Search Results for author: Daniel Walter

Found 3 papers, 1 papers with code

Physics-based material parameters extraction from perovskite experiments via Gaussian process

no code implementations16 Feb 2024 Hualin Zhan, Viqar Ahmad, Azul Mayon, Grace Tabi, Anh Dinh Bui, Zhuofeng Li, Daniel Walter, Hieu Nguyen, Klaus Weber, Thomas White, Kylie Catchpole

The ability to extract material parameters of perovskite from quantitative experimental analysis is essential for rational design of photovoltaic and optoelectronic applications.

Bayesian Optimization

Exoplanet Characterization using Conditional Invertible Neural Networks

no code implementations31 Jan 2022 Jonas Haldemann, Victor Ksoll, Daniel Walter, Yann Alibert, Ralf S. Klessen, Willy Benz, Ullrich Koethe, Lynton Ardizzone, Carsten Rother

Indeed, using cINNs allows for orders of magnitude faster inference of an exoplanet's composition than what is possible using an MCMC method, however, it still requires the computation of a large database of internal structures to train the cINN.

Bayesian Inference

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