Amakuru ya satelite avuye kuri Copernicus

Umurima wawe uvuye mu kirere, tubikesha Copernicus

Buri foto ya satelite muri FairGrow iva kuri Sentinel-2, porogaramu y’Uburayi Copernicus. Turayitunganya imbere muri Copernicus Data Space Ecosystem, hanyuma tugashira ivyavuyemwo hafi ya sensor iri mu butaka bwawe. Metero cumi kuri buri pikseli, ishusho nshasha mu minsi mike mike, mu rurimi rwawe bwite.

10 m
Kuri pikseli
Iminsi 5
Hagati y’ingendo
17
Amarwego ku murima
2017
Amateka y’ibihingwa atangura
Ishimwe aho rikwiye

Porogaramu iri inyuma y’ifoto

Ntitwarungitse satelite mu kirere. Uburayi ni bwo bwabikoze, incuro ebiri, hanyuma buca bufata ingingo yuko umuntu wese ashobora gukoresha ivyo satelite ibona. FairGrow ni kimwe mu bintu vyinshi vyashobotse kubera iyo ngingo.

Copernicus, porogaramu y’Umuryango w’Uburayi (EU) yo kuraba isi

Copernicus icungwa n’Inama Nshingwabikorwa y’Uburayi hamwe n’Ikigo c’Uburayi c’Ikirere n’ibihugu bigize EU. Za satelite zayo Sentinel zifata amafoto y’isi yose, kandi politike yayo ku bijanye n’amakuru ni nkoto: amakuru yuzuye, ku buntu kandi afunguriwe bose. Sentinel-2 ni satelite zibiri zikwiye kwitwararikwa n’abahinzi. Ni satelite ebiri zisa, zifise imirongo cumi n’itatu y’urumuri, metero cumi kuri buri pikseli ku mirongo yerekana ibimera, kandi zisubira ku murima umwe mu minsi itanu.

Kuva mu 2023, ayo makuru atangwa binyuze mu Copernicus Data Space Ecosystem, igicu c’Uburayi aho udashobora gusa gukurura amafoto ariko na ho ushobora no kuyabazako aho ari. Ni vyo nyene dukora: fomula zacu zikorera aho, ku ishusho yo uwo musi, kandi ni ifoto yonyene yarangiye igenda ku maseriveri yacu. Ntitubika na rimwe ibicuruzwa bitunganijwe bwa mbere bya satelite, kandi ntitwigera dutwara na kimwe kirenze ico umurima wawushushanyije ukeneye.

Hariho izindi nkomoko ebiri za Copernicus ziri kuri dashboard yawe, hafi ya Sentinel-2: Copernicus Land Monitoring Service ku bijanye n’amateka y’ibihingwa vy’umurima wawe kuva mu 2017, na Copernicus DEM, imodeli y’ubutumburuke bwa metero 30 iri inyuma y’amarwego y’imisozi n’ibibaya.

Inkomoko: Contains modified Copernicus Sentinel data 2026. Biraboneka kuri buri gatambwe, igishusho, ikintu gikurujwe na raporo ikoresha ivyo.

Copernicus Data Space Ecosystem Igicu c’Uburayi, sh.dataspace.copernicus.eu Umwirondoro, OAuth2 Catalog API Process API Statistical API Sentinel-2 L2A · Copernicus DEM 30 m · CLMS amakuru y’ibihingwa fomula zacu zikorera hano, ku ishusho y’uwo musi PNG ku rwego JSON ku murima nta makuru mbisi Urubuga rwa FairGrow amaseriveri yacu, kigo c’amakuru mu Buholandi, ISO 27001 igice ca satelite: amashusho, amarwego, imigendekere, cache za sensor z’ubutaka · ikirere · ivu ry’indabyo · igitabo c’imirima dashboard · porogaramu ya terefone · raporo za PDF amakuru yawe agumira hano, mu ndimi 57 Contains modified Copernicus Sentinel data 2026
Amazu abiri, umuryango umwe. Ikintu cose gikoraho amakuru mbisi ya satelite gikorerwa imbere mu gicu ca Copernicus. Ni ifoto yarangiye n’imibare y’umurima wawe gusa bica ku ruhande rwacu.
Kuva ku ngendo ya satelite kugeza ku mugaragaro

Ivyabaho hagati ya satelite na wewe

Intambwe zitandatu, ntanumwe muri zo igusaba ikintu. Shushanya umurima wawe rimwe gusa, hanyuma buri ngendo ya satelite ishobora gukoreshwa nyuma yaho igahinduka ubwayo iba amafoto mashasha.

1 Injira urufunguzo rwacu, rukiriho iminota cumi 2 Hitamwo ishusho ingendo ifise ibicu bike y’iminsi 90 iheruka 3 Bara fomula imwe kuri urwego, ikorera mu gicu 4 Bika amafoto iminsi 30, imibare amasaha 6 5 Huza sensor, ikirere, imipaka y’umurima 6 Erekana dashboard, porogaramu, raporo ya buri ndwi imbere mu gicu ca Copernicus imbere muri FairGrow
Urunengo rwose rukorera ubwarwo. Umuhinzi yinjira ku wa mbere abona ingendo ya satelite iruta izindi mu minsi ziheruka; umuhinzi atinjira na rimwe aza kubona ivyo mu raporo ya buri ndwi.
Ivyo ubona

Uburyo cumi na burindwi bwo kuraba umurima umwe

Sentinel-2 ifata amabara cumi n’atatu, akenshi atabonwa n’ijisho. Buri rwego ni ikibazo kimwe kibazwa ayo mabara, mu majambo akoreshwa n’umuhinzi. Uhitamwo agatambwe; imibare igumira inyuma.

Sentinel-2amarwego cumi n’umwe y’amafoto, ashashwa nyuma ya buri ngendo ikoreshwa

Amabara nyakuri

Ingene umurima wawe umeze uwuraba uvuye mu kirere. Kugira ngo umenye aho uri no kubona ivyahindutse.

Amabara y’impimbano

Urumuri rutaboneka rwerekanwa mu bitukura. Uko itukura rikomeye, ni ko igihingwa gifise ubuzima bwinshi.

NDVI, ibimera

Ikimenyetso gisanzwe c’imbaraga z’ibimera. Icatsi kirekire kigaragaza ibimera vyuzuye, ibara ry’ubutaka rigaragaza ubutaka busanzwe canke ibimera bigowe.

NDMI, ubunyegeri

Amazi ari mu mababi no mu butaka. Ibururu bigaragaza ubunyegeri, oranje bigaragaza ubwumu, iminsi mbere y’uko igihingwa kibigaragaza.

NDWI, amazi

Amazi asanzwe n’uduce twuzuye amazi. Ibiyaga bito, imiferege n’ahantu hatigera hakama.

EVI, ugukura

NDVI yateziwe imbere ikoreshwa ku bihingwa vyinshi cane, aho ikimenyetso gisanzwe kidashobora kubona itandukaniro.

NDDI, amapfa

Ibimera n’amazi bifatwa hamwe. Itukura ni aho amapfa atangura kugaragara.

SWIR, ugusha n’ubunyegeri

Urumuri rugufi rutaboneka. Rwerekana ubutaka bwahiwe bushasha, ingaruka z’amapfa n’ibyononekaye n’umuriro.

SAVI, ibihingwa bito

Ikimenyetso c’ibimera cakosowe kugira ngo kitagira ingaruka z’ubutaka bubonwa. Kigirwako umutima igihe igihingwa gikiri gito.

NDRE, impera itukura

Chlorophylle iri mu gihingwa gikuze. Igumana ubushobozi bwo kubona itandukaniro naho NDVI itagishoboye, ni co gituma na ho ikoreshwa mu kuraba azote.

Ivyiciro vy’ishusho

Ico satelite ubwayo ibona ko buri pikseli ari co: igihingwa, ubutaka, amazi, igicu canke igicucu. Uburyo bwacu bwo gukura ibicu buravyifashisha.

Ikarata y’ibihingwa, CLMS

Igihingwa Copernicus Land Monitoring Service yabonye ku murima wawe, buri mwaka, kuva mu 2017.

Copernicus DEMamarwego atanu y’imisozi n’ibibaya avuye mu modeli y’ubutumburuke bwa metero 30

Igicucu c’ubutaka

Ahantu hamurikiwe uvuye mu majyaruguru y’uburengero. Imisozi mito, imiferege n’imiferege ya kera birabonekera neza.

Uruhande

Uburemere bw’uruhande mu madigere. Uduce tuzamutse cane tubanza gukama kandi tukabanza gutwarwa n’amazi.

Aho izuba rigana

Iyo uruhande rugana. Amajyepfo agirira ubushuhe, amajyaruguru agumana ubukonje.

Ubutumburuke

Ahantu hasa hakusanya umuyaga ukonje mw’ijoro ridafise ibicu, n’ahantu hazamutse hagumana ubwumu.

Ubunyegeri bw’ubutaka

Aho amazi atembera kandi akusanyirizwa iyo imvura igwa, bibazwe hishimikijwe imisusire y’ubutaka.

Ibimenyetso bitanu muri vyo birerekanwa nk’imigendekere y’iminsi 90 ku murima wawe, kandi ukanda kuri pikseli iyariyo yose bikakwereka agaciro kayo kuri uwo musi.

Gusa igihe bihuriye

Aho satelite ihura n’ubutaka

Satelite ibona umurima wose rimwe mu minsi mike mike. Sensor ibona ahantu hamwe mu miniti mike mike. Nta na kimwe gihagije kikiri kiryene, kandi ico gishimishije muri FairGrow ni ivyabaho igihe bihuriye.

Isuzumwa rya azote

NDRE iringanijwe na modeli

Ubuzuzanye bw’azote yacu ni modeli ifashwa n’ibihingwa, ubutaka n’ikirere. NDRE ivuye kuri Sentinel-2 ni ipima ryigenga rya chlorophylle iri mu bimera. Igihe ibi bibiri bihuye, urashobora kwizigira inama; igihe bitahuye, uwo murima ukwiye kugendererwa.

Kuhira

Ingorane ziboneka hejuru, igihe kimenyekana hepfo

NDMI n’imigendekere ya NDVI birerekana aho umurima ufise ingorane z’ubunyegeri. Sensor y’ubutaka yo yerekana igihe imizi nyene yumye. Igihe bihujwe, bihindura ifoto ya buri ndwi ngo ibe icemezo ca buri musi, kandi igice c’ukuhira kirerekana ibi bibiri hamwe ku mugaragaro umwe.

Amateka

Amateka aboneka umusi wa mbere

Abahinzi benshi bato ntibafise amateka y’ibihingwa yashizwe kuri mudasobwa. Amakuru ya Copernicus land monitoring ahereza buri murima ayo mateka umusi uwushushanyeho: ico cameze kirahinga aha kuva mu 2017, igihe cameye no igihe casaruwe.

Ukwezi kumwe kw’igihingwa Ingendo za Sentinel-2 hejuru, sensor y’ubutaka hepfo umusi 1 umusi 8 umusi 15 umusi 22 umusi 29 iyi foto igumira kuri dashboard yawe kugeza ku yindi ngendo isukuye isukuye igicu igicu isukuye igicu isukuye ubunyegeri bw’ubutaka, mu miniti mike mike, ahantu hamwe sensor yuzuza ivyibonekeza hagati y’ingendo; satelite yo ikwereka nimba uwundi murima uhuye n’ivyo sensor ivuga
Hafi ingendo imwe ku ndwi niyo iba isukuye bihagije ngo ikoreshwe. Ntaco bimaze, kuko sensor itigera ihagarika gutanga amakuru hagati aho.
Kuri dashboard yawe

Aho Sentinel-2 igaragarira

Ahantu hatandatu, ntanahamwe hasaba kumenya ico spectral band ari co.

Ishusho ya satelite

Uduce dutandatu kuri dashboard yawe ku ngendo iheruka isukuye, hamwe n’itariki n’igitigiri c’ibicu. Nugukuze urabona amarwego yose cumi n’arindwi, amashusho ya kera, imigendekere y’iminsi 90 no gukurura urwego uru n’uru nk’ifoto.

Amakuru y’ahantu

NDVISentinel-2Normalised Difference Vegetation IndexKigereranya urumuri rutaboneka amababi afise ubuzima yasubiza n’urumuri rutukura ayanywa. Kiva kuri -1 kugeza kuri 1: hejuru ya 0.6 ni ibimera vyuzuye kandi bifise ubuzima, hafi ya 0.2 ni ubutaka busanzwe canke igihingwa kigowe. Kibazwa hakoreshejwe imirongo B08 na B04 ya Sentinel-2. bivanze n’ifoto yafashwe biguruka hejuru, bigacibwa ku mipaka y’umurima wawe, hamwe n’imiterere y’ubutaka, uburinganire bw’amazi n’amateka y’ibihingwa biwukikuje.

Kuhira

Urutonde rwa NDVI rw’umurima wawe biri hafi y’ubunyegeri sensor yawe ipima, mu gice kimwe aho ushiramwo amabwirizwa y’umuzigo wawe canke pompe yawe.

Uburinganire bwa azote

Uko azote imeze nk’uko modeli ibivuga birasuzumwa bigereranywa na NDRESentinel-2Normalised Difference Red Edge indexIkoresha umurongo w’impera itukura, intera yugarije iri hagati y’itukura n’urumuri rutaboneka aho chlorophylle igaragaza ikimenyetso cayo. Aho NDVI itagishoboye kubona itandukaniro mu gihingwa cinshi kandi gikuze, NDRE iracabona itandukaniro hagati y’amababi afunguye n’ayafise inzara, ni co gituma ikoreshwa nk’igipimo cigenga ca azote. Imirongo B08 na B05 ya Sentinel-2. mu minsi mirongo ibiri iheruka, igipimo cigenga kitagusaba ikiguzi na kimwe.

Imisozi n’uko amazi atemba

Uruhande, aho izuba rigana n’ubunyegeri bw’ubutaka bivuye kuri Copernicus DEMCopernicusDigital Elevation ModelIkarata y’ubutumburuke bw’isi yose, metero 30 kuri buri gace, yubatswe hakoreshejwe za satelite za radar TanDEM-X, isohorwa na Copernicus. FairGrow ibazako amarwego y’imisozi n’ibibaya kuvyo: igicucu, uruhande, aho izuba rigana, ahantu hasa n’aho amazi akusanyirizwa. birasigura igituma agace kamwe kabanza gukama canke kabanza kuzura amazi.

Raporo

Raporo ya buri ndwi, raporo y’ikirere na raporo y’isuzuma rya drone, zose zitwaje ifoto iheruka y’umurima wawe, hamwe n’inkomoko munsi yayo.

Ingene tubikorana

Gusaba mu buryo bwiza, kubika neza

Amakuru afunguriwe bose aguma afunguriwe igihe abayakoresha babigenza neza. Iki ni ico dukora kugira ngo umubare uriko urongera w’abahinzi utigera uba umutwaro ku gikorwa ca rubanda c’Uburayi.

Ingendo isukuye kuruta izindi, hanyuma igipfuko

Ku bijanye n’amafoto, duhitamwo ishusho ifise ibicu bike mu minsi 90 iheruka. Ku bijanye n’imibare, dupfuka na none buri pikseli satelite yerekanye ko ari igicu canke igicucu. Amafoto aguma asukuye kandi impuzandengo zigumana ukuri.

Dubika ico twakiriye

Amafoto abikwa iminsi 30, imibare y’imirima ibikwa amasaha atandatu. Abahinzi babiri bari ahantu hamwe basangira ikibazo kimwe, kandi cache ikimaze igihe gito itanga amakuru kuri dashboard nyinshi ata na kimwe cifashishije muri Data Space.

Umurima wawe gusa

Imirima ifise ubuso bungana na hegitari eshatu canke kurenza, ibona imibare kuri imipaka yayo bwite. Imirima mito ikoresha ubwoko bw’ikibanza c’ikirometero rimwe, kuko pikseli imwe ya Sentinel-2 imaze gutwikira igice kinini c’itongo.

Nta makuru mbisi, na rimwe

Ntitwigera dukurura ibicuruzwa bya satelite. Fomula zacu zikorera imbere mu gicu ca Copernicus, kandi ni ifoto yarangiye canke impuzandengo y’umurima gusa bigaruka. Amakuru dukoresha ni PNG n’imirongo mike ya JSON.

Kuvuga ukuri igihe hari ikitagenda

Nimba Data Space idashoboka kuboneka, uguma ufise ifoto ya nyuma twakiriye, kandi itariki iri munsi yayo ikwereka ko imaze igihe kingana iki. Icuho kigaragazwa nk’icuho, ntikigaragazwa nk’umurima mwiza w’icatsi.

Amakuru yawe aguma iwawe

Umurima wawe, za sensor zawe n’ibipimo vyawe bibikwa ku maseriveri yacu bwite mu kigo c’amakuru c’Ubuholandi, gifise icemezo ca ISO 27001. Ikintu conyene kigenda kugera mu gicu ca Copernicus ni imipaka y’agace kagomba kubazwa, kandi na co ico gicu ni ic’Uburayi.

satelite: umurima wose, buri minsi 5 sensor: ahantu hamwe, mu miniti mike mike pikseli imwe ni metero 10
Uwubatse iki

Ikigo c’amakuru cagiye hanze

FairGrow yakozwe na EasyData, ikigo c’Ubuholandi cahuza kandi gisoma inyandiko z’amakomine, ivy’amagara n’ivy’ubucuruzi kuva mu 1999, gifise umugwi w’iterambere i Yerevan kuva mu 2012. FairGrow yatanguye ari igerageza rikoresha za sensor zo mu busitani, hanyuma iba urubuga umwanya twabonye ingene satelite yongera agaciro igishize hafi ya sensor ku murima umwe.

  • Yubatswe mu mwaka umwe hifashishijwe Copernicus na Data Space, ata mfashanyo ya Leta
  • Ku bahinzi bo ku isoko, abarima ivyamwa, ibigega vy’ibimera, imirima minini n’abahinzi bo mu rugo bafata ivyo bakora nka kazi nyakuri
  • Mu ndimi 57, kuko ifoto ya satelite imenyekana gusa igihe insobanuro iri mu rurimi rwawe

Uruhusha, mu nteruro imwe

Amakuru ya Copernicus akoreshwa ku buntu, na mu bucuruzi na ho, ku bwoba bumwe: kuvuga aho ayo makuru ava. Twiyumvira ko ari amasezerano ameze neza, ni co gituma iyo nteruro itanyegezwa munsi y’urupapuro. Iraboneka munsi ya buri gatambwe n’igishusho cose, irashirwa muri buri foto ukurura, kandi iranditswe muri buri raporo.

Copernicus DEM n’amakuru ya land monitoring bije n’uruhusha rumwe rwo gufungura n’inshingano imwe. Sentinel-2 iratugera binyuze muri Copernicus Data Space Ecosystem hisunzwe amabwirizwa n’amasezerano; politike rusangi isobanurwa muri Sentinel data legal notice.

Iraboneka aho amakuru ari hose
Contains modified Copernicus Sentinel data 2026
Contains Copernicus DEM data 2026
Contains Copernicus Land Monitoring Service data 2026
Umwaka ukurikira kalendari. Modified, kuko ubona ivyavuye muri fomula yacu, atari ishusho mbisi.

Sentinel-2 ni imwe mu masoko menshi ari ku kibaho cawe. Ikirere n’amateka biva kuri Open-Meteo no ku maserivisi ya Copernicus y’ikirere n’umwuka, ivumbi riva kuri SILAM, imbibe z’imirima ziva mu bwanditsi bw’imirima bwo mu Burayi n’imibare y’ibihingwa iva kuri EPPO. Ibisanzwe by’ibihembwe n’igenzura ry’ikirere ridafitanye isano biva kuri NASA POWER, n’ibisanzwe by’ubutaka biva kuri SoilGrids yakozwe na ISRIC. Ikizoza: idirisha rya pigiseli za satelite kuri buri gikoresho cyo gupima, hamwe n’imenyesha rikora igihe ishusho yerekana ikimenyetso c’umuvuduko rihamijwe n’igikoresho kiri munsi yaco.

Raba umurima wawe bwite uvuye mu kirere

Kora konti yawe, wongereko aho uri hanyuma ushushanye umurima wawe rimwe. Ingendo ikurikira isukuye ya Sentinel-2 igaragara ubwayo kuri dashboard yawe, hamwe n’insobanuro mu rurimi rwawe.

Kora konti yawe → Icemezo cacu →
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