High-resolution and reliable automatic target recognition based on photonic ISAR imaging system with explainable deep learning

no code implementations • 3 Dec 2022 • Xiuting Zou, Anyi Deng, Yiheng Hu, Shiyu Hua, Linbo Zhang, Shaofu Xu, Weiwen Zou

In this paper, we exploit the inner relationship between a photonic ISAR imaging system and behaviors of a convolutional neural network (CNN) to deeply comprehend the intelligent recognition.

Hardware-irrelevant parallel processing system

no code implementations • 24 Jun 2020 • Xiuting Zou, Shaofu Xu, Anyi Deng, Rui Wang, Weiwen Zou

We propose a hardware-irrelevant PPS of which the performance is unaffected by hardware deviations.

Deep learning scheme for recovery of broadband microwave photonic receiving systems in transceivers without expert knowledge and system priors

no code implementations • 17 Jul 2019 • Shaofu Xu, Rui Wang, Jianping Chen, Lei Yu, Weiwen Zou

However, the quality of the signals may be degraded by defective photonic analog links, especially in a complicated MWP system.