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 real XRD data consist of a powder diffraction pattern from a 1:1 mass-ratio mixture of TiO 2 rutile and anatase
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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.