I-AI Ekwakheni Ibhethri Nokuthuthukisa
I-AI isheshisa ukutholwa kwezinto ezintsha zebhethri nokuphathwa kwamaseli akhona, icindezela amashumi eminyaka ekhemistri yokuhlola namaphutha ibe yizinyanga.
Uhlolojikelele
It matters because better, safer, cheaper batteries are the bottleneck for electric vehicles, grids, and electronics.
I-Deep Dive
Ukuthuthukiswa kwebhethri kuhamba kancane kakhulu: iresiphi eyodwa ye-electrolyte ingathatha iminyaka ukuhlola, futhi isikhala sekhemistri okungenzeka sikhulu ngokwezinkanyezi. I-AI ihlasela lokhu ngezikali ezimbili. Ekutholakaleni kwezinto ezisetshenziswayo, amamodeli okufunda omshini aqeqeshwe ku-quantum-chemistry nedatha yokuhlola abikezela ukuthi yiziphi izinhlanganisela zezinto eziletha ukusebenza kahle okuphezulu, ukuzinza, nokuminyana kwamandla ngaphambi kokuthi kuhlanganiswe noma yini. Ngo-2023, Microsoft kanye ne-Pacific Northwest National Laboratory bahlola abantu abangaphezu kwezigidi ezingu-32 ukuze bathole i-solid-state electrolyte isebenzisa i-lithium encane kakhulu. Kuleveli yedivayisi, i-AI inika amandla amasistimu okuphatha ibhethri alinganisela ukushajwa kwesimo nesimo sempilo, abikezele impilo esele, futhi abone izimpawu zangaphambi kwesikhathi zokubaleka kokushisa. Amalebhu erobhothi avaliwe angeza ukuhlola okuzenzakalelayo, lapho i-AI iphakamisa ukuhlolwa okulandelayo futhi irobhothi liyiqhuba.
I-Technical Insight
Amasu amabili abusa. Amanethiwekhi e-Graph neural aphatha ikristalu noma i-molecule njengegrafu yama-athomu namabhondi, afunda ukubikezela izakhiwo ezifana nokuhamba kwe-ionic kusuka esakhiweni sodwa. Ukwenza ngcono kwe-Bayesian bese kuqondisa izivivinyo: kwakha i-surrogate engenzeka ye-chemistry-versus-performance landscape futhi ikhetha ukuhlolwa ngakunye okulandelayo ukuze kwandiswe ukuzuza kolwazi okulindelekile, ukulinganisa ukuhlola amaresiphi angaziwa ngokumelene nokuxhashazwa kwalawo athembisayo, kuze kube manje kudingeka ukuhlolwa ngokomzimba okumbalwa.
I-Strategic Impact
Yakha ukukhetha
Idizayini yezinga lohlelo lokusebenza inquma ukuthi i-AI iyathuthukisa yini imiphumela yangempela.
Ithimba kanye nokusebenza komsebenzi
Ukuhlanganiswa okuhle kokuhamba komsebenzi kudala izinzuzo zokukhiqiza abasebenzisi abangazethemba.
Ingozi nokuphepha
Amacala okusetshenziswa ahlelwe kahle anciphisa ukukhathala okushintshile kanye nengozi yokuqaliswa.
Ikusasa le-AI Ekwakheni Ibhethri Nokuthuthukisa
Lindela amalabhorethri azishayelayo lapho i-AI namarobhothi enza izivivinyo ubusuku nemini ngokufaka okuncane komuntu, okuncipha imijikelezo yokutholwa kusukela eminyakeni ukuya emavikini. Amamodeli esisekelo aqeqeshwe ezigidini zezinto zokwakha kufanele afane nezinye izindlela ze-lithium njengemiklamo ye-sodium kanye ne-solid-state, adambise ingcindezi yokuhlinzeka ngezinsimbi eziyivelakancane. I-AI ekudivayisi kuma-EVs namagridi izolokhu ibikezela ukwehluleka ngaphambi kokuthi kwenzeke, inikeze amandla ukushaja okusheshayo nokuphila kwephakethe okude ngaphandle kokudela ukuphepha.
Ukuqaliswa Komhlaba Wangempela
Microsoft kanye ne-PNNL basebenzisa i-AI ukuze bahlole izinto zamakhandidethi eziyizigidi ezingu-32 futhi bahlonze i-electrolyte entsha yesimo esiqinile ethatha indawo enkulu ye-lithium nge-sodium.
I-Tesla nabanye abenzi be-EV basebenzisa isofthiwe yokulawula ibhethri yokufunda ngomshini ukuze balinganisele ububanzi futhi bathole amaseli asengozini yokubaleka okushisayo.
I-Toyota nozakwethu basebenzisa amamodeli e-ML ukuze kusheshiswe ukuthuthukiswa kwe-electrolyte yebhethri yesimo esiqinile ukuze kube nokuminyana kwamandla okuphezulu.
Iziqalo ezifana ne-Aionics ne-Citrine Informatics zisebenzisa i-AI ukuncoma ukwakheka kwe-electrolyte, ukusika inani lokuhlolwa ngokomzimba okudingekayo.
Izingozi & Guardrails
Ukuzenzakalela inqubo ephukile kungakhulisa izinkinga ezikhona.
Amaqembu angase azenze ngokuzenzakalelayo futhi asuse ukwahlulela komuntu okudingekayo.
Ikhwalithi ingakhukhuleka uma okuphumayo kungahlolwa ngokuqhubekayo.
Ukuqalisa Umhlahlandlela
Imephu yokuhamba komsebenzi kwamanje futhi uhlonze isinyathelo sokungqubuzana okuphezulu kakhulu.
Chaza izindawo zokuhlola abantu ngaphambi kokuzenzakalela okugcwele.
Qeqesha abasebenzisi ngokwaziswa, izindlela zokukhuphuka, namazinga ekhwalithi.
Landelela imiphumela yezinga lomsebenzi ukuze uqinisekise inani eliqhubekayo.
Qhubeka Uhlole
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Umhlahlandlela olandelayo
I-AI ku-Chip Floorplanning kanye ne-Design
Imibuzo evame ukubuzwa
What is AI in Battery Design and Optimization?
I-AI isheshisa ukutholwa kwezinto ezintsha zebhethri nokuphathwa kwamaseli akhona, icindezela amashumi eminyaka ekhemistri yokuhlola namaphutha ibe yizinyanga. Kubalulekile ngoba amabhethri angcono, aphephile, ashibhile ayibhodlela lezimoto zikagesi, amagridi, nezinto zikagesi.
Yini eyayiphawuleka ngephrojekthi yebhethri ye-2023 Microsoft kanye ne-PNNL?
I-AI yehlise cishe abantu abayizigidi ezingama-32 yaba yidlanzana, okuholele ku-electrolyte yesimo esiqinile ethatha indawo ye-sodium esikhundleni se-lithium eningi.
Kungani ukuthuthukiswa kwebhethri evamile kuhamba kancane kangaka ngaphandle kwe-AI?
Isikhala sokuhlanganisa sezinto ezingaba khona sikhulu ngokwezinkanyezi, futhi ukuqinisekisa iresiphi eyodwa kungase kuthathe iminyaka yomsebenzi walebhu.
Ngabe inethiwekhi ye-neural yegrafu iyiphatha kanjani ikristalu noma i-molecule?
Imodeli yama-athomu ye-GNN njengamanodi namabhondi njengamaphethelo, ifunda ukubikezela izakhiwo zezinto ezibonakalayo ngokuqondile kule grafu yesakhiwo.
Ithini indima yokwenziwa ngcono kwe-Bayesian ocwaningweni lwebhethri?
Ukwenza ngcono kwe-Bayesian kwakha imodeli enokwenzeka yesikhala sokusesha futhi kukhetha ukuhlolwa ngakunye okulandelayo ukuze kulinganisele ukuhlola nokuxhashazwa, kunciphisa ukuhlolwa okuphelele.
Isistimu yokuphatha ibhethri isebenzisani i-AI ukuze ilinganisele?
Isofthiwe ye-BMS eshayelwa yi-AI ilinganisela izinga lokushaja nempilo futhi ihlaba umkhosi izimpawu zokuqala zokubaleka okuyingozi okushisayo.