Nonlinear Gaussian process tomography with imposed non-negativity constraints on physical quantities for plasma diagnostics

We propose a novel tomographic method, nonlinear Gaussian process tomography (nonlinear GPT), that uses the Laplace approximation to impose constraints on non-negative physical quantities, such as the emissivity in plasma optical diagnostics. While positive-valued posteriors have previously been int...

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Bibliográfalaš dieđut
Váldodahkkit: Kenji Ueda, Masaki Nishiura
Materiálatiipa: Artihkal
Giella:English
Almmustuhtton: IOP Publishing 2025-01-01
Ráidu:Machine Learning: Science and Technology
Fáttát:
Liŋkkat:https://doi.org/10.1088/2632-2153/adbbae