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20112023
most citedModel-Driven Deep Learning for MIMO Detection

467 citations · 3.3k across the 111 of their papers we have counts for

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80 papers · 1 filter

cs.IT2023

Auto-CsiNet: Scenario-customized Automatic Neural Network Architecture Generation for Massive MIMO CSI Feedback

Xiangyi Li, Jiajia Guo, Chao-Kai Wen +1

Deep learning has revolutionized the design of the channel state information (CSI) feedback module in wireless communications. However, designing the optimal neural network (NN) ar…

cs.IT2023

Graph Neural Network-Enhanced Expectation Propagation Algorithm for MIMO Turbo Receivers

Xingyu Zhou, Jing Zhang, Chao-Kai Wen +2

Deep neural networks (NNs) are considered a powerful tool for balancing the performance and complexity of multiple-input multiple-output (MIMO) receivers due to their accurate feat…

cs.IT2023★ 26 cited

Joint Beam Management and SLAM for mmWave Communication Systems

Hang Que, Jie Yang, Chao-Kai Wen +3

The millimeter-wave (mmWave) communication technology, which employs large-scale antenna arrays, enables inherent sensing capabilities. Simultaneous localization and mapping (SLAM)…

cs.IT2023

Active RIS-Assisted MIMO-OFDM System: Analyses and Prototype Measurements

De-Ming Chian, Feng-Ji Chen, Yu-Chen Chang +5

In this study, we develop an active reconfigurable intelligent surface (RIS)-assisted multiple-input multiple-output orthogonal frequency division multiplexing (MIMO-OFDM) prototyp…

cs.IT2023

Angle-based SLAM on 5G mmWave Systems: Design, Implementation, and Measurement

Jie Yang, Chao-Kai Wen, Jing Xu +3

Simultaneous localization and mapping (SLAM) is a key technology that provides user equipment (UE) tracking and environment mapping services, enabling the deep integration of sensi…

cs.IT2023★ 61 cited

Joint Localization and Environment Sensing by Harnessing NLOS Components in RIS-aided mmWave Communication Systems

Yixuan Huang, Jie Yang, Wankai Tang +3

This study explores the use of non-line-of-sight (NLOS) components in millimeter-wave (mmWave) communication systems for joint localization and environment sensing. The radar cross…

cs.IT2023★ 1 cited

Multi-timescale Channel Customization for Transmission Design in RIS-assisted MIMO Systems

Weicong Chen, Chao-Kai Wen, Xiao Li +1

The performance of transmission schemes is heavily influenced by the wireless channel, which is typically considered an uncontrollable factor. However, the introduction of reconfig…

cs.IT2023★ 27 cited

Channel Customization for Limited Feedback in RIS-assisted FDD Systems

Weicong Chen, Chao-Kai Wen, Xiao Li +2

Reconfigurable intelligent surfaces (RISs) represent a pioneering technology to realize smart electromagnetic environments by reshaping the wireless channel. \textcolor[rgb]{0,0,0}…

cs.IT2023★ 1 cited

MIMO Evolution toward 6G: End-User-Centric Collaborative MIMO

Lung-Sheng Tsai, Shang-Ling Shih, Pei-Kai Liao +1

In 6G, the trend of transitioning from massive antenna elements to even more massive ones is continued. However, installing additional antennas in the limited space of user equipme…

cs.IT2023★ 1 cited

A Novel Channel Model for Reconfigurable Intelligent Surfaces with Consideration of Polarization and Switch Impairments

De-Ming Chian, Chao-Kai Wen, Chi-Hung Wu +2

Future wireless networks require the ability to actively adjust the wireless environment to meet strict performance indicators. Reconfigurable Intelligent Surface (RIS) technology…

cs.IT2022★ 1 cited

Multi-domain Cooperative SLAM: The Enabler for Integrated Sensing and Communications

Jie Yang, Chao-Kai Wen, Xi Yang +3

Simultaneous localization and mapping (SLAM) provides user tracking and environmental mapping capabilities, enabling communication systems to gain situational awareness. Advanced c…

cs.IT2022

Model-Driven Deep Learning-Based MIMO-OFDM Detector: Design, Simulation, and Experimental Results

Xingyu Zhou, Jing Zhang, Chen-Wei Syu +3

Multiple-input multiple-output orthogonal frequency division multiplexing (MIMO-OFDM), a fundamental transmission scheme, promises high throughput and robustness against multipath…

cs.IT2022

AI for CSI Feedback Enhancement in 5G-Advanced

Jiajia Guo, Chao-Kai Wen, Shi Jin +1

The 3rd Generation Partnership Project started the study of Release 18 in 2021. Artificial intelligence (AI)-native air interface is one of the key features of Release 18, where AI…

cs.IT2022

Hybrid Active and Passive Sensing for SLAM in Wireless Communication Systems

Jie Yang, Chao-Kai Wen, Shi Jin

Integrating sensing functions into future mobile equipment has become an important trend. Realizing different types of sensing and achieving mutual enhancement under the existing c…

cs.IT2021

A Linear Bayesian Learning Receiver Scheme for Massive MIMO Systems

Alva Kosasih, Wibowo Hardjawana, Branka Vucetic +1

Much stringent reliability and processing latency requirements in ultra-reliable-low-latency-communication (URLLC) traffic make the design of linear massive multiple-input-multiple…

cs.IT2021★ 19 cited

A Bayesian Receiver with Improved Complexity-Reliability Trade-off in Massive MIMO Systems

Alva Kosasih, Vera Miloslavskaya, Wibowo Hardjawana +3

The stringent requirements on reliability and processing delay in the fifth-generation (G) cellular networks introduce considerable challenges in the design of massive multiple-…

cs.IT2021★ 53 cited

Channel Customization for Joint Tx-RISs-Rx Design in Hybrid mmWave Systems

Weicong Chen, Chao-Kai Wen, Xiao Li +1

In strong line-of-sight millimeter-wave (mmWave) wireless systems, the rank-deficient channel severely hampers spatial multiplexing. To address this inherent deficiency, multiple r…

cs.IT2021

Enabling Plug-and-Play and Crowdsourcing SLAM in Wireless Communication Systems

Jie Yang, Chao-Kai Wen, Shi Jin +1

Simultaneous localization and mapping (SLAM) during communication is emerging. This technology promises to provide information on propagation environments and transceivers' locatio…

cs.IT2021★ 11 cited

Integrated Sensing and Communication with Multi-Domain Cooperation

Jie Yang, Xi Yang, Chao-Kai Wen +1

With the continuous increase of the spectrum and antennas, endogenous sensing is now possible in the fifth generation and future wireless communication systems. However, sensing is…

cs.IT2021★ 1 cited

Labeling Multipath via Reconfigurable Intelligent Surface

Chang-Jen Wang, Shang-Ling Shih, Chao-Kai Wen +1

Reconfigurable intelligent surface (RIS) has shown promise in providing apparent benefits in wireless communication and positioning. Most of the existing research focuses on the ab…

cs.IT2021★ 1 cited

Model-based Learning Network for 3-D Localization in mmWave Communications

Jie Yang, Shi Jin, Chao-Kai Wen +3

This study considers the joint location and velocity estimation of UE and scatterers in a three-dimensional mmWave CRAN architecture. Several existing works have achieved satisfact…

cs.IT2021★ 2 cited

Large System Achievable Rate Analysis of RIS-Assisted MIMO Wireless Communication with Statistical CSIT

Jun Zhang, Jie Liu, Shaodan Ma +2

Reconfigurable intelligent surface (RIS) is an emerging technology to enhance wireless communication in terms of energy cost and system performance by equipping a considerable quan…

cs.IT2021★ 59 cited

CAnet: Uplink-aided Downlink Channel Acquisition in FDD Massive MIMO using Deep Learning

Jiajia Guo, Chao-Kai Wen, Shi Jin

In frequency-division duplexing systems, the downlink channel state information (CSI) acquisition scheme leads to high training and feedback overheads. In this paper, we propose an…

cs.IT2021★ 84 cited

Interplay between RIS and AI in Wireless Communications: Fundamentals, Architectures, Applications, and Open Research Problems

Jinghe Wang, Wankai Tang, Yu Han +5

Future wireless communication networks are expected to fulfill the unprecedented performance requirements to support our highly digitized and globally data-driven society. Various…