{"id":5114,"date":"2022-06-21T13:57:00","date_gmt":"2022-06-21T11:57:00","guid":{"rendered":"https:\/\/geopard.tech\/?p=5114"},"modified":"2023-06-04T21:49:13","modified_gmt":"2023-06-04T19:49:13","slug":"prezicerea-randamentului-culturilor-cu-ajutorul-datelor-de-teledetectie","status":"publish","type":"post","link":"https:\/\/geopard.tech\/ro\/blog\/predicting-crop-yield-with-remote-sensing-data\/","title":{"rendered":"Predic\u021bia randamentului culturilor cu ajutorul datelor de teledetec\u021bie \u00een agricultura de precizie"},"content":{"rendered":"

Pentru a prezice randamentul culturilor, trebuie s\u0103 \u00een\u021belegem c\u00e2t\u0103 lumin\u0103 solar\u0103 primesc plantele \u0219i c\u00e2t\u0103 ap\u0103 au nevoie. Cre\u0219terea plantelor depinde de ace\u0219ti doi factori, dar mul\u021bi al\u021bi factori afecteaz\u0103 cre\u0219terea plantelor, cum ar fi temperatura, umiditatea \u0219i tipul de sol<\/a>.<\/p>\n

Cantitatea \u0219i calitatea culturilor produse \u00een lume reprezint\u0103 un factor major care afecteaz\u0103 securitatea alimentar\u0103. Acest lucru este deosebit de important \u00een \u021b\u0103rile \u00een curs de dezvoltare, unde agricultura este \u00eenc\u0103 o parte important\u0103 a economiei.<\/p>\n

Teledetec\u021bie<\/a> Datele pot fi utilizate pentru a estima cantit\u0103\u021bile de lumin\u0103 primite de plante \u0219i, prin urmare, pentru a prezice randamentul culturilor. Datele de teledetec\u021bie reprezint\u0103 un instrument puternic pentru estimarea randamentului culturilor. Acestea ofer\u0103 informa\u021bii despre culturile \u00een cre\u0219tere \u0219i despre mediul lor, permi\u021b\u00e2ndu-v\u0103 s\u0103 estima\u021bi produc\u021bia agricol\u0103.<\/p>\n

Datele de teledetec\u021bie reprezint\u0103 o form\u0103 de analiz\u0103 a datelor \u00een agricultur\u0103 care poate fi utilizat\u0103 pentru a prezice randamentul \u00eenainte de recoltare. Acest articol exploreaz\u0103 tot ce trebuie s\u0103 \u0219ti\u021bi despre datele de teledetec\u021bie.<\/p>\n

Care sunt datele privind randamentul culturilor \u00een agricultur\u0103?<\/h2>\n

Datele privind randamentul culturilor sunt informa\u021bii despre cantitatea de cultur\u0103 produs\u0103 de un fermier sau un grup de fermieri. Acestea includ cantitatea de cultur\u0103 recoltat\u0103 pe hectar de teren. Aceasta poate fi m\u0103surat\u0103 \u00een tone, bushels sau orice alt\u0103 unitate de m\u0103sur\u0103, \u00een func\u021bie de cultur\u0103.<\/p>\n

Datele privind randamentul fermelor sunt importante \u00een agricultur\u0103, deoarece \u00eei pot ajuta pe fermieri s\u0103 determine c\u00e2t ar trebui s\u0103 planteze \u00een sezonul urm\u0103tor. \u00cen plus, datele privind randamentul le permit s\u0103 determine dac\u0103 exist\u0103 o problem\u0103 cu culturile lor care trebuie abordat\u0103.<\/p>\n

Datele privind randamentul pot fi utilizate \u0219i pentru a monitoriza progresul \u00een atingerea obiectivelor globale stabilite de guverne, organiza\u021bii neguvernamentale \u0219i alte p\u0103r\u021bi interesate.<\/p>\n

\u00cen plus, datele privind randamentul sunt utilizate pentru a identifica punctele forte \u0219i punctele slabe ale practicilor agricole \u0219i pentru a formula recomand\u0103ri pe baza acestor informa\u021bii. Datele privind randamentul sunt utile \u00een luarea unor decizii informate cu privire la multe aspecte ale agriculturii, cum ar fi:<\/p>\n

\"Analiza<\/p>\n

Selec\u021bia semin\u021belor:<\/strong> Alegerea soiurilor \u0219i hibrizilor pe baza datelor privind randamentul poate ajuta la asigurarea faptului c\u0103 pe c\u00e2mpuri sunt plantate cele mai profitabile semin\u021be disponibile.<\/p>\n

Gestionarea d\u0103un\u0103torilor:<\/strong> Prin monitorizarea cre\u0219terii plantelor, datele privind randamentul pot ajuta fermierii s\u0103 determine c\u00e2nd s\u0103 introduc\u0103 combaterea d\u0103un\u0103torilor<\/a> m\u0103suri. Acest lucru poate reduce utilizarea pesticidelor \u0219i poate cre\u0219te profiturile.<\/p>\n

Programarea iriga\u021biilor:<\/strong> Utilizarea informa\u021biilor de la monitorii de randament permite fermierilor s\u0103 ajusteze fin programarea iriga\u021biilor, ceea ce ajut\u0103 la conservarea apei \u0219i a banilor, men\u021bin\u00e2nd \u00een acela\u0219i timp randamente ridicate.<\/p>\n

Ce sunt datele de teledetec\u021bie?<\/h2>\n

Teledetec\u021bia este \u0219tiin\u021ba de a ob\u021bine informa\u021bii despre un obiect sau fenomen f\u0103r\u0103 a intra \u00een contact direct cu obiectul \u0219i, prin urmare, \u00eentr-un mod neintruziv. Este utilizat\u0103 \u00een agricultur\u0103 pentru a monitoriza culturile, solul \u0219i condi\u021biile de umiditate.<\/p>\n

Teledetec\u021bia utilizeaz\u0103 emisii de radia\u021bii electromagnetice (EMR), cum ar fi cele emise de undele radio, microunde, infraro\u0219u, lumin\u0103 vizibil\u0103 \u0219i lumin\u0103 ultraviolet\u0103.<\/p>\n

Teledetec\u021bia culturilor ofer\u0103 o modalitate de a m\u0103sura condi\u021biile de cre\u0219tere a culturilor \u00een timp. De asemenea, ofer\u0103 informa\u021bii despre starea culturilor \u00een anumite momente \u00een timp \u0219i spa\u021biu. Aceste informa\u021bii pot fi utilizate pentru a estima randamentele culturilor \u0219i pentru a oferi estim\u0103ri privind momentul \u00een care ar trebui s\u0103 aib\u0103 loc recoltarea.<\/p>\n

Datele de teledetec\u021bie pot fi utilizate pentru a m\u0103sura schimb\u0103rile \u00een utilizarea terenurilor, a monitoriza cre\u0219terea culturilor \u0219i randamentul fermelor, a detecta umiditatea solului \u0219i nivelurile de salinitate, a determina nivelurile de infestare cu d\u0103un\u0103tori, a monitoriza nivelurile de poluare a mediului etc.<\/p>\n

De exemplu, dac\u0103 te plimbi printr-un c\u00e2mp \u0219i prive\u0219ti plantele, colectezi date despre ele. Dac\u0103 te deplasezi cu un elicopter sau un avion \u0219i prive\u0219ti plantele de sus, colectezi date de teledetec\u021bie.<\/p>\n

Exist\u0103 multe tipuri diferite de tehnici \u0219i dispozitive de teledetec\u021bie utilizate pentru colectarea acestor date: imagini din satelit, fotografii aeriene, sisteme radar, lidar \u0219i multe altele.<\/p>\n

Ce este predic\u021bia randamentului culturilor?<\/h2>\n

Predic\u021bia randamentului culturilor este procesul de estimare a randamentului poten\u021bial sau a\u0219teptat al unei anumite culturi pentru o anumit\u0103 zon\u0103 \u0219i un anumit sezon de cre\u0219tere.<\/p>\n

Implic\u0103 analizarea diferi\u021bilor factori, cum ar fi condi\u021biile meteorologice, caracteristicile solului, genetica culturilor \u0219i practicile de gestionare, pentru a face predic\u021bii informate despre recolta probabil\u0103.<\/p>\n

Este important de men\u021bionat c\u0103 predic\u021biile privind randamentul culturilor sunt supuse incertitudinii din cauza complexit\u0103\u021bii sistemelor agricole \u0219i a influen\u021bei factorilor imprevizibili, cum ar fi d\u0103un\u0103torii, bolile \u0219i fenomenele meteorologice extreme.<\/p>\n

De\u0219i modelele de predic\u021bie ofer\u0103 informa\u021bii valoroase, ele servesc ca instrument de ajutor \u00een luarea deciziilor, mai degrab\u0103 dec\u00e2t s\u0103 ofere certitudine absolut\u0103.<\/p>\n

Cum func\u021bioneaz\u0103?<\/h2>\n

Urm\u0103toarele surse de date sunt combinate pentru a crea o ponderare variat\u0103 a cifrelor de proiec\u021bie a randamentului, pe baza circumstan\u021belor actuale ale sezonului de cultur\u0103 din diferite regiuni.<\/p>\n

Speciali\u0219tii \u00een date de la Farmers Edge combin\u0103 aceste surse de date cu cele mai recente progrese \u00een \u00eenv\u0103\u021barea automat\u0103 pentru a actualiza estim\u0103rile privind randamentul ori de c\u00e2te ori o component\u0103 major\u0103 a randamentului este perturbat\u0103.<\/p>\n

1. Date presezon<\/strong><\/p>\n

Datele dinaintea sezonului trebuie s\u0103 fie precise pentru a pune bazele predic\u021biei randamentului culturilor. Aceste informa\u021bii sunt disponibile \u00eenainte de plantarea culturii \u0219i preg\u0103tesc terenul pentru primele citiri ale predic\u021biei randamentului.<\/p>\n

Date precum loca\u021bia unui c\u00e2mp, culturile actuale \u0219i anterioare, lunile meteorologice specifice c\u00e2mpului \u00eenainte de plantare sau sem\u0103nat, informa\u021bii \u0219i date despre testele de sol \u0219i tendin\u021bele meteorologice regionale din ultimul deceniu sunt toate combinate pentru a oferi informa\u021bii despre cum s\u0103 \u00eencepe\u021bi sezonul cu cifre precise despre randament pe care s\u0103 le anticipa\u021bi.<\/p>\n

2. Date din timpul sezonului<\/strong><\/p>\n

Datele din timpul sezonului ofer\u0103 informa\u021bii despre variabilele care afecteaz\u0103 randamentul fermei pe parcursul sezonului de cre\u0219tere, dup\u0103 ce au fost puse bazele.<\/p>\n

Sta\u021biile meteo Farmers Edge de la ferm\u0103 ofer\u0103 date centrate pe teren care \u00eembun\u0103t\u0103\u021besc aceste seturi de date prin furnizarea de valori a\u0219teptate \u0219i prezise care sunt stocate \u0219i apoi resetate atunci c\u00e2nd datele sosesc \u00een fiecare zi, avans\u00e2nd modelele.<\/p>\n

Alte date din timpul sezonului, cum ar fi aplicarea \u00eengr\u0103\u0219\u0103mintelor, sunt, de asemenea, luate \u00een considerare \u00een timpul sezonului, indiferent dac\u0103 este planificat\u0103 sau nu, pentru a \u00eembun\u0103t\u0103\u021bi diagnosticarea pe teren \u0219i a oferi valori prognozate ale randamentului.<\/p>\n

3. Date specifice culturilor<\/strong><\/p>\n

Re\u021beaua vast\u0103 de agronomi locali a Farmers Edge poate furniza, de asemenea, date specifice culturilor \u00een timpul sezonului de cre\u0219tere.<\/p>\n

Agronomii de la Farmers Edge au identificat date specifice culturilor care au impact asupra randamentului \u00een timpul unui sezon de cre\u0219tere, inclusiv con\u021binutul de ap\u0103 \u00een timpul etapelor majore de cre\u0219tere sau ore peste temperaturile cardinale pentru culturi \u00een perioadele cheie care determin\u0103 randamentul, pentru cele cinci culturi principale care sunt evaluate \u00een predic\u021bia randamentului (porumb, rapi\u021b\u0103, linte, soia \u0219i gr\u00e2u).<\/p>\n

4. Imagini din culturi \u0219i c\u00e2mpuri<\/strong><\/p>\n

Imaginile satelitare de \u00eenalt\u0103 rezolu\u021bie sunt utilizate pentru a stabili rapid \u0219i precis valorile NDVI pentru s\u0103n\u0103tatea culturilor pe c\u00e2mpuri, permi\u021b\u00e2nd cercet\u0103torilor s\u0103 caute rezultate eronate sau probleme regionale legate de culturi care ar putea afecta randamentul.<\/p>\n

Aceste tendin\u021be regionale pot fi utilizate pentru a determina dac\u0103 zonele sunt pe drumul cel bun pentru prognoz\u0103 sau dac\u0103 factorii de mediu au distorsionat valorile de predic\u021bie a randamentului culturilor.<\/p>\n

5. Date histogram\u0103<\/strong><\/p>\n

Modelele de predic\u021bie a randamentului Farmers Edge utilizeaz\u0103 statistici ample pentru a g\u0103si diferite distribu\u021bii \u00een imaginile de c\u00e2mp \u00een timp, ceea ce ofer\u0103 apoi claritate unei re\u021bele neuronale convolu\u021bionale care poate utiliza aceste modific\u0103ri pentru a prognoza randamentul pe zone extinse, cum ar fi Statele Unite sau Canada, pe m\u0103sur\u0103 ce imaginile se schimb\u0103 \u00een timp.<\/p>\n

\"Ce<\/p>\n

Nu este simplu s\u0103 anticipezi produc\u021bia \u00eenainte ca secer\u0103toarea s\u0103 treac\u0103 prin c\u00e2mp, dar echipa Farmers Edge este \u00eenc\u00e2ntat\u0103 s\u0103 ofere produc\u0103torilor predic\u021bii privind randamentul agricol bazate pe statistici complete \u0219i precise.<\/p>\n

Fiecare surs\u0103 de date are o pondere \u00een predic\u021bia randamentului culturilor, care poate fi modificat\u0103 \u00een func\u021bie de parametrii modelului.<\/p>\n

Cum s\u0103 cre\u0219ti randamentul fermei cu tehnologii de precizie?<\/h2>\n

Proprietarii de ferme au dezb\u0103tut \u0219i au lucrat la cre\u0219terea randamentelor agricole timp de genera\u021bii. Unele dintre metodele descoperite au fost eficiente, \u00een timp ce altele au fost ineficiente.<\/p>\n

Pe l\u00e2ng\u0103 experien\u021ba nepre\u021buit\u0103 a genera\u021biilor anterioare de fermieri, industria agricol\u0103 poate beneficia acum de progresele \u0219tiin\u021bifice \u0219i tehnologice moderne.<\/p>\n

S\u0103 arunc\u0103m o privire asupra celor mai comune modalit\u0103\u021bi prin care fermierii pot cre\u0219te randamentele \u0219i asupra modului \u00een care experien\u021ba anterioar\u0103 \u0219i noile tehnologii pot fi utilizate pentru a stimula productivitatea agricol\u0103.<\/p>\n

1. Irigare adecvat\u0103<\/strong><\/p>\n

Fermierii care doresc s\u0103 \u00ee\u0219i sporeasc\u0103 produc\u021bia medie de culturi pe acru \u00een fermele lor au nevoie de un sistem de iriga\u021bii bine conceput. Furnizarea cantit\u0103\u021bii potrivite de ap\u0103 plantelor are un impact direct asupra dezvolt\u0103rii acestora \u0219i, prin urmare, asupra randamentelor agricole.<\/p>\n

Prognozele meteo sunt cruciale pentru irigarea eficient\u0103 a terenurilor agricole. Prognoza meteo hiperlocal\u0103 este acum posibil\u0103 datorit\u0103 tehnologiilor actuale, care includ programe \u0219i software personalizate pentru fermieri.<\/p>\n

Face irigare de precizie<\/a> posibil permi\u021b\u00e2nd fermierilor s\u0103 se preg\u0103teasc\u0103 din timp \u0219i s\u0103 programeze irigarea culturilor lor c\u00e2t mai exact \u0219i eficient posibil.<\/p>\n

2. Testarea solului \u0219i calitatea acestuia<\/strong><\/p>\n

Unul dintre cei mai importan\u021bi factori care afecteaz\u0103 randamentul culturilor este calitatea solului sau fertilitatea acestuia. Pe l\u00e2ng\u0103 produc\u021bia agricol\u0103, calitatea solului are un impact asupra costului cultiv\u0103rii unei anumite plante de c\u0103tre un fermier, deoarece unele dintre ele necesit\u0103 anumite propor\u021bii de elemente specifice \u00een sol, cum ar fi particulele minerale, materia organic\u0103, apa \u0219i aerul.<\/p>\n

Fermierii trebuie s\u0103 monitorizeze periodic condi\u021biile solului de pe parcelele lor pentru a ob\u021bine randamente agricole mai mari. Rota\u021bia culturilor<\/a> este una dintre cele mai eficiente tehnici pentru a men\u021bine solul s\u0103n\u0103tos, printre altele.<\/p>\n

Rota\u021bia plantelor pe o anumit\u0103 parcel\u0103 evit\u0103 oboseala solului \u0219i \u00eentrerupe ciclurile insectelor, rezult\u00e2nd o produc\u021bie agricol\u0103 mai mare \u0219i, prin urmare, un randament mediu agricol pe acru mai mare.<\/p>\n

3. Calitatea semin\u021belor<\/strong><\/p>\n

Calitatea semin\u021belor folosite de fermieri pentru sem\u0103natul c\u00e2mpurilor lor are un impact asupra produc\u021biei agricole. Prin urmare, agricultorilor li se recomand\u0103 s\u0103 semene doar semin\u021be certificate care au trecut toate controalele de calitate necesare pe terenurile lor agricole pentru a cre\u0219te randamentul agricol.<\/p>\n

Semin\u021bele certificate pot fi mai scumpe dec\u00e2t semin\u021bele necertificate, dar rezultatul va merita efortul, deoarece calitatea semin\u021belor este unul dintre cele mai importante elemente care afecteaz\u0103 productivitatea culturilor.<\/p>\n

\u00cen afar\u0103 de asta, utilizarea exclusiv\u0103 a semin\u021belor de \u00eenalt\u0103 calitate este una dintre cele mai responsabile modalit\u0103\u021bi de a cre\u0219te productivitatea culturilor. Un fermier poate examina calitatea anumitor semin\u021be contact\u00e2nd o companie produc\u0103toare de semin\u021be relevant\u0103 \u0219i aranj\u00e2nd teste personalizate pe o anumit\u0103 parcel\u0103 de teren, dac\u0103 este necesar.<\/p>\n

\u00cen afar\u0103 de asta, este esen\u021bial s\u0103 \u00een\u021belegem c\u0103 calitatea semin\u021belor nu este permanent\u0103 sau neafectat\u0103. Din momentul \u00een care sunt sem\u0103nate \u00een p\u0103m\u00e2nt, boabele de semin\u021be necesit\u0103 protec\u021bie. Una dintre strategiile de tratare a semin\u021belor utilizate pentru a realiza acest lucru este acoperirea semin\u021belor.<\/p>\n

Este tehnica de \u00eencapsulare a boabelor de semin\u021be \u00een materiale exterioare pentru a le \u00eembun\u0103t\u0103\u021bi propriet\u0103\u021bile (greutate, dimensiune) \u0219i\/sau pentru a le furniza substan\u021be chimice active (micronutrien\u021bi, inoculan\u021bi microbieni, regulatori de cre\u0219tere etc.) pentru a le proteja de bolile plantelor \u0219i a le stimula cre\u0219terea.<\/p>\n

4. Aplicarea inteligent\u0103 a \u00eengr\u0103\u0219\u0103mintelor<\/strong><\/p>\n

\u00cengr\u0103\u0219\u0103minte<\/a> sunt concepute pentru a hr\u0103ni diferite tipuri de sol, a stimula cre\u0219terea plantelor \u0219i a spori recoltele, dar utilizarea lor trebuie s\u0103 fie echilibrat\u0103 \u0219i judicioas\u0103. Utilizarea excesiv\u0103 a \u00eengr\u0103\u0219\u0103mintelor poate avea un impact sever asupra calit\u0103\u021bii solului \u0219i, prin urmare, asupra productivit\u0103\u021bii agricole.<\/p>\n

Diverse regiuni ale unui c\u00e2mp pot necesita niveluri diferite de fertilizare a solului, a\u0219a c\u0103 cea mai bun\u0103 abordare este utilizarea selectiv\u0103 a \u00eengr\u0103\u0219\u0103mintelor, \u00een func\u021bie de cerin\u021bele diferitelor zone ale c\u00e2mpului. Aceast\u0103 abordare precis\u0103 a fertiliz\u0103rii c\u00e2mpului men\u021bine solul s\u0103n\u0103tos, rezult\u00e2nd randamente medii mai mari pe acru.<\/p>\n

A Software de monitorizare a culturilor<\/a> este una dintre op\u021biunile tehnologice \u00een acest context. Con\u021bine un instrument de zonare a terenurilor care separ\u0103 terenurile agricole \u00een 2-7 zone pe baza fotografiilor din satelit, identific\u00e2nd locurile care necesit\u0103 mai mult\u0103 aten\u021bie dec\u00e2t altele.<\/p>\n

Cultivatorii folosesc frecvent tehnologia de precizie ca una dintre cele mai ecologice modalit\u0103\u021bi de a o stimula.<\/p>\n

5. Metode de protec\u021bie a culturilor<\/strong><\/p>\n

Agricultorii care doresc s\u0103 creasc\u0103 randamentele trebuie s\u0103 aib\u0103 grij\u0103 de plantele lor pe tot parcursul cre\u0219terii \u0219i p\u00e2n\u0103 la sf\u00e2r\u0219itul sezonului de cre\u0219tere. Fermierii folosesc o varietate de compu\u0219i pentru a reduce influen\u021ba buruienilor, d\u0103un\u0103torilor \u0219i bolilor asupra productivit\u0103\u021bii culturilor, \u00een func\u021bie de situa\u021bie.<\/p>\n

Erbicidele, insecticidele, desican\u021bii, regulatorii de cre\u0219tere a plantelor, fungicidele, adjuvan\u021bii \u0219i alte substan\u021be chimice sunt exemple comune. Protec\u021bia culturilor se poate realiza \u00eentr-o varietate de moduri. Controlul buruienilor\/d\u0103un\u0103torilor \u0219i controlul bolilor plantelor sunt dou\u0103 dintre cele mai importante.<\/p>\n

6. Prevenirea \u0219i gestionarea bolilor plantelor<\/strong><\/p>\n

Infec\u021biile plantelor reprezint\u0103 un alt pericol semnificativ pentru performan\u021ba agricol\u0103 a unui cultivator. Fermierii pot utiliza o varietate de metode de prevenire \u0219i gestionare a bolilor plantelor, cum ar fi alegerea soiurilor rezistente sau tolerante la boli, tratarea semin\u021belor cu fungicide \u0219i aplicarea pesticidelor \u0219i a altor substan\u021be similare pe plantele \u00een curs de dezvoltare, \u00een func\u021bie de tipul de plante care urmeaz\u0103 s\u0103 fie cultivate pe c\u00e2mp.<\/p>\n

Agricultorii ar trebui s\u0103 acorde o aten\u021bie sporit\u0103 momentului \u00een care utilizeaz\u0103 aceste tactici sau altele, astfel \u00eenc\u00e2t acestea s\u0103 aib\u0103 cel mai mare impact. Este necesar s\u0103 se \u021bin\u0103 cont de faptul c\u0103 protec\u021bia la timp a plantelor este esen\u021bial\u0103 pentru indicarea randamentului pe acru al fermei - cu c\u00e2t o problem\u0103 este recunoscut\u0103 mai devreme, cu at\u00e2t mai repede \u0219i mai u\u0219or va fi rezolvat\u0103, iar suprafe\u021bele mai mici vor fi afectate.<\/p>\n

7. Gestionarea buruienilor \u0219i a d\u0103un\u0103torilor<\/strong><\/p>\n

\u00cen timpul sezonului de cre\u0219tere, principalele provoc\u0103ri cu care se confrunt\u0103 fermierii sunt controlul buruienilor \u0219i gestionarea d\u0103un\u0103torilor. O singur\u0103 buruian\u0103, de exemplu, poate produce peste 10 milioane de semin\u021be de buruieni, care, dac\u0103 nu sunt controlate prompt, pot reduce semnificativ randamentele pe un anumit c\u00e2mp \u0219i pot cauza dificult\u0103\u021bi ani de zile. Agricultorii trebuie, de asemenea, s\u0103 adopte un r\u0103spuns holistic la infest\u0103rile cu d\u0103un\u0103tori.<\/p>\n

Fermierii trebuie s\u0103 fie mereu preg\u0103ti\u021bi s\u0103 r\u0103spund\u0103 prompt problemelor de infestare cu d\u0103un\u0103tori, deoarece d\u0103un\u0103torii sunt organisme extrem de adaptabile \u0219i se reproduc rapid, ceea ce ar putea pune \u00een pericol produsele de pe anumite terenuri agricole.<\/p>\n

Predic\u021bia randamentului culturilor este o preocupare major\u0103 pentru fermieri, deoarece le afecteaz\u0103 \u00een mod direct marja de profit. Dac\u0103 un fermier \u0219tie c\u00e2t randament poate a\u0219tepta de pe terenul s\u0103u, \u00ee\u0219i poate planifica culturile \u00een consecin\u021b\u0103 \u0219i \u00ee\u0219i poate cre\u0219te marja de profit. De aceea este important s\u0103 se prevad\u0103 cu exactitate randamentul fermei \u00eenainte de a planta orice cultur\u0103 pe un anumit teren.<\/p>\n

\"Predic\u021bia<\/p>\n

A fost o problem\u0103 important\u0103 \u00een agronomie \u00eenc\u0103 din cele mai vechi timpuri. Este esen\u021bial\u0103 pentru securitatea alimentar\u0103, \u00een special \u00een perioadele de secet\u0103, inunda\u021bii sau alte dezastre naturale.<\/p>\n

Predic\u021bia randamentului culturilor este utilizat\u0103 \u0219i de fermieri pentru a lua decizii cu privire la momentul plant\u0103rii \u0219i recolt\u0103rii culturilor, pe baza con\u021binutului de umiditate al solului, a infest\u0103rilor cu d\u0103un\u0103tori \u0219i a altor factori, cum ar fi condi\u021biile meteorologice \u0219i necesarul de \u00eengr\u0103\u0219\u0103minte.<\/p>\n

Pentru a lua decizii mai informate \u0219i a \u00eembun\u0103t\u0103\u021bi eficien\u021ba cresc\u00e2nd\u0103 cu ajutorul datelor privind randamentul agricol, click aici<\/a> pentru a solicita o demonstra\u021bie acum.<\/p>\n

\n

\u00centreb\u0103ri frecvente<\/h2>\n
\n

1. Cum \u00ee\u0219i m\u0103resc fermierii randamentul culturilor?<\/strong><\/p>\n

Fermierii cresc randamentul culturilor prin gestionarea solului, iriga\u021bii eficiente, rota\u021bia culturilor \u0219i controlul d\u0103un\u0103torilor \u0219i buruienilor. Aceste practici optimizeaz\u0103 fertilitatea solului, disponibilitatea apei \u0219i reduc la minimum d\u0103un\u0103torii \u0219i bolile, rezult\u00e2nd o productivitate mai mare a culturilor.<\/p>\n

2. Cum se calculeaz\u0103 randamentul culturilor pe hectar\/parcel\u0103?<\/span><\/span><\/strong><\/p>\n

Poate fi m\u0103surat\u0103 prin diverse metode \u0219i factori. O abordare comun\u0103 este recoltarea fizic\u0103 a unei mostre reprezentative a culturii dintr-o anumit\u0103 zon\u0103 \u0219i c\u00e2nt\u0103rirea acesteia. Aceast\u0103 greutate este apoi extrapolat\u0103 pentru a estima randamentul total al \u00eentregului c\u00e2mp sau al fermei.<\/p>\n

De exemplu, dac\u0103 proba c\u00e2nt\u0103re\u0219te 100 de kilograme \u0219i suprafa\u021ba c\u00e2mpului este de 2 hectare, randamentul culturii pe hectar ar fi de 50 de kilograme.<\/p>\n

\u00cen plus, tehnologiile avansate, cum ar fi teledetec\u021bia \u0219i imaginile din satelit, pot fi utilizate pentru a evalua s\u0103n\u0103tatea culturilor, indicii vegeta\u021biei \u0219i biomasa, oferind informa\u021bii valoroase.<\/p>\n

Al\u021bi factori precum calitatea boabelor, dimensiunea \u0219i valoarea de pia\u021b\u0103 sunt, de asemenea, lua\u021bi \u00een considerare la m\u0103surare. De exemplu, dac\u0103 proba c\u00e2nt\u0103re\u0219te 100 de kilograme \u0219i suprafa\u021ba c\u00e2mpului este de 2 hectare, randamentul culturii pe hectar ar fi de 50 de kilograme.<\/p>\n

3. Cum estima\u021bi randamentul culturii \u00eenainte de recoltare?<\/strong><\/p>\n

Estimarea randamentului culturilor \u00eenainte de recoltare se poate face printr-o combina\u021bie de metode.<\/p>\n

O abordare const\u0103 \u00een utilizarea unor modele de cre\u0219tere specifice culturilor, care iau \u00een considerare factori precum data plant\u0103rii, condi\u021biile meteorologice \u0219i s\u0103n\u0103tatea culturilor pentru a prezice randamentul poten\u021bial.<\/p>\n

O alt\u0103 metod\u0103 este utilizarea tehnicilor de teledetec\u021bie, cum ar fi imaginile din satelit sau dronele, pentru a evalua vigoarea \u0219i biomasa culturilor.<\/p>\n

4. Ce tip de sistem agricol produce cereale mai s\u0103n\u0103toase?<\/strong><\/p>\n

Sistemele de agricultur\u0103 organic\u0103 sunt adesea asociate cu cereale mai s\u0103n\u0103toase. Agricultura organic\u0103 evit\u0103 utilizarea pesticidelor sintetice, a erbicidelor \u0219i a organismelor modificate genetic (OMG). \u00cen schimb, fermierii organici se bazeaz\u0103 pe \u00eengr\u0103\u0219\u0103minte naturale, rota\u021bia culturilor \u0219i metode biologice de combatere a d\u0103un\u0103torilor.<\/p>\n

Aceste practici contribuie la producerea de cereale f\u0103r\u0103 reziduuri chimice, poten\u021bial mai bogate \u00een nutrien\u021bi esen\u021biali \u0219i cu niveluri mai sc\u0103zute de contaminare cu pesticide.<\/p>\n

Cu toate acestea, este important de men\u021bionat c\u0103 beneficiile specifice pentru s\u0103n\u0103tate ale cerealelor pot varia \u00een func\u021bie de factori precum calitatea solului, soiul culturilor \u0219i practicile de manipulare post-recoltare.<\/p>\n

5. Cum cresc pesticidele randamentul culturilor?<\/strong><\/p>\n

Pesticidele pot cre\u0219te acest risc prin protejarea plantelor de diver\u0219i d\u0103un\u0103tori, boli \u0219i buruieni. Acestea ajut\u0103 la controlul sau eliminarea insectelor d\u0103un\u0103toare, a ciupercilor, a bacteriilor \u0219i a altor organisme care pot deteriora sau distruge culturile.<\/p>\n

Prin reducerea impactului d\u0103un\u0103torilor, pesticidele permit plantelor s\u0103 creasc\u0103 mai viguros, s\u0103 utilizeze nutrien\u021bii eficient \u0219i s\u0103 aloce mai multe resurse pentru o cre\u0219tere productiv\u0103.<\/p>","protected":false},"excerpt":{"rendered":"

Pentru a prezice randamentul culturilor, trebuie s\u0103 \u00een\u021belegem c\u00e2t\u0103 lumin\u0103 solar\u0103 primesc plantele \u0219i c\u00e2t\u0103 ap\u0103 au nevoie. Cre\u0219terea plantelor depinde de aceste dou\u0103...<\/p>","protected":false},"author":210157960,"featured_media":5119,"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":[1657,1380,1378],"tags":[1599],"class_list":["post-5114","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-precision-farming","category-whats","category-remote-sensing","tag-remote-sensing"],"acf":[],"yoast_head":"\nCrop yield prediction in Agriculture \ud83d\udcc8<\/title>\n<meta name=\"description\" content=\"Crop yield prediction is the process of estimating the potential or expected yield of a specific crop for a given area and growing season. \ud83c\udf3e\" \/>\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\/ro\/blog\/prezicerea-randamentului-culturilor-cu-ajutorul-datelor-de-teledetectie\/\" \/>\n<meta property=\"og:locale\" content=\"ro_RO\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Crop yield prediction in Agriculture \ud83d\udcc8\" \/>\n<meta property=\"og:description\" content=\"Crop yield prediction is the process of estimating the potential or expected yield of a specific crop for a given area and growing season. \ud83c\udf3e\" \/>\n<meta property=\"og:url\" content=\"https:\/\/geopard.tech\/ro\/blog\/prezicerea-randamentului-culturilor-cu-ajutorul-datelor-de-teledetectie\/\" \/>\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=\"2022-06-21T11:57:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-06-04T19:49:13+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/geopard.tech\/wp-content\/uploads\/2022\/06\/63-min.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"675\" \/>\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=\"Scris de\" \/>\n\t<meta name=\"twitter:data1\" content=\"dementievgeopard\" \/>\n\t<meta name=\"twitter:label2\" content=\"Timp estimat pentru citire\" \/>\n\t<meta name=\"twitter:data2\" content=\"11 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/predicting-crop-yield-with-remote-sensing-data\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/predicting-crop-yield-with-remote-sensing-data\\\/\"},\"author\":{\"name\":\"dementievgeopard\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/#\\\/schema\\\/person\\\/dd217733c742620adc57befbbcd84a8a\"},\"headline\":\"Crop yield prediction with remote sensing data in Precision Agriculture\",\"datePublished\":\"2022-06-21T11:57:00+00:00\",\"dateModified\":\"2023-06-04T19:49:13+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/predicting-crop-yield-with-remote-sensing-data\\\/\"},\"wordCount\":2650,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/predicting-crop-yield-with-remote-sensing-data\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/i0.wp.com\\\/geopard.tech\\\/wp-content\\\/uploads\\\/2022\\\/06\\\/63-min.jpg?fit=1200%2C675&ssl=1\",\"keywords\":[\"Remote Sensing\"],\"articleSection\":[\"Precision Farming\",\"Whats\",\"Remote Sensing\"],\"inLanguage\":\"ro-RO\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/geopard.tech\\\/blog\\\/predicting-crop-yield-with-remote-sensing-data\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/predicting-crop-yield-with-remote-sensing-data\\\/\",\"url\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/predicting-crop-yield-with-remote-sensing-data\\\/\",\"name\":\"Crop yield prediction in Agriculture \ud83d\udcc8\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/predicting-crop-yield-with-remote-sensing-data\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/predicting-crop-yield-with-remote-sensing-data\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/i0.wp.com\\\/geopard.tech\\\/wp-content\\\/uploads\\\/2022\\\/06\\\/63-min.jpg?fit=1200%2C675&ssl=1\",\"datePublished\":\"2022-06-21T11:57:00+00:00\",\"dateModified\":\"2023-06-04T19:49:13+00:00\",\"description\":\"Crop yield prediction is the process of estimating the potential or expected yield of a specific crop for a given area and growing season. \ud83c\udf3e\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/predicting-crop-yield-with-remote-sensing-data\\\/#breadcrumb\"},\"inLanguage\":\"ro-RO\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/geopard.tech\\\/blog\\\/predicting-crop-yield-with-remote-sensing-data\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"ro-RO\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/predicting-crop-yield-with-remote-sensing-data\\\/#primaryimage\",\"url\":\"https:\\\/\\\/i0.wp.com\\\/geopard.tech\\\/wp-content\\\/uploads\\\/2022\\\/06\\\/63-min.jpg?fit=1200%2C675&ssl=1\",\"contentUrl\":\"https:\\\/\\\/i0.wp.com\\\/geopard.tech\\\/wp-content\\\/uploads\\\/2022\\\/06\\\/63-min.jpg?fit=1200%2C675&ssl=1\",\"width\":1200,\"height\":675,\"caption\":\"Crop yield prediction in Agriculture\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/predicting-crop-yield-with-remote-sensing-data\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/geopard.tech\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Crop yield prediction with remote sensing data in Precision Agriculture\"}]},{\"@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\":\"ro-RO\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/#organization\",\"name\":\"GeoPard Agriculture\",\"alternateName\":\"GeoPard\",\"url\":\"https:\\\/\\\/geopard.tech\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ro-RO\",\"@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\":\"ro-RO\",\"@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":"Predic\u021bia randamentului culturilor \u00een agricultur\u0103 \ud83d\udcc8","description":"Predic\u021bia randamentului culturilor este procesul de estimare a randamentului poten\u021bial sau a\u0219teptat al unei anumite culturi pentru o anumit\u0103 zon\u0103 \u0219i un anumit sezon de cre\u0219tere. \ud83c\udf3e","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\/ro\/blog\/prezicerea-randamentului-culturilor-cu-ajutorul-datelor-de-teledetectie\/","og_locale":"ro_RO","og_type":"article","og_title":"Crop yield prediction in Agriculture \ud83d\udcc8","og_description":"Crop yield prediction is the process of estimating the potential or expected yield of a specific crop for a given area and growing season. \ud83c\udf3e","og_url":"https:\/\/geopard.tech\/ro\/blog\/prezicerea-randamentului-culturilor-cu-ajutorul-datelor-de-teledetectie\/","og_site_name":"GeoPard - Precision agriculture Mapping software","article_publisher":"https:\/\/www.facebook.com\/geopardAgriculture\/","article_published_time":"2022-06-21T11:57:00+00:00","article_modified_time":"2023-06-04T19:49:13+00:00","og_image":[{"width":1200,"height":675,"url":"https:\/\/geopard.tech\/wp-content\/uploads\/2022\/06\/63-min.jpg","type":"image\/jpeg"}],"author":"dementievgeopard","twitter_card":"summary_large_image","twitter_creator":"@geopardagri","twitter_site":"@geopardagri","twitter_misc":{"Scris de":"dementievgeopard","Timp estimat pentru citire":"11 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/geopard.tech\/blog\/predicting-crop-yield-with-remote-sensing-data\/#article","isPartOf":{"@id":"https:\/\/geopard.tech\/blog\/predicting-crop-yield-with-remote-sensing-data\/"},"author":{"name":"dementievgeopard","@id":"https:\/\/geopard.tech\/#\/schema\/person\/dd217733c742620adc57befbbcd84a8a"},"headline":"Crop yield prediction with remote sensing data in Precision Agriculture","datePublished":"2022-06-21T11:57:00+00:00","dateModified":"2023-06-04T19:49:13+00:00","mainEntityOfPage":{"@id":"https:\/\/geopard.tech\/blog\/predicting-crop-yield-with-remote-sensing-data\/"},"wordCount":2650,"commentCount":0,"publisher":{"@id":"https:\/\/geopard.tech\/#organization"},"image":{"@id":"https:\/\/geopard.tech\/blog\/predicting-crop-yield-with-remote-sensing-data\/#primaryimage"},"thumbnailUrl":"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/06\/63-min.jpg?fit=1200%2C675&ssl=1","keywords":["Remote Sensing"],"articleSection":["Precision Farming","Whats","Remote Sensing"],"inLanguage":"ro-RO","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/geopard.tech\/blog\/predicting-crop-yield-with-remote-sensing-data\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/geopard.tech\/blog\/predicting-crop-yield-with-remote-sensing-data\/","url":"https:\/\/geopard.tech\/blog\/predicting-crop-yield-with-remote-sensing-data\/","name":"Predic\u021bia randamentului culturilor \u00een agricultur\u0103 \ud83d\udcc8","isPartOf":{"@id":"https:\/\/geopard.tech\/#website"},"primaryImageOfPage":{"@id":"https:\/\/geopard.tech\/blog\/predicting-crop-yield-with-remote-sensing-data\/#primaryimage"},"image":{"@id":"https:\/\/geopard.tech\/blog\/predicting-crop-yield-with-remote-sensing-data\/#primaryimage"},"thumbnailUrl":"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/06\/63-min.jpg?fit=1200%2C675&ssl=1","datePublished":"2022-06-21T11:57:00+00:00","dateModified":"2023-06-04T19:49:13+00:00","description":"Predic\u021bia randamentului culturilor este procesul de estimare a randamentului poten\u021bial sau a\u0219teptat al unei anumite culturi pentru o anumit\u0103 zon\u0103 \u0219i un anumit sezon de cre\u0219tere. \ud83c\udf3e","breadcrumb":{"@id":"https:\/\/geopard.tech\/blog\/predicting-crop-yield-with-remote-sensing-data\/#breadcrumb"},"inLanguage":"ro-RO","potentialAction":[{"@type":"ReadAction","target":["https:\/\/geopard.tech\/blog\/predicting-crop-yield-with-remote-sensing-data\/"]}]},{"@type":"ImageObject","inLanguage":"ro-RO","@id":"https:\/\/geopard.tech\/blog\/predicting-crop-yield-with-remote-sensing-data\/#primaryimage","url":"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/06\/63-min.jpg?fit=1200%2C675&ssl=1","contentUrl":"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/06\/63-min.jpg?fit=1200%2C675&ssl=1","width":1200,"height":675,"caption":"Crop yield prediction in Agriculture"},{"@type":"BreadcrumbList","@id":"https:\/\/geopard.tech\/blog\/predicting-crop-yield-with-remote-sensing-data\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/geopard.tech\/"},{"@type":"ListItem","position":2,"name":"Crop yield prediction with remote sensing data in Precision Agriculture"}]},{"@type":"WebSite","@id":"https:\/\/geopard.tech\/#website","url":"https:\/\/geopard.tech\/","name":"GeoPard - Software pentru agricultur\u0103 de precizie","description":"Agricultur\u0103 de precizie Software de cartografiere","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":"ro-RO"},{"@type":"Organization","@id":"https:\/\/geopard.tech\/#organization","name":"GeoPard Agricultur\u0103","alternateName":"GeoPard","url":"https:\/\/geopard.tech\/","logo":{"@type":"ImageObject","inLanguage":"ro-RO","@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":"ro-RO","@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-1ku","jetpack_featured_media_url":"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/06\/63-min.jpg?fit=1200%2C675&ssl=1","_links":{"self":[{"href":"https:\/\/geopard.tech\/ro\/wp-json\/wp\/v2\/posts\/5114","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/geopard.tech\/ro\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/geopard.tech\/ro\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/geopard.tech\/ro\/wp-json\/wp\/v2\/users\/210157960"}],"replies":[{"embeddable":true,"href":"https:\/\/geopard.tech\/ro\/wp-json\/wp\/v2\/comments?post=5114"}],"version-history":[{"count":0,"href":"https:\/\/geopard.tech\/ro\/wp-json\/wp\/v2\/posts\/5114\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/geopard.tech\/ro\/wp-json\/wp\/v2\/media\/5119"}],"wp:attachment":[{"href":"https:\/\/geopard.tech\/ro\/wp-json\/wp\/v2\/media?parent=5114"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/geopard.tech\/ro\/wp-json\/wp\/v2\/categories?post=5114"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/geopard.tech\/ro\/wp-json\/wp\/v2\/tags?post=5114"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}