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E 'ngoe ea lits'ebetso tse ts'episang haholo tsa ho ithuta ka mochini ho fisiks ea computational ke tharollo e potlakileng ea li-equation tsa partial differential equations (PDEs). Sepheo se seholo sa mochine oa ho ithuta o thehiloeng ho partial differential equation solver ke ho hlahisa litharollo tse nepahetseng ka potlako ho feta mekhoa e tloaelehileng ea linomoro ho sebetsa e le papiso ea motheo. Re qala ka ho etsa tlhahlobo e hlophisehileng ea lingoliloeng tse ithutang mochini mabapi le ho rarolla li-equation tse sa fellang. Har'a lipampiri tsohle tse tlalehang ts'ebeliso ea ML ho rarolla li-equation tsa mokelikeli tse fapaneng le ho ipolela hore o phahametse mekhoa e tloaelehileng ea lipalo, re khethile 79% (60/76) ha e bapisoa le metheo e fokolang. Ea bobeli, re fumane bopaki ba leeme le atileng la litlaleho, haholo-holo tlalehong ea sephetho le leeme la phatlalatso. Re etsa qeto ea hore lipatlisiso tsa ho ithuta ka mochini mabapi le ho rarolla li-equation tse sa fellang li na le ts'epo e feteletseng: lintlha tse fokolang tse kentsoeng li ka lebisa ho liphetho tse ntle haholo, 'me leeme la ho tlaleha le ka lebisa tlalehong e tlase ea liphetho tse mpe. Karolong e kholo, mathata ana a bonahala a bakoa ke lintlha tse tšoanang le mathata a nakong e fetileng a ho ikatisa: bohlale ba mofuputsi le khethollo e ntle ea liphello. Re ikuela gore go nne le phetogo ya setso go ya kwa tlase go fokotsa dipego tse di sa tseyeng letlhakore le tokiso ya sebopego go ya kwa tlase go fokotsa ditlhotlheletso tse di sokameng tsa go dira jalo.
Lenane la bangoli le lingoliloeng tse hlahisitsoeng ke tlhahlobo e hlophisitsoeng, hammoho le ho hlophisoa ha sengoloa ka seng sampoleng e sa reroang, li fumaneha phatlalatsa ho https://doi.org/10.17605/OSF.IO/GQ5B3 (ref. 124).
Khoutu e hlokahalang ho hlahisa liphetho ho Lethathamo la 2 e ka fumanoa ho GitHub: https://github.com/nickmcgreivy/WeakBaselinesMLPDE/ (ref. 125) le ho Code Ocean: https://codeocean.com/capsule/9605539/Tree/ v1 (link 126) le https://codeocean.com/capsule/0799002/tree/v1 (link 127).
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Nako ea poso: Sep-29-2024