IA ci gis-gis ay jumtukaay
IA dafay wax luy waaja am ci macceer yu bees yi, nekk yu dëgër, ak am njariñ, di wàññi bu baax seetlu bi ci barab bu jege amul àpp ci ay composé yuñ mëna am.
Résumé
It matters for batteries, solar cells, superconductors, and catalysts where finding the right material can take decades.
Plongeur bu xóot
Bu njëkkoon, gis macceer bu bees dafay tekki jéem-ak-njuumte ci synthese bu yeex wala simulasioŋ mekanik kwantum bu seer. IA dafay gaawal ñaari catu mbir yi. Reseau neuronal yu graf dañuy màndargaal kristal ci anamu atom (node) ak lëkkaloo (catu) ba noppi jàng xam luy waaja am ci anam yu melni energie formation, gap band, wala yoonale ci millisegond moo gën waxtu theorie fonctionnelle densité. Royuwaayi defar yi deñuy propoze ay jumtukaayi kàndidaa yu bees, te IA dafay saytu ay milioŋ ci ñoom ngir wane yu néew yi war ñu defar ci benn labo. Ci atum 2023, GNoME bu DeepMind xamlena téemeeri junni kristal yu stabil yuñ séentu, ba noppi MatterGen bu Microsoft dafa wane ni dafay defar ay jumtukaay yuñ soxla. Xeetu robo yooyu dañuy gëna bari ay labo yuy dawal seen bopp, fu robot yi di synthesize ba noppi di natt ci saasi kàndidaa yi gëna am doole.
Gis-gis xarala
Modèle kristal yu melni reso graphique dañuy sargal symétrie physique yi: duñu soppeeku ci tekki, wëlbati, wala etiketuwaat atom yi, loolu mooy tax waxtaan yi di méngoo ci wàllu physique ak done yu baax. Benn pipeline buñ miin dafay jëfandikoo ab surrogate neuronal bu gaaw ngir rang ay milioŋ ciy kàndidaa, ba noppi mu xool li gëna baax ci theorie fonctionnelle densité, ba noppi mujjee defar ay loxo. Entonnoir bii dafay soppi seetlu bu jafee saafara ci limu gàtt buñ mëna saafara, boole ci saytu physique yu tar ci njeexte li.
njeextalu pexe
Tabax tànneef
Ni ñuy jëmmale aplikaasioŋ bi mooy wane ndax IA dafay gëna baaxal njariñ yi.
Ekip ak def liggéey
Integraasioŋ bu baax ci def liggéey dafay jur njariñu liggéey bu jëfandikukat yi mëna wóolu.
Risk ak kaaraange
Jëfandikoo bu jaar yoon dina wàññi coono coppite ak risku samp gi.
Ëlëgu IA ci gis-gis ay jumtukaay
Frontier bi mingi tëj bouclage bi: design generatif di proposé ay matériel yuñ joxoñ, IA di waajal yoonu synthese bi, ak ay labo robot yuy demal seen bopp di leen defar ak di leen natt ak ay resultaa yuy joxewaat ci model yi. Xaarandil ñu gëna mëna jëfandikoo synthesizability, du stabilite thermodynamique kese, boole ci màgg ci masin-jàng potentiel interatomique yiy doxal simulation moleculaire ci njubte bu jege-quantum waaye gaawaay bu gëna rëy, ubbi jàngat yu gëna gudd ak gëna mag.
Doxal ci àdduna dëgg
GNoME bu DeepMind mingi wax luy waaja am ci téemeeri junni junni xeeti kristal yu bees ak yaatal ay base de done yuñ xamee
Potensiaal interatomik yiñ jàngee ci masin di daw lu gaaw, dinaamiku molekuleer bu jege DFT ngir aleage ak electrolyte
Modèle generatif yu melni MatterGen di proposer kristal yuñ teg ci gap band biñ bëgg wala màndarga magnetik
Laboratoire yuy dawal seen bopp (lu melni, A-Lab) fu IA di tànnee kàndidaa yi ak robot yi di leen boole ak màndargaal seen bopp
Risk yi ak balustrade yi
Otomatise procédure bu yàqu mën na yokk jafe-jafe yi fi nekk.
Ekip yi mën nañu otomatise lu ëpp ba noppi dindi àtteb nit ñi.
Kalite mën na wàññeeku sudee duñu wéy di jàngat li ñuy génne.
Roadmap ngir samp gi
Defal kàrt ni liggéey bi di doxee leegi nga ràññee jéego bi gëna am jafe-jafe.
Mandargal barabu saytu nit balaa otomatisasioŋ bu mat sëkk.
Taggat jëfandikukat yi ci ay laaj, yooni eskalaasioŋ ak seeni sàrti kalite.
Toppal njariñu niveau liggéey bi ngir firndeel valeur buy wéy.
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Gis bi ci topp
Labs isomorphique drog
Laaj yi ñuy faral di laaj
What is AI in Materials Discovery?
IA dafay wax luy waaja am ci macceer yu bees yi, nekk yu dëgër, ak am njariñ, di wàññi bu baax seetlu bi ci barab bu jege amul àpp ci ay composé yuñ mëna am. Dafa am solo ci batëri yi, selil solaire yi, superconducteurs yi ak catalyseur yi ndax gis macceer bi war mën na jël ay fukki at.
naka la reso neuronal graphique di wane kristal?
Kristal yi dañuy nuru ay graf: atom yi ay node lañu, lëkkaloo yi am ci diggante atomik yi ay boor lañu, loolu dafay tax GNN yi jàng lëkkaloo gi am ci diggante structure ak moomeel.
Ban xayma physique bu yeex la surrogate IA yi di faral di wecci ci depistaasoŋ bu gaaw bi?
DFT jaar na yoon waaye seer na; surrogate neuronal yi deñuy xayma ay moomeelam ci ay milisegond ngir xool kàndidaa yu bari.
Lan la GNoME bu DeepMind indi ci 2023?
GNoME dafa wax ni dina am limu kristal yu bees yu stabil, di yaatal bu baax base de done yi ci macceer yiñ nara tànn.
Lan moo waral invariance rotation ak tekki lu am solo ci modeli macceer yi?
Màndarga physique yi waru ñu soppeeku sooy wëreelu, toxal wala joxewaat etiketu atom yi; tabax ci symétrie yooyu dafay gëna baaxal dëggug ak njariñu done yi.
Luy 'laboratoire buy dawal boppam' ci wàllu gis-gis ay jumtukaay?
Laboratoire yiy demal seen bopp dañuy tëj loop bi: IA dafay propoze ay macceer ak sistem robotik di leen defar ba noppi di leen màndargaal, di joxewaat resultaa yi ci model yi.