Point neuron learning: a new physics-informed neural network architecture

Abstract Machine learning and neural networks have advanced numerous research domains, but challenges such as large training data requirements and inconsistent model performance hinder their application in certain scientific problems. To overcome these challenges, researchers have investigated integ...

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Bibliographic Details

Published in:	EURASIP Journal on Audio, Speech, and Music Processing
Main Authors:	Hanwen Bi, Thushara D. Abhayapala
Format:	Article
Language:	English
Published:	SpringerOpen 2024-11-01
Subjects:	Physics-informed neural network Machine learning Sound field modeling Wave equation Sound field estimation
Online Access:	https://doi.org/10.1186/s13636-024-00376-0