141 citations · 141 across the 5 of their papers we have counts for
8 papers
A Robust Deep Unfolded Network for Sparse Signal Recovery from Noisy Binary Measurements
Y. Yang, P. Xiao, B. Liao +1
We propose a novel deep neural network, coined DeepFPC-, for solving the 1-bit compressed sensing problem. The network is designed by unfolding the iterations of the fixed-…
Ocean Reverberation Suppression via Matrix Completion with Sensor Failure
Li-ya Xu, Bin Liao, Hao Zhang +2
In the ocean environment, reverberation is a common and strong interference which significantly degrades the performance of target bearing estimation. Meanwhile, sensor failure is…
DeepFPC: Deep Unfolding of a Fixed-Point Continuation Algorithm for Sparse Signal Recovery from Quantized Measurements
Peng Xiao, Bin Liao, Nikos Deligiannis
We present DeepFPC, a novel deep neural network designed by unfolding the iterations of the fixed-point continuation algorithm with one-sided l1-norm (FPC-l1), which has been propo…
One-Bit MUSIC
Xiaodong Huang, Bin Liao
In this letter, we consider the problem of direction-of-arrival (DOA) estimation with one-bit quantized array measurements. With analysis, it is shown that, under mild conditions t…
A Fast Method for Array Response Adjustment with Phase-Only Constraint
Xuejing Zhang, Zishu He, Bin Liao +2
In this paper, we propose a fast method for array response adjustment with phase-only constraint. This method can precisely and rapidly adjust the array response of a given point b…
A novel array response control algorithm via oblique projection
Xuejing Zhang, Zishu He, Bin Liao +2
This paper presents a novel array response control algorithm and its application to array pattern synthesis. The proposed algorithm considers how to flexibly and precisely adjust t…