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Imwe yeanonyanya kuvimbisa mashandisiro emuchina kudzidza mufizikisi yekombuta ndiyo yakakurumidza mhinduro yechikamu mutsauko equations (PDEs). Chinangwa chikuru chemuchina wekudzidza-based partial differential equation solver kugadzira mhinduro dzakaringana nekukasira kupfuura nzira dzakajairwa dzenhamba dzekushanda sekuenzanisa kwekutanga. Isu tinotanga taita ongororo yakarongeka yemuchina wekudzidza mabhuku ekugadzirisa chikamu chakasiyana equation. Pamapepa ese anoshuma kushandiswa kweML kugadzirisa fluid partial differential equations uye kuzviti hukuru pamusoro penzira dzakajairwa dzenhamba, takaona 79% (60/76) zvichienzaniswa nenheyo yekutanga. Chechipiri, takawana humbowo hwekusarurana kwekutaura kwakapararira, kunyanya mukushuma kwemhedzisiro uye kusarerekera kwekushambadzira. Isu tinogumisa kuti tsvakiridzo yekudzidza muchina pakugadzirisa chikamu chakasiyana equations ine tarisiro yakawandisa: isina kusimba data rekuisa rinogona kutungamira kune yakanyanyisa kunaka mhedzisiro, uye kutaurira kurerekera kunogona kutungamira mukushumwa kwemhedzisiro yakaipa. Muchikamu chikuru, matambudziko aya anoita seanokonzerwa nezvikonzero zvakafanana nematambudziko ekare ekuberekana: kungwara kwemuongorori uye mhedzisiro yakanaka. Tinodaidzira shanduko yetsika nepamusoro-soro kuti kuderedze mishumo yakarerekera pamwe nekuvandudzwa kwezvimiro kuti kuderedze kurudziro dzakaipa kuita kudaro.
Rondedzero yevanyori nezvinyorwa zvakaburitswa nekuongorora kwakarongeka, pamwe nekumisikidzwa kwechinyorwa chega chega mumuenzaniso usina kurongeka, inowanikwa pachena pa https://doi.org/10.17605/OSF.IO/GQ5B3 (ref. 124).
Kodhi inodiwa kuburitsa zvabuda muTable 2 inogona kuwanikwa paGitHub: https://github.com/nickmcgreivy/WeakBaselinesMLPDE/ (ref. 125) uye paCode Ocean: https://codeocean.com/capsule/9605539/Tree/ v1 (link 126) uye https://codeocean.com/capsule/0799002/tree/v1 (link 127).
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