activity
20142021
most citedWeighted SPICE: A Unifying Approach for Hyperparameter-Free Sparse Estimation

129 citations · 360 across the 9 of their papers we have counts for

collaborators

9 papers

eess.SP2021★ 55 cited

Weighted SPICE Algorithms for Range-Doppler Imaging Using One-Bit Automotive Radar

Xiaolei Shang, Jian Li, Petre Stoica

We consider the problem of range-Doppler imaging using one-bit automotive LFMCW1 or PMCW radar that utilizes one-bit ADC sampling with time-varying thresholds at the receiver. The…

eess.SP2021★ 1 cited

RFI Mitigation for One-bit UWB Radar Systems

Tianyi Zhang, Jiaying Ren, Jian Li +2

Radio frequency interference (RFI) mitigation is critical to the proper operation of ultra-wideband (UWB) radar systems since RFI can severely degrade the radar imaging capability…

eess.SP2021

Sinusoidal Parameter Estimation from Signed Measurements via Majorization-Minimization Based RELAX

Jiaying Ren, Tianyi Zhang, Jian Li +1

We consider the problem of sinusoidal parameter estimation using signed observations obtained via one-bit sampling with fixed as well as time-varying thresholds. In a previous pape…

eess.SP2021

Joint RFI Mitigation and Radar Echo Recovery for One-Bit UWB Radar

Tianyi Zhang, Jiaying Ren, Jian Li +2

Radio frequency interference (RFI) mitigation and radar echo recovery are critically important for the proper functioning of ultra-wideband (UWB) radar systems using one-bit sampli…

eess.SP2019★ 88 cited

One-Bit Radar Processing with Time-Varying Sampling Thresholds

Aria Ameri, Arindam Bose, Jian Li +1

Target parameter estimation in active sensing, and particularly radar signal processing, is a long-standing problem that has been studied extensively. In this paper, we propose a n…

cs.CV2019

Automatic Target Recognition Using Discrimination Based on Optimal Transport

Ali Sadeghian, Deoksu Lim, Johan Karlsson +1

The use of distances based on optimal transportation has recently shown promise for discrimination of power spectra. In particular, spectral estimation methods based on l1 regulari…

eess.SP2018★ 83 cited

Iterative Sparse Asymptotic Minimum Variance Based Approaches for Array Processing

Habti Abeida, Qilin Zhang, Jian Li +1

This paper presents a series of user parameter-free iterative Sparse Asymptotic Minimum Variance (SAMV) approaches for array processing applications based on the asymptotically min…

cs.IT2016★ 4 cited

Sparse Methods for Direction-of-Arrival Estimation

Zai Yang, Jian Li, Petre Stoica +1

Direction-of-arrival (DOA) estimation refers to the process of retrieving the direction information of several electromagnetic waves/sources from the outputs of a number of receivi…

math.ST2014★ 129 cited

Weighted SPICE: A Unifying Approach for Hyperparameter-Free Sparse Estimation

Petre Stoica, Dave Zachariah, Jian Li

In this paper we present the SPICE approach for sparse parameter estimation in a framework that unifies it with other hyperparameter-free methods, namely LIKES, SLIM and IAA. Speci…