ELM-DeepONets: Backpropagation-Free Training of Deep Operator Networks via Extreme Learning Machines

Deep Operator Networks (DeepONets) are among the most prominent frameworks for operator learning, grounded in the universal approximation theorem for operators. However, training DeepONets typically requires significant computational resources. To address this limitation, we propose ELM-DeepONets, a...

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Bibliographic Details
Main Author: Hwijae Son
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/11005528/
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