Accurate method for correcting the translation position error of ptychography based on quantum particle swarm optimization
Jiantai Dou, Zihao Pei, Youyou Hu, Zhongming Yang
Abstract
In ptychography, the translation position error will cause the periodic grid deviation and tremendously decrease the reconstruction quality. It is crucial to attain the precise translation position of the probe with respect to the object. The current correction methods may fall into a local optimal value, and miss the better results. An accurate method based on the quantum particle swarm optimization is proposed to globally correct the translation position error and add the randomness to avoid trapping in local optimum. In our proposed method, particles in a quantum bound state can appear at any point in the solution space with a certain probability density. In order words, the corrected translation position can be spread over the searching space, which can acquire the possibility of jumping out of the local optimum. Experiments are conducted to verify that our proposed method can be used to enhance the correction accuracy of the translation position error as well as avoid local optimum.