ELM-FBPINNs replace subdomain networks in FBPINNs with extreme learning machines, reducing PDE training to structured linear least-squares while maintaining competitive accuracy on benchmarks.
Computer Methods in Applied Mechanics and Engineering 429, 117116 (2024)
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ELM-FBPINNs: An Efficient Multilevel Random Feature Method
ELM-FBPINNs replace subdomain networks in FBPINNs with extreme learning machines, reducing PDE training to structured linear least-squares while maintaining competitive accuracy on benchmarks.