Learning Approximate Symbolic Solutions to Burgers' Equation using Symbolic Regression

This work explores the application of symbolic regression to learn symbolic solutions to Burgers' equation without data. We demonstrate a stepwise symbolic regression strategy that explores models that provide tractable logic from coordinates to state estimates. The first step is to learn a mod...

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Bibliographic Details

Published in:	IFAC-PapersOnLine Vol. 59; no. 6; p. 301
Main Authors:	Cohen, Benjamin G, Beykal, Burcu, Bollas, George M
Format:	Journal Article
Language:	English
Published:	Netherlands 2025
Subjects:	Iterative modeling and control design Process modeling and identification Evolutionary algorithms in control and identification Artificial intelligence Man-in-the-loop systems
ISSN:	2405-8963, 2405-8963
Online Access:	Get more information
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