Abstract Various deep neural network architectures (DNNs) maintain massive vital records in computer vision. While drawing attention worldwide, the design of overall structure lacks general guidance. Based on relationship between DNN and numerical differential equations, we performed a fair comparison residual with higher order perspectives. We show that widely used strategy, constantly stackin...

an improved mixed order model is presented to describe the thermolumunescence (tl) glow peaks. in this model a fraction of charge carriers, which undergo nonradiative recombination following thermal excitation is taken into account. therefore, it is expected that the proposed model will produce more realistic kinetic parameters than that of mixed order model. the tl glow curves generated by the...