Search Results for author: Tianyao Huang

Found 19 papers, 0 papers with code

Compressed Sensing Radar Detectors based on Weighted LASSO

no code implementations30 Jun 2023 Siqi Na, Yoshiyuki Kabashima, Takashi Takahashi, Tianyao Huang, Yimin Liu, Xiqin Wang

Based on this estimator, we construct a detector, termed the debiased weighted LASSO detector (DWLD), for CS radar systems and prove its advantages.

Hybrid RIS-Assisted MIMO Dual-Function Radar-Communication System

no code implementations28 Mar 2023 Zhuoyang Liu, Haiyang Zhang, Tianyao Huang, Feng Xu, Yonina C. Eldar

Dual-function radar-communication (DFRC) technology is emerging in next-generation wireless systems.

a cognitive frequency allocation strategy for multi-carrier radar against communication interference

no code implementations23 Dec 2022 Zhao Shan, Lei Wang, PengFei Liu, Tianyao Huang, Yimin Liu

To address this challenge, we use a novel iteratively selecting technique which breaks a difficult decision task into several easy tasks.

Compressed sensing radar detectors under the row-orthogonal design model: a statistical mechanics perspective

no code implementations30 Sep 2022 Siqi Na, Tianyao Huang, Yimin Liu, Takashi Takahashi, Yoshiyuki Kabashima, Xiqin Wang

Such detector can analytically provide the threshold according to given false alarm rate, which is not possible with the conventional CS detector, and the detection performance is proved to be better than that of the traditional LASSO detector.

Physics Embedded Machine Learning for Electromagnetic Data Imaging

no code implementations26 Jul 2022 Rui Guo, Tianyao Huang, Maokun Li, Haiyang Zhang, Yonina C. Eldar

To benefit from prior knowledge in big data and the theoretical constraint of physical laws, physics embedded ML methods for EM imaging have become the focus of a large body of recent work.

BIG-bench Machine Learning Geophysics

Theoretical Linear Convergence of Deep Unfolding Network for Block-Sparse Signal Recovery

no code implementations18 Nov 2021 Rong Fu, Vincent Monardo, Tianyao Huang, Yimin Liu

In this paper, we consider the recovery of the high-dimensional block-sparse signal from a compressed set of measurements, where the non-zero coefficients of the recovered signal occur in a small number of blocks.

Block-Sparse Recovery Network for Two-Dimensional Harmonic Retrieval

no code implementations15 Nov 2021 Rong Fu, Tianyao Huang, Lei Wang, Yimin Liu

As a typical signal processing problem, multidimensional harmonic retrieval (MHR) has been adapted to a wide range of applications in signal processing.

Retrieval Vocal Bursts Valence Prediction

Transmit Design for Joint MIMO Radar and Multiuser Communications with Transmit Covariance Constraint

no code implementations2 Sep 2021 Xiang Liu, Tianyao Huang, Yimin Liu

With this constraint, we formulate and solve the signal-to-interference-plus-noise ratio (SINR) balancing problem for multiuser transmit beamforming via convex optimization.

FRaC: FMCW-Based Joint Radar-Communications System via Index Modulation

no code implementations28 Jun 2021 Dingyou Ma, Nir Shlezinger, Tianyao Huang, Yimin Liu, Yonina C. Eldar

The proposed FMCW-based radar-communications system (FRaC) operates at reduced cost and complexity by transmitting with a reduced number of radio frequency modules, combined with narrowband FMCW signalling.

Autonomous Vehicles

Structured LISTA for Multidimensional Harmonic Retrieval

no code implementations23 Feb 2021 Rong Fu, Yimin Liu, Tianyao Huang, Yonina C. Eldar

In this paper, we show that the mutual inhibition matrix of a MHR problem naturally has a Toeplitz structure, which means that the degrees of freedom (DoF) of the matrix can be reduced from a quadratic order to a linear order.

Retrieval

Phase Transitions in Frequency Agile Radar Using Compressed Sensing

no code implementations30 Dec 2020 Yuhan Li, Tianyao Huang, Xingyu Xu, Yimin Liu, Yonina C. Eldar

FAR has improved anti-jamming performance over traditional pulse-Doppler radars under complex electromagnetic circumstances.

Unambiguous Delay-Doppler Recovery from Random Phase Coded Pulses

no code implementations22 Dec 2020 Xiang Liu, Deborah Cohen, Tianyao Huang, Yimin Liu, Yonina C. Eldar

Our method encodes each pulse with a random phase, varying from pulse to pulse, and then processes the received samples jointly to resolve the range ambiguity.

A Random Antenna Subset Selection Jamming Method against Multistatic Radar System

no code implementations9 Sep 2020 Xiangtuan Wang, Yimin Liu, Tianyao Huang

Multistatic radar system (MSRS) is considered an effective scheme to suppress mainlobe jamming, since it has higher spatial resolution enabling jamming cancellation from spatial domain.

Designing the Waveform Bandwidth and Time Duration of Automotive Radars for Better Collision Warning Performance

no code implementations3 Sep 2020 Hang Ruan, Yimin Liu, Tianyao Huang, Xiqin Wang

Then, the waveform parameters are designed with a limit on the TBP to optimize the system performance.

Spatial Modulation for Joint Radar-Communications Systems: Design, Analysis, and Hardware Prototype

no code implementations23 Mar 2020 Dingyou Ma, Nir Shlezinger, Tianyao Huang, Yariv Shavit, Moshe Namer, Yimin Liu, Yonina C. Eldar

For the radar subsystem, our experiments show that the spatial agility induced by the GSM transmission improves the angular resolution and reduces the sidelobe level in the transmit beam pattern compared to using fixed antenna allocations.

Theoretical Analysis for Extended Target Recovery in Randomized Stepped Frequency Radars

no code implementations8 Aug 2019 Lei Wang, Tianyao Huang, Yimin Liu

Randomized Stepped Frequency Radar (RSFR) is very attractive for tasks under complex electromagnetic environment.

Cognitive Radar Using Reinforcement Learning in Automotive Applications

no code implementations24 Apr 2019 PengFei Liu, Yimin Liu, Tianyao Huang, Yuxiang Lu, Xiqin Wang

The concept of cognitive radar (CR) enables radar systems to achieve intelligent adaption to a changeable environment with feedback facility from receiver to transmitter.

reinforcement-learning Reinforcement Learning (RL)

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