Tensor Rank Regularization with Bias Compensation for Millimeter Wave Channel Estimation

This paper presents a novel method of tensor rank regularization with bias compensation for channel estimation in a hybrid millimeter wave MIMO-OFDM system. Channel estimation is challenging due to the unknown number of multipath components that determines the channel rank. In general, finding the i...

Full description

Bibliographic Details
Published in:	Signals
Main Authors:	Fei He, Andrew Harms, Lamar Yaoqing Yang
Format:	Article
Language:	English
Published:	MDPI AG 2022-09-01
Subjects:	tensor rank sparsity CP tensor decomposition channel estimation millimeter wave hybrid-MIMO
Online Access:	https://www.mdpi.com/2624-6120/3/4/40

Similar Items

Channel estimation for double IRS-assisted millimeter wave MIMO systems based on tensor decomposition and manifold optimization
by: FENG Kaihui, et al.
Published: (2024-12-01)

Mixed noise removal in hyperspectral images using low-rank tensor decomposition with spatial-spectral weighted sparsity regularization
by: Hanh T. M. Tran, et al.
Published: (2025-09-01)

Multichannel Enhanced Millimeter-Wave SAR Imaging via Low-Rank Tensor-Train Decomposition
by: Bangjie Zhang, et al.
Published: (2025-01-01)

Multi-Attribute Data Recovery in Wireless Sensor Networks With Joint Sparsity and Low-Rank Constraints Based on Tensor Completion
by: Jingfei He, et al.
Published: (2019-01-01)

Hyperspectral Change Detection Using Collaborative Sparsity and Nonlocal Low-Rank Tensor
by: ZHAN Tianming, SONG Bo, SUN Le, WAN Minghua, YANG Guowei
Published: (2022-02-01)

Orthogonal Tensor Recovery Based on Non-Convex Regularization and Rank Estimation
by: Xixiang Chen, et al.
Published: (2024-01-01)

Counting Tensor Rank Decompositions
by: Dennis Obster, et al.
Published: (2021-08-01)

A Novel Tensor Ring Sparsity Measurement for Image Completion
by: Junhua Zeng, et al.
Published: (2024-01-01)

The Tensor Multi-Linear Channel and Its Shannon Capacity
by: Divyanshu Pandey, et al.
Published: (2022-01-01)

Some insights into rank conditions of vector subspaces
by: Zoran Z. Petrović, et al.
Published: (2024-08-01)

Millimeter Wave Time-Varying Channel Estimation via Exploiting Block-Sparse and Low-Rank Structures
by: Long Cheng, et al.
Published: (2019-01-01)

A new algorithm by embedding structured data for low-rank tensor ring completion
by: Ruiping Wen, et al.
Published: (2025-03-01)

Efficient enhancement of low-rank tensor completion via thin QR decomposition
by: Yan Wu, et al.
Published: (2024-07-01)

Tensor Completion via Smooth Rank Function Low-Rank Approximate Regularization
by: Shicheng Yu, et al.
Published: (2023-08-01)

Adaptive System Identification via Low-Rank Tensor Decomposition
by: Christina Auer, et al.
Published: (2021-01-01)

Anomaly Detection via Tensor Multisubspace Learning and Nonconvex Low-Rank Regularization
by: Sitian Liu, et al.
Published: (2023-01-01)

On the theory of fourth-rank hemitropic tensors in three-dimensional Euclidean spaces
by: Eugenii V. Murashkin, et al.
Published: (2022-09-01)

A Bayesian Tensor Decomposition Method for Joint Estimation of Channel and Interference Parameters
by: Yuzhe Sun, et al.
Published: (2024-08-01)

Low-Rank Tensor Thresholding Ridge Regression
by: Kailing Guo, et al.
Published: (2019-01-01)

Slow-Moving Channel Estimation via Vandermonde Structured Tensor Decomposition in RIS-Aided MIMO Systems
by: Fei He, et al.
Published: (2024-01-01)

Moving objects detection based on tensor ring low rank decomposition
by: Ruixuan Chen, et al.
Published: (2025-09-01)

Fast Video Summary Generation Based On Low Rank Tensor Decomposition
by: Guangli Wu, et al.
Published: (2021-01-01)

Hyperspectral Anomaly Detection Based on Regularized Background Abundance Tensor Decomposition
by: Wenting Shang, et al.
Published: (2023-03-01)

Spatial Low-Rank Tensor Factorization and Unmixing of Hyperspectral Images
by: William Navas-Auger, et al.
Published: (2021-06-01)

Robust Tensor Factorization for Color Image and Grayscale Video Recovery
by: Shiqiang Du, et al.
Published: (2020-01-01)

Global and extended global Hessenberg processes for solving Sylvester tensor equation with low-rank right-hand side
by: T. Cheraghzadeh, et al.
Published: (2022-11-01)

Seeking for the Maximum Symmetric Rank
by: Alessandro De Paris
Published: (2018-11-01)

Rank-Adaptive Tensor Completion Based on Tucker Decomposition
by: Siqi Liu, et al.
Published: (2023-01-01)

A Novel Weak Fault Feature Extraction Method Based on Tensor Decomposition Model for Bearings
by: Chengju Dong, et al.
Published: (2025-09-01)

Sparse Constrained Low Tensor Rank Representation Framework for Hyperspectral Unmixing
by: Le Dong, et al.
Published: (2021-04-01)

Hyperspectral Image Restoration via Spatial-Spectral Residual Total Variation Regularized Low-Rank Tensor Decomposition
by: Xiangyang Kong, et al.
Published: (2022-01-01)

Multispectral and Hyperspectral Image Fusion Based on Regularized Coupled Non-Negative Block-Term Tensor Decomposition
by: Hao Guo, et al.
Published: (2022-10-01)

HOSVD-Based Algorithm for Weighted Tensor Completion
by: Zehan Chao, et al.
Published: (2021-07-01)

Massive MIMO Slow-varying Channel Estimation Using Tensor Sparsity
by: Nasser Sadeghi, et al.
Published: (2021-03-01)

A Simultaneous Decomposition for a Quaternion Tensor Quaternity with Applications
by: Jia-Wei Huo, et al.
Published: (2025-05-01)

Covid-19 pandemic data analysis using tensor methods
by: Dipak Dulal, et al.
Published: (2024-03-01)

Plug-and-play low-rank tensor completion and reconstruction algorithms with improved applicability of tensor decompositions
by: Manabu Mukai, et al.
Published: (2025-09-01)

Tensor Methods in Biomedical Image Analysis
by: Farnaz Sedighin
Published: (2024-07-01)

Infrared Cirrus Detection Using Non-Convex Rank Surrogates for Spatial-Temporal Tensor
by: Shengyuan Xiao, et al.
Published: (2023-04-01)

Robust Tensor Decomposition for Heterogeneous Beamforming Under Imperfect Channel State Information
by: Kengo Ando, et al.
Published: (2023-01-01)