Izindima Ezithile Zobuhlakani Bokwenziwa Ekuhlanzweni Kwezinto Ezibonakalayo

I. Ukuhlolwa Kwezinto Ezingavuthiwe Nokuthuthukiswa Kwangaphambi Kokwelashwa

1. ‌Ukuhlolwa Kwe-Ore Okunembe KakhuluIzinhlelo zokuqaphela izithombe ezisekelwe ekufundeni okujulile zihlaziya izici zomzimba zamatshe ayigugu (isb., usayizi wezinhlayiya, umbala, ukuthungwa) ngesikhathi sangempela, zifinyelela ekunciphiseni amaphutha angaphezu kuka-80% uma kuqhathaniswa nokuhlunga ngesandla.
2. ‌Ukuhlolwa Kwezinto Ezisebenza KakhuluI-AI isebenzisa ama-algorithms okufunda komshini ukuhlonza ngokushesha abantu abahlanzekile kakhulu abavela ezigidini zezinto ezihlanganisiwe. Isibonelo, ekuthuthukisweni kwe-electrolyte yebhethri le-lithium-ion, ukusebenza kahle kokuhlola kuyanda ngama-oda amakhulu uma kuqhathaniswa nezindlela zendabuko.

II. Ukulungiswa Okunamandla Kwezipharamitha Zenqubo

1. ‌Ukuthuthukiswa Kwepharamitha Yokhiye‌: Ku-semiconductor wafer chemical vapor deposition (CVD), amamodeli e-AI aqapha amapharamitha afana nokushisa nokugeleza kwegesi ngesikhathi sangempela, alungisa ngokuguquguqukayo izimo zenqubo ukuze anciphise izinsalela zokungcola ngo-22% futhi athuthukise isivuno ngo-18%.
2. ‌Ukulawulwa Kokubambisana Kwezinqubo EziningiIzinhlelo zempendulo ezivaliwe zihlanganisa idatha yokuhlola nezibikezelo ze-AI ukuze kuthuthukiswe izindlela zokwenziwa kanye nezimo zokusabela, kunciphisa ukusetshenziswa kwamandla okuhlanzwa ngamaphesenti angaphezu kwama-30%.

III. Ukutholwa Kokungcola Okuhlakaniphile Nokulawulwa Kwekhwalithi

1. ‌Ukuhlonza Amaphutha E-Microscopic: Umbono wekhompyutha ohlanganiswe nokuthwebula izithombe okunesinqumo esiphezulu kuthola imifantu ye-nanoscale noma ukusatshalaliswa kokungcola ngaphakathi kwezinto, kufinyelela ukunemba okungu-99.5% futhi kuvimbele ukuwohloka kokusebenza ngemuva kokuhlanzwa ⁸ .
2. ‌Ukuhlaziywa Kwedatha Ye-SpectralAma-algorithm e-AI ahumusha ngokuzenzakalelayo idatha ye-X-ray diffraction (XRD) noma i-Raman spectroscopy ukuze athole ngokushesha izinhlobo zokungcola kanye nokugxila, eqondisa amasu okuhlanzwa okuqondiwe.

IV. ‌Ukuzenzakalela Kwenqubo Nokuthuthukiswa Kokusebenza Kahle‌

1. ‌Ukuhlolwa Okusizwa YirobhothiIzinhlelo zerobhothi ezihlakaniphile zenza imisebenzi ephindaphindwayo ngokuzenzakalela (isb., ukulungiselela isixazululo, ukuhlanganisa i-centrifugation), kunciphisa ukungenelela ngesandla ngo-60% kanye nokunciphisa amaphutha okusebenza.
2. ‌Ukuhlolwa Kokusebenza OkuphezuluAmapulatifomu ezenzakalelayo aqhutshwa yi-AI acubungula amakhulu ezivivinyo zokuhlanzwa ngesikhathi esifanayo, esheshisa ukuhlonza inhlanganisela yenqubo efanele futhi anciphise imijikelezo ye-R&D kusukela ezinyangeni kuya emavikini.

V. Ukwenza Izinqumo Eziqhutshwa Yidatha kanye Nokwenza Izinto Zibe Ngcono Kakhulu

1. ‌Ukuhlanganiswa Kwedatha Yemithombo EminingiNgokuhlanganisa ukwakheka kwezinto, amapharamitha enqubo, kanye nedatha yokusebenza, i-AI yakha amamodeli okubikezela imiphumela yokuhlanza, okwandisa amazinga empumelelo ye-R&D ngaphezu kuka-40%.
2. ‌Ukulingisa Isakhiwo Sezinga Le-AthomuI-AI ihlanganisa izibalo ze-density functional theory (DFT) ukubikezela izindlela zokufuduka kwe-athomu ngesikhathi sokuhlanzwa, iqondisa amasu okulungisa amaphutha e-lattice.

Ukuqhathaniswa Kwesifundo Secala

Ngalezi zindlela, i-AI ayigcini nje ngokushintsha indlela yocwaningo nokuthuthukiswa kokuhlanzwa kwezinto kodwa futhi iqhubela imboni phambiliintuthuko ehlakaniphile neqhubekayo‌