Incamake
Imiterere yikirere ya AI yiga imiterere yikirere biturutse kumyaka myinshi ishize, itanga amakuru yiminsi 10 mumasegonda irwanya cyangwa yatsinze moderi ya supercomputer ishingiye kuri fiziki byatwaye amasaha yo gukora. Ibi biravugurura uburyo abahanga mu bumenyi bw'ikirere bahanura ibihuhusi, ubushyuhe, hamwe na serwakira.
AI mu iteganyagihe ikoresha AI mu bidukikije byihariye aho amabwiriza, ibikorwa, no kwihanganira ingaruka bigira uruhare runini mu guhitamo ibishushanyo.
Kwibira cyane
Mu myaka 70, iteganyagihe ryasobanuraga gukemura ikigereranyo cya fiziki ya fluid kuri mudasobwa nini cyane - inzira yiswe iteganyagihe (NWP). AI ihindura ubu buryo: moderi nka Google GraphCast ya DeepMind, Pangu-Weather ya Huawei, na FourCastNet ya NVIDIA bahuguwe kuri dataset ya ERA5, hafi imyaka 40 yikirere ku isi. Biga isano iri hagati yikirere cyumunsi n'ejo, hanyuma bagahanura muburyo bwo guhuza aho kwigana fiziki. GraphCast itanga iteganyagihe ryiminsi 10 kwisi yose kuri dogere 0.25 muminota mike kuri TPU imwe, namasaha kumasoko ya mudasobwa. Muri 2023, GraphCast yarushije urugero rwizahabu rwa ECMWF kuri variable nyinshi. Centre yu Burayi ubu ikora imikorere yayo ya AI ikora, AIFS.
Ubushishozi
GraphCast yerekana isi nkigishushanyo: meshi-meshi nyinshi zifatanije kumunzani myinshi, kureka amakuru akwirakwizwa haba mugace ndetse no mumwanya muremure mukuntambwe nke. Igishushanyo mbonera cya neural cyinjiza ikirere nikibanza cyambere, hanyuma gihanura leta amasaha 6 imbere. Guteganya iminsi 10, igaburira umusaruro wayo inyuma muri autoregressive, inshuro 40. Amahugurwa atezimbere ikosa riremereye kurwego rwumuvuduko nimpinduka nkubushyuhe, umuyaga, nubushuhe.
Kumenya AI mu iteganyagihe
Imiterere yikirere ya AI yiga imiterere yikirere biturutse kumyaka myinshi ishize, itanga amakuru yiminsi 10 mumasegonda irwanya cyangwa yatsinze moderi ya supercomputer ishingiye kuri fiziki byatwaye amasaha yo gukora. Ibi biravugurura uburyo abahanga mu bumenyi bw'ikirere bahanura ibihuhusi, ubushyuhe, hamwe na serwakira. AI mu iteganyagihe ikoresha AI mu bidukikije byihariye aho amabwiriza, ibikorwa, no kwihanganira ingaruka bigira uruhare runini mu guhitamo ibishushanyo. Kugira ngo wubake byimbitse, fata AI mu iteganyagihe nk'icyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibizagerwaho, gusobanura neza ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe n'ibisaba guca imanza z'abahanga.
Mubimenyerezo, amatsinda akomeye akoresha AI mubiteganyagihe bihuza ubushobozi bwa tekiniki na politiki ya domaine, ubugenzuzi, no gufata ibyemezo imbere. Bandika ibipimo ngenderwaho byerekana intsinzi, bagerageza kurwanya amakuru afatika hamwe nakazi keza, kandi bagasubiramo bashingiye kubikorwa byagaragaye ko batsinzwe aho gutsinda inshuro imwe. Aha niho imyumvire yubumenyi ihinduka mubushobozi burambye kubicuruzwa, politiki, nibikorwa.
Inganda zerekana niba ibitekerezo bya AI bikomeza guhura nukuri. Mugihe kimwe, ibisabwa byubuyobozi birashobora gutesha agaciro ubundi prototypes ikomeye. Uburyo bukomeye cyane ni uguhuza umuvuduko wikigereranyo hamwe na disipuline yimiyoborere: kuyobora abaderevu, gufata ibimenyetso, gutangaza ibyemezo byicyemezo, no gukomeza kuvugurura uburyo bwo kwirinda nkimyitwarire yicyitegererezo, ibyo abakoresha bategereje, nibisabwa n'amategeko bigenda bihinduka.
Ingaruka z'Ingamba
Inganda zerekana niba ibitekerezo bya AI bikomeza guhura nukuri.
Inganda zerekana niba ibitekerezo bya AI bikomeza guhura nukuri. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Imbogamizi za domeni zigira ingaruka zemewe namakosa yo kugenzura.
Imbogamizi za domeni zigira ingaruka zemewe namakosa yo kugenzura. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Ibikorwa bigenda neza bihuza ubushobozi bwa tekiniki hamwe nakazi kambere.
Ibikorwa bigenda neza bihuza ubushobozi bwa tekiniki hamwe nakazi kambere. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Gushyira mu bikorwa Isi
Google GraphCast ya DeepMind itanga iteganyagihe ry'iminsi 10 ku isi mu minota mike, ikoreshwa mu kwerekana inzira ya serwakira iminsi mike.
ECMWF ikoresha icyitegererezo cyayo cya AIFS kugirango yuzuze ibisanzwe gakondo bya fiziki bishingiye kuri serivisi z’ikirere cy’i Burayi
NVIDIA's FourCastNet itanga vuba vuba amatsinda manini yo kugereranya amahirwe yumuyaga ukabije n’imvura
GenCast itanga ibisobanuro byerekana ko yatsinze ENS ya ECMWF kuri 97 ku ijana by'ibihe byageragejwe, bigateza imbere inzira yo mu turere dushyuha
Uburyo bwo Gushyira mu bikorwa
AI mu iteganyagihe mu myitozo
Google GraphCast ya DeepMind itanga iteganyagihe ryiminsi 10 ku isi mu minota mike, ikoreshwa mu kwerekana inzira ya serwakira iminsi mike.
Google GraphCast ya DeepMind itanga iteganyagihe ryiminsi 10 ku isi mu gihe cyumunota umwe, ikoreshwa mu kwerekana inzira ya serwakira iminsi ibanziriza Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamuka kwabantu kubibazo bikurikirana, kandi agakurikirana inyungu zibyara umusaruro nibiciro byigihe.
AI mu iteganyagihe mu myitozo
ECMWF ikoresha icyitegererezo cyayo cya AIFS kugirango yuzuze ibisanzwe gakondo bya fiziki bishingiye kuri serivisi z’ikirere cy’i Burayi.
ECMWF ikora icyitegererezo cyayo cya AIFS kugirango yuzuze iteganyagihe gakondo ishingiye kuri fiziki ya serivisi z’ikirere cy’i Burayi Ubusanzwe amakipe abona umusaruro ushimishije iyo asobanuye ibipimo ngenderwaho biri imbere, agakomeza inzira yo kuzamura abantu ku manza, kandi akurikirana inyungu ziva mu musaruro hamwe n’ikosa ryakozwe mu gihe runaka.
AI mu iteganyagihe mu myitozo
NVIDIA ya FourCastNet itanga vuba vuba amatsinda manini kugirango agereranye ko hashobora kubaho umuyaga ukabije n’imvura.
NVIDIA's FourCastNet itanga vuba vuba amatsinda manini kugirango agereranye ko hashobora kubaho ibihe by’umuyaga n’imvura bikabije Amakipe akunze kubona umusaruro ushimishije iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
AI mu iteganyagihe mu myitozo
GenCast itanga ibisobanuro byerekana ko yatsinze ENS ya ECMWF kuri 97 ku ijana by'ibihe byageragejwe, bigateza imbere icyerekezo cy’ubushyuhe bwo mu turere dushyuha.
GenCast itanga ibisobanuro byerekana ko yatsinze ECMWF kuri ENS kuri 97 ku ijana by’ibihe byageragejwe n’ikirere, kunoza imiyoborere y’imvura yo mu turere dushyuha Amakipe akunze kubona umusaruro ushimishije iyo asobanuye ibipimo ngenderwaho biri imbere, agakomeza inzira yo kuzamura abantu ku manza, kandi agakurikirana inyungu n’umusaruro mu gihe runaka.
Ingaruka & Kurinda
Ibisabwa kugenzurwa birashobora gutesha agaciro ubundi prototypes ikomeye.
Amakuru yamateka arashobora gushiramo kubogama byangiza abaturage.
Sisitemu yumurage irashobora gushiraho uburyo bwo kwishyira hamwe nibiciro byihishe.
Igishushanyo mbonera
Shyiramo abahanga ba domaine kuva ibibazo bitegura gusuzuma.
Shyiramo abahanga ba domaine kuva ibibazo bitegura gusuzuma. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Shushanya inzira y'ubugenzuzi n'inyandiko mbere yo gutangira.
Shushanya inzira y'ubugenzuzi n'inyandiko mbere yo gutangira. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Emeza kubahiriza inshingano z'umutekano hakiri kare.
Emeza kubahiriza inshingano z'umutekano hakiri kare. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Kuzenguruka mu byiciro hamwe no guhagarara neza no kugaruka.
Kuzenguruka mu byiciro hamwe no guhagarara neza no kugaruka. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.