AI Maps Tendron'ny Trano 13 Tapitrisa Iray Amin'ireo Faritra Tany lavitra indrindra eto amin'izao tontolo izao

Mpanoratra: Tao Ye Hongyu Shan Jidong Wu Qiang Zhou Mingfu Ma Wenzhi Zhao Ru Ya Yuan Gao Lizheng Wu Abstract Ny angonon-drakitra momba ny fanorenana lehibe sy avo lenta dia zava-dehibe ho an'ny fampandrosoana ny tanàna sy ny fizarana harena any amin'ny faritra, ary ny fikarohana momba ny loza ateraky ny loza. Ny Plateau Qinghai-Tibetan dia ny ampahatelon'ny tsato-kazo eran-tany. Na dia tena zava-dehibe aza ny fahatakarana ny fifandraisan'ny olombelona sy ny tontolo iainana eo an-toerana ao amin'ny Plateau Qinghai-Tibetan, dia voasakana izany noho ny tsy fisian'ny angonon-drakitra momba ny fanorenana amin'ny famaha avo lenta noho ny haben'ny faritra sy ny fahatapahan'ny faritra. Amin'ity fandalinana ity, namorona ny endrika voalohany amin'ny valindrihana tranoben'ny Plateau Qinghai-Tibetan sy ny faritra manodidina azy izahay tamin'ny fampiasana sary avo lenta avy amin'ny Google sy ny algoritma fanesorana ny kontoron'ny tranobe ao amin'ny sehatra AI Earth. Ny vokatray dia ahitana trano 13,09 tapitrisa manarona 6092,7 km2, novidin'ny santionany fitsapana 250 x 1 km2. Ny angonon-drakitra dia nanana fahamarinana ankapobeny 87%, fahatsiarovana 91,9%, ary isa F1 64,8%, ka manome famaritana mandroso momba ny fizarana trano ao amin'ny faritra fandalinana raha oharina amin'ny CBRA. Ny asa ataontsika dia manana hery lehibe amin'ny fanamorana ny fanombanana ny fahasimbana ho an'ny fandalinana ny loza mety hitranga amin'ity faritra ity. Background & Summary Ny fahatongavan'ny vanim-potoanan'ny nomerika dia nampitombo ny fangatahana angonon-drakitra azo itokisana momba ny fizarana sy ny toetran'ny trano , , . Ny angonon-drakitra momba ny fizarana trano dia manome fampahalalana momba ny toerana tsy momba ny trano ihany, fa koa ny mponina sy ny fananana ara-batana , ary manompo ho toy ny fanoloana tsara ny asa ataon'ny olombelona. Tao anatin'ny am-polony taona farany, ny angonon-drakitra momba ny fizarana trano dia nampiasaina betsaka amin'ny fanaraha-maso ny fampandrosoana ny tanàna sy ny ambanivohitra , , ny fahatakarana ny fiantraikan'ny fiandrianam-pirenena eo amin'ny fiarovana ny sakafo, ny zavamananaina, ny fiovan'ny toetr'andro, ary ny fahasalamana sy ny fahasalamam-bahoaka , , ny famolavolana paikady fampandrosoana isam-paritra, ary ny fiarovana ny tontolo iainana an-tanàna sy ambanivohitra , , . 1 2 3 4 5 6 7 8 9 10 11 Ny fandrosoan'ny sary avy any an-habakabaka sy an-jatony, miaraka amin'ny fandrosoana vao haingana amin'ny milina fianarana sy ny algoritma fianarana lalina, dia nanatsara ny fahazoana angonon-drakitra momba ny fizarana trano , , . Ny angonon-drakitra momba ny fizarana trano dia omena amin'ny endrika raster ho ampahany amin'ny angonon-drakitra momba ny fitrandrahana tany/fandrakofana. Ny famoahana farany indrindra dia ahitana vokatra telo momba ny fitrandrahana tany/fandrakofana eran-tany amin'ny 10m mifototra amin'ny satelita Sentinel, dia ny Dynamic World (DW) an'ny Google , ny Esri's 2020 Land Cover , ary ny World Cover 2020 (WC) an'ny European Space Agency (ESA) . Raha ankoatra ny fampahalalana momba ny fizarana toerana, ny mpikaroka dia miezaka koa ny manampy fampahalalana momba ny toetra amin'ny pikselin'ny trano, toy ny haavon'ny trano . Ohatra, He dia nampiasa fampifangaroana angonon-drakitra avy amin'ny loharano maro mifototra amin'ny fanaraha-maso mba hamoronana ny angonon-drakitra voalohany eran-tany momba ny fiitaran'ny tanàna telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional 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telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo-dimensional telo 12 13 14 15 16 17 14 al. 7