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Fast automated adjoints for spectral PDE solvers

math.NA · 2025-05-29 · conditional · novelty 6.0

Automated reverse-mode adjoints are added to the Dedalus spectral PDE framework via symbolic graph differentiation, enabling gradient-based optimization for a wide range of time-dependent nonlinear problems without manual adjoint coding.

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  • Fast automated adjoints for spectral PDE solvers math.NA · 2025-05-29 · conditional · none · ref 72

    Automated reverse-mode adjoints are added to the Dedalus spectral PDE framework via symbolic graph differentiation, enabling gradient-based optimization for a wide range of time-dependent nonlinear problems without manual adjoint coding.