We consider the problem of restoring images corrupted by Poisson noise. Under the framework of maximum a posteriori estimator, the problem can be converted into a minimization problem where the objective function is composed of a Kullback-Leibler (KL)-divergence term for the Poisson noise and a total variation (TV) regularization term. Due to the logarithm function in the KL-divergence term, th...

We propose a novel framework for the regularized inversion of deep neural networks. The is based on authors' recent work training feed-forward networks without differentiation activation functions. lifts parameter space into higher dimensional by introducing auxiliary variables, and penalizes these variables with tailored Bregman distances. family variational regularizations distances, present ...

Seismic inversion is a method that extracts acoustic impedance data from the seismic traces. Source wavelets are band-limited, and thus seismic traces do not contain low and high frequency information. Therefore, there is a serious problem when the deterministic seismic inversion is applied to real data and the result of deterministic inversion is smooth. Low frequency component is obtained fro...

The aim of seismic inversion is mapping all of the subsurface structures from seismic data. Due to the band-limited nature of the seismic data, it is difficult to find a unique solution for seismic inversion. Deterministic methods of seismic inversion are based on try and error techniques and provide a smooth map of elastic properties, while stochastic methods produce high-resolution maps of el...

an experimental study of the phase inversion behavior of liquid-liquid dispersion has been conducted in a spray extraction column for systems of toluene / water, n-hexane/water, ccl4/water, toluene /water + glycerol (25 % wt), toluene + ccl4 (25 % wt) / water and toluene / acetic acid (5 % wt)/water. the effects of physical properties, mass transfer and column geometry on phase inversion have b...

A method is proposed to drive an ultrafast non-adiabatic dynamics of an ultracold gas trapped in a time-dependent box potential. The resulting state is free from spurious excitations associated with the breakdown of adiabaticity, and preserves the quantum correlations of the initial state up to a scaling factor. The process relies on the existence of an adiabatic invariant and the inversion of ...

Periodic-finite-type shifts (PFT’s) are sofic shifts which forbid the appearance of finitely many pre-specified words in a periodic manner. The class of PFT’s strictly includes the class of shifts of finite type (SFT’s). The zeta function of a PFT is a generating function for the number of periodic sequences in the shift. For a general sofic shift, there exists a formula, attributed to Manning ...

This paper argues that the distribution of the two Chinese aspectual auxiliaries -Ie and -zhe in the locative inversion construction is determined by the semantics of the event, in particular the interaction of lexical aspect (telicity and stativity) and agentivity. The -le/-zhe alternation shows a gradient effect similar to the selection of perfective auxiliaries in Romance and Germanic (Sorac...