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One of the most promising applications of machine learning in computational physics is the accelerated solution of partial differential equations (PDEs). The main goal of a machine learning-based partial differential equation solver is to produce solutions that are accurate enough faster than standard numerical methods to serve as a baseline comparison. We first conduct a systematic review of the machine learning literature on solving partial differential equations. Daga duk takardun da ke ba da rahoton amfani da ML don magance daidaitattun abubuwa na ruwa da kuma da'awar fifikon ingantattun hanyoyi, mun gano kashi 79% (60/76) idan aka kwatanta da wuraren da suka ragu. Second, we found evidence of widespread reporting bias, particularly in outcome reporting and publication bias. Mun gama binciken cewa binciken koyon injin kan warware daidaitattun abubuwa daban-daban yana da kyakkyawan sakamako mai kyau: mai rauni bayanai na iya haifar da rashin nasara sakamakon mummunan sakamako. A babban sashi, wadannan matsalolin sun bayyana cewa abubuwan da suka faru da rikice-rikice da suka gabata: Binciko da sakamako mai kyau na nuna. Muna kira ga canjin al'adun ƙasa don rage yawan rahoton da aka tsara da kuma tsari na tsari na tsari don rage abubuwan ƙarfafa da za su yi hakan.
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Lokaci: Satumba-29-2024