A hierarchical Bayesian deconvolution with positivity constraints

A class of deconvolution problems with positivity constraints is formulated in terms of a hierarchical Bayesian framework. A deconvolution algorithm is proposed and applied to a specific real world problem: estimation of relaxation dynamics of GaN photoluminescence (S. Nakamura et al., 1994).