DISCOVER: Deep identification of symbolically concise open-form partial differential equations via enhanced reinforcement learning

The working mechanisms of complex natural systems tend to abide by concise partial differential equations (PDEs). Methods that directly mine equations from data are called PDE discovery, which reveals consistent physical laws and facilitates our interactions with the natural world. In this paper, an...

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Bibliographic Details
Main Authors: Mengge Du, Yuntian Chen, Dongxiao Zhang
Format: Article
Language:English
Published: American Physical Society 2024-02-01
Series:Physical Review Research
Online Access:http://doi.org/10.1103/PhysRevResearch.6.013182