AI a Tsarin Batir da Ingantawa
AI yana haɓaka gano sabbin kayan batir da sarrafa ƙwayoyin da ke wanzuwa, yana matsawa shekarun da suka gabata na gwajin-da-kuskure sunadarai cikin watanni.
Dubawa
It matters because better, safer, cheaper batteries are the bottleneck for electric vehicles, grids, and electronics.
Zurfafa nutsewa
Ci gaban baturi yana da jinkirin gaske: girke-girke na electrolyte guda ɗaya na iya ɗaukar shekaru don gwadawa, kuma sararin yuwuwar sinadarai yana da girma a sararin samaniya. AI yana kaiwa wannan hari a ma'auni biyu. A cikin gano kayan, ƙirar koyan inji waɗanda aka horar akan ƙididdiga-sunadarai da bayanan gwaji sun yi hasashen waɗanne haɗakar abubuwa ke haifar da babban aiki, kwanciyar hankali, da ƙarfin kuzari kafin a haɗa wani abu. A cikin 2023, Microsoft da dakin gwaje-gwaje na kasa na Arewa maso Yamma sun tantance sama da ’yan takara miliyan 32 don nemo madaidaicin wutar lantarki ta amfani da lithium mai nisa. A matakin na'urar, AI yana ba da ikon tsarin sarrafa baturi waɗanda ke kimanta yanayin caji da yanayin lafiya, hasashen sauran rayuwa, da gano alamun farkon zafin zafi. Rufe-madauki na robotic labs suna ƙara gwaji ta atomatik, inda AI ke ba da shawarar gwaji na gaba kuma mutum-mutumi yana gudanar da shi.
Fahimtar Fasaha
Dabarun biyu sun mamaye. Hotunan hanyoyin sadarwa na jijiyoyi suna ɗaukar crystal ko kwayoyin halitta azaman jadawali na atom da shaidu, koyan tsinkayar kaddarorin kamar haɓakar ionic daga tsari kaɗai. Ingantaccen Bayesian sannan yana jagorantar gwaje-gwaje: yana gina ingantaccen tsarin sinadarai-kasancewar aiki kuma ya zaɓi kowane gwaji na gaba don haɓaka ƙimar bayanan da ake tsammani, daidaita binciken girke-girke waɗanda ba a san su ba game da cin gajiyar waɗanda ke da alƙawarin, ya zuwa yanzu ana buƙatar ƙarancin gwaje-gwaje na zahiri.
Dabarun Tasiri
Gina zaɓuɓɓuka
Tsarin matakin aikace-aikacen yana ƙayyade ko AI yana inganta sakamako na gaske.
Ƙungiya da aikin aiki
Kyakkyawan haɗin gwiwar aiki yana haifar da ribar yawan aiki masu amfani za su iya amincewa.
Haɗari da aminci
Abubuwan da aka yi amfani da su da kyau suna rage gajiyar canji da haɗarin aiwatarwa.
Makomar AI a Tsarin Batir da Ingantawa
Yi tsammanin dakunan gwaje-gwaje masu tuƙi inda AI da robotics ke gudanar da gwaje-gwaje a kowane lokaci tare da ƙarancin shigar ɗan adam, raguwar hawan binciken daga shekaru zuwa makonni. Samfuran gidauniyar da aka horar da su a cikin miliyoyin kayan ya kamata su kasance gabaɗaya zuwa madadin lithium kamar sodium da ƙirar ƙasa mai ƙarfi, sauƙaƙe matsin sarƙoƙi akan ƙarancin ƙarfe. A kan na'urar AI a cikin EVs da grids za su ƙara yin hasashen gazawa kafin su faru, yana ba da damar caji da sauri da fakitin tsawon rayuwa ba tare da sadaukar da aminci ba.
Aiwatar da Gaskiyar Duniya
Microsoft da PNNL sun yi amfani da AI don tantance kayan ƴan takara miliyan 32 da kuma gano wani sabon ƙarfin lantarki mai ƙarfi wanda ya maye gurbin yawancin lithium da sodium.
Tesla da sauran masu yin EV suna amfani da software na sarrafa baturi na koyo na inji don ƙididdige kewayon da gano ƙwayoyin da ke cikin haɗarin guduwar zafi.
Toyota da abokan haɗin gwiwa suna amfani da ƙirar ML don haɓaka ƙaƙƙarfan ci gaban baturi mai ƙarfi don haɓaka ƙarfin kuzari.
Farawa kamar Aionics da Citrine Informatics suna amfani da AI don ba da shawarar ƙirar electrolyte, yanke adadin gwaje-gwajen jiki da ake buƙata.
Hatsari & Tsare-tsare
Yin aiki da ɓaryayyen tsari na iya haɓaka matsalolin da ke akwai.
Ƙungiyoyi na iya wuce gona da iri kuma su cire hukuncin ɗan adam da ake buƙata.
Ingancin na iya motsawa idan ba a ci gaba da kimanta abubuwan da aka fitar ba.
Taswirar Hanya
Taswirar tsarin aiki na yanzu kuma gano matakin mafi girman juzu'i.
Ƙayyade wuraren bincike na ɗan adam kafin cikakken aiki da kai.
Horar da masu amfani akan faɗakarwa, hanyoyin haɓakawa, da ƙa'idodi masu inganci.
Bibiyar sakamakon matakin ɗawainiya don tabbatar da ƙima mai dorewa.
Ci gaba da Bincike
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Jagora na gaba
AI a cikin Chip Floorplanning and Design
Tambayoyin da ake yawan yi
What is AI in Battery Design and Optimization?
AI yana haɓaka gano sabbin kayan batir da sarrafa ƙwayoyin da ke wanzuwa, yana matsawa shekarun da suka gabata na gwajin-da-kuskure sunadarai cikin watanni. Yana da mahimmanci saboda mafi kyau, mafi aminci, batura masu rahusa sune ƙulli ga motocin lantarki, grid, da na lantarki.
Menene sananne game da aikin kayan baturi na 2023 Microsoft da PNNL?
AI ta rage kusan 'yan takara miliyan 32 zuwa ɗimbin kaɗan, wanda ke haifar da ƙwaƙƙwaran lantarki mai ƙarfi wanda ke maye gurbin sodium don yawancin lithium.
Me yasa ci gaban baturi na gargajiya ya kasance a hankali ba tare da AI ba?
Haɗin sararin samaniya na yuwuwar kayan yana da girma a sararin samaniya, kuma tabbatar da girke-girke ɗaya na iya ɗaukar shekaru na aikin lab.
Menene cibiyar sadarwar jadawali ke kula da crystal ko kwayoyin halitta a matsayin?
GNNs suna ƙirƙira ƙwayoyin zarra azaman nodes da haɗin kai azaman gefuna, koyan hasashen kayan abu kai tsaye daga wannan tsarin tsarin.
Menene rawar ingantawar Bayesian a binciken baturi?
Haɓakawa na Bayesian yana gina ƙirar yuwuwar sararin binciken kuma yana ɗaukar kowane gwaji na gaba don daidaita bincike da amfani, rage jimillar gwaje-gwaje.
Menene tsarin sarrafa baturi ke amfani da AI don kimantawa?
Software na BMS da AI ke tuƙa yana ƙididdige matakin caji da lafiya da kuma nuna alamun farkon alamun guduwar zafi mai haɗari.