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Chimodzi mwazofunikira kwambiri pakuphunzirira kwamakina mu sayansi yamakompyuta ndi njira yofulumizitsa ya partial differential equations (PDEs). Cholinga chachikulu cha makina ophunzirira pogwiritsa ntchito partial differential equation solver ndi kupanga mayankho omwe ali olondola mofulumira kuposa njira zowerengera kuti zikhale ngati kuyerekezera koyambira. Choyamba timawunikanso mwadongosolo mabuku ophunzirira makina pakuthana ndi ma equation ang'onoang'ono. Pamapepala onse omwe amafotokoza za kugwiritsidwa ntchito kwa ML pothetsa ma equation amtundu wamadzimadzi komanso kudzinenera kuti ndi wapamwamba kuposa njira zowerengera, tazindikira 79% (60/76) poyerekeza ndi zoyambira zofooka. Chachiwiri, tidapeza umboni wa kukondera kofala kwa malipoti, makamaka pakupereka malipoti ndi kukondera kofalitsa. Tikuwona kuti kafukufuku wamakina okhudzana ndi kuthetsa kusiyanasiyana kwapang'onopang'ono ali ndi chiyembekezo chopitilira muyeso: zolembera zofooka zitha kubweretsa zotsatira zabwino kwambiri, ndipo kukondera kumapereka lipoti kungayambitse kuperewera kwa zotsatira zoyipa. Mwambiri, mavutowa akuwoneka kuti amayambitsidwa ndi zinthu zofanana ndi zovuta zam'mbuyomu zakubala: kuzindikira kwa wofufuza komanso kukondera kwa zotsatira zabwino. Tikuyitanitsa kusintha kwa chikhalidwe chapansi pansi kuti tichepetse malipoti okondera komanso kukonzanso kamangidwe kameneka kuti tichepetse zolimbikitsa zopotoka.
Mndandanda wa olemba ndi zolemba zopangidwa ndi kuwunika mwadongosolo, komanso kugawa kwa nkhani iliyonse muzatsanzo zachisawawa, zimapezeka poyera pa https://doi.org/10.17605/OSF.IO/GQ5B3 (ref. 124).
Khodi yofunikira kutulutsanso zotsatira mu Gulu 2 ikupezeka pa GitHub: https://github.com/nickmcgreivy/WeakBaselinesMLPDE/ (ref. 125) ndi pa Code Ocean: https://codeocean.com/capsule/9605539/Tree/ v1 (link 126) ndi https://codeocean.com/capsule/0799002/tree/v1 (link 127).
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Nthawi yotumiza: Sep-29-2024