><strong>2. Date multifa\u021betate pentru suport decizional:<\/strong> Diversitatea datelor furnizate de drone deschide calea c\u0103tre dezvoltarea de instrumente de asisten\u021b\u0103 decizional\u0103 care pot aborda simultan mai multe obiective.<\/p>\n<p><strong>3. Platforme avansate de cloud computing<\/strong>Platforme precum Google Earth Engine ofer\u0103 noi posibilit\u0103\u021bi pentru procesarea \u0219i analiza datelor de pe drone.<\/p>\n<p><strong>4. Sinergii \u00eentre drone \u0219i sateli\u021bi<\/strong>Dronele \u0219i sateli\u021bii pot furniza date complementare pentru diverse aplica\u021bii, iar cercetarea este necesar\u0103 pentru a debloca sinergiile lor poten\u021biale.<\/p>\n<p><strong>5. Abord\u0103ri pentru medii cu deficit de date:<\/strong> Inova\u021biile fac ca deficitul de date s\u0103 fie mai pu\u021bin un obstacol, a\u0219a cum demonstreaz\u0103 abord\u0103rile care necesit\u0103 date in situ minime \u0219i metode de \u00eenv\u0103\u021bare prin transfer.<\/p>\n<p><strong>6. Analiza cost-beneficiu:<\/strong> Compararea costurilor tehnologiilor cu drone \u0219i ale altor tehnici de teledetec\u021bie va scoate la iveal\u0103 accesibilitatea \u0219i beneficiile acestora.<\/p>\n<p><strong>7. \u00cemputernicirea femeilor \u00een agricultur\u0103:<\/strong> Adoptarea agriculturii de precizie facilitat\u0103 de drone poate \u00eemputernici femeile \u00een agricultura de mici dimensiuni \u0219i le poate spori capacitatea de a face fa\u021b\u0103 provoc\u0103rilor \u0219i incertitudinilor viitoare.<\/p>\n<p><strong>8. Implicarea tinerilor:<\/strong> Modernizarea agriculturii cu o agricultur\u0103 de precizie bazat\u0103 pe drone poate stimula interesul tinerilor pentru agricultur\u0103, consolid\u00e2nd astfel longevitatea \u0219i rezilien\u021ba sectorului.<\/p>\n<h2>Concluzie<\/h2>\n<p>\u00cen concluzie, integrarea dronelor \u00een agricultura de mici dimensiuni are poten\u021bialul de a transforma mijloacele de trai a milioane de mici fermieri. Prin furnizarea de solu\u021bii inovatoare pentru monitorizarea culturilor, gestionarea \u00eengr\u0103\u0219\u0103mintelor \u0219i cartografiere, dronele ofer\u0103 fermierilor informa\u021bii valoroase pentru luarea deciziilor \u00een cuno\u0219tin\u021b\u0103 de cauz\u0103. \u00cen ciuda provoc\u0103rilor, viitorul agriculturii de mici dimensiuni cu drone este plin de oportunit\u0103\u021bi. Tehnologia \u00een rapid\u0103 evolu\u021bie, combinat\u0103 cu costurile sale \u00een sc\u0103dere, deschide noi u\u0219i pentru sectorul agricol \u0219i ofer\u0103 promisiunea securit\u0103\u021bii alimentare, a sustenabilit\u0103\u021bii mediului \u0219i a bun\u0103st\u0103rii economice pentru comunit\u0103\u021bile agricole din \u00eentreaga lume.<\/p>","protected":false},"excerpt":{"rendered":"<p>Micii fermieri joac\u0103 un rol crucial \u00een produc\u021bia alimentar\u0103 la nivel global, dar se confrunt\u0103 cu numeroase provoc\u0103ri, de la limit\u0103rile resurselor p\u00e2n\u0103 la factorii de mediu imprevizibili. \u00cen aceast\u0103 er\u0103\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_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],"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 plugin v28.8 - 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