GPU-parallelized sequential Monte Carlo achieves over 500x speedup versus CPU replica exchange Monte Carlo for Bayesian spectral deconvolution and peak parameter estimation.
Experimental setup.The XRD artificial data analysis employs a reference-spectrum model for three TiO 2 polymorphs—rutile, anatase, and brookite
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GPU-Accelerated Sequential Monte Carlo for Bayesian Spectral Analysis
GPU-parallelized sequential Monte Carlo achieves over 500x speedup versus CPU replica exchange Monte Carlo for Bayesian spectral deconvolution and peak parameter estimation.