activity
20142022
most citedDistributive Dynamic Spectrum Access through Deep Reinforcement Learning: A Reservoir Computing Based Approach

221 citations · 988 across the 21 of their papers we have counts for

collaborators

26 papers

cs.IT2022

PolarDenseNet: A Deep Learning Model for CSI Feedback in MIMO Systems

Pranav Madadi, Jeongho Jeon, Joonyoung Cho +3

In multiple-input multiple-output (MIMO) systems, the high-resolution channel information (CSI) is required at the base station (BS) to ensure optimal performance, especially in th…

eess.SP2020

Robust Non-Coherent Beamforming for FDD Downlink Massive MIMO

François Rottenberg, Ming-Chun Lee, Thomas Choi +2

Designing beamforming techniques for the downlink (DL) of frequency division duplex (FDD) massive MIMO is known to be a challenging problem due to the difficulty of obtaining chann…

eess.SP2020★ 3 cited

RCNet: Incorporating Structural Information into Deep RNN for MIMO-OFDM Symbol Detection with Limited Training

Zhou Zhou, Lingjia Liu, Shashank Jere +3

In this paper, we investigate learning-based MIMO-OFDM symbol detection strategies focusing on a special recurrent neural network (RNN) -- reservoir computing (RC). We first introd…

cs.IT2019

Grip-Aware Analog mmWave Beam Codebook Adaptation for 5G Mobile Handsets

Ahmad AlAmmouri, Jianhua Mo, Boon Loong Ng +2

This paper studies the effect of the user hand grip on the design of beamforming codebooks for 5G millimeter-wave (mmWave) mobile handsets. The high-frequency structure simulator (…

eess.SP2019★ 18 cited

Channel Extrapolation for FDD Massive MIMO: Procedure and Experimental Results

Thomas Choi, François Rottenberg, Jorge Gomez-Ponce +4

Application of massive multiple-input multiple-output (MIMO) systems to frequency division duplex (FDD) is challenging mainly due to the considerable overhead required for downlink…

cs.IT2019★ 11 cited

Artificial Intelligence-Enabled Cellular Networks: A Critical Path to Beyond-5G and 6G

Rubayet Shafin, Lingjia Liu, Vikram Chandrasekhar +4

Mobile Network Operators (MNOs) are in process of overlaying their conventional macro cellular networks with shorter range cells such as outdoor pico cells. The resultant increase…

eess.SP2019★ 4 cited

Self-Tuning Sectorization: Deep Reinforcement Learning Meets Broadcast Beam Optimization

Rubayet Shafin, Hao Chen, Young Han Nam +6

Beamforming in multiple input multiple output (MIMO) systems is one of the key technologies for modern wireless communication. Creating appropriate sector-specific broadcast beams…

cs.IT2019

Channel Correlation Diversity in MU-MIMO Systems -- Analysis and Measurements

Harsh Tataria, Seun Sangodoyin, Andreas F. Molisch +4

In multiuser multiple-input multiple-output (MU-MIMO) systems, channel correlation is detrimental to system performance. We demonstrate that widely used, yet overly simplified, cor…

eess.SP2019

How Many Antennas Do We Need for Massive MIMO Channel Sounding? - Validating Through Measurement

Thomas Choi, François Rottenberg, Peng Luo +2

This paper investigates the impact of the number of antennas (8 to 64) and the array configuration on massive MIMO channel parameters estimation for multiple propagation scenarios…

cs.IT2019

Channel Extrapolation in FDD Massive MIMO: Theoretical Analysis and Numerical Validation

François Rottenberg, Rui Wang, Jianzhong Zhang +1

Downlink channel estimation in massive MIMO systems is well known to generate a large overhead in frequency division duplex (FDD) mode as the amount of training generally scales wi…

cs.IT2019

Enable Super-resolution Parameter Estimation for Mm-wave Channel Sounding

Rui Wang, C. Umit Bas, Zihang Cheng +14

This paper investigates the capability of millimeter-wave (mmWave) channel sounders with phased arrays to perform super-resolution parameter estimation, i.e., determine the paramet…

cs.LG2018★ 221 cited

Distributive Dynamic Spectrum Access through Deep Reinforcement Learning: A Reservoir Computing Based Approach

Hao-Hsuan Chang, Hao Song, Yang Yi +3

Dynamic spectrum access (DSA) is regarded as an effective and efficient technology to share radio spectrum among different networks. As a secondary user (SU), a DSA device will fac…

cs.IT2017

28 GHz Microcell Measurement Campaign for Residential Environment

C. Umit Bas, Rui Wang, Seun Sangodoyin +5

This paper presents results from the (to our knowledge) first double-directionally resolved measurement campaign at mm-wave frequencies in a suburban microcell. The measurements ar…

cs.IT2017★ 5 cited

Dynamic Double Directional Propagation Channel Measurements at 28 GHz

C. Umit Bas, Rui Wang, Seun Sangodoyin +5

This paper presents results from the (to our knowledge) first dynamic double-directionally resolved measurement campaign at mm-wave frequencies for an outdoor microcellular scenari…

cs.IT2017

Outdoor to Indoor Penetration Loss at 28 GHz for Fixed Wireless Access

C. Umit Bas, Rui Wang, Thomas Choi +5

This paper present the results from a 28 GHz channel sounding campaign performed to investigate the effects of outdoor to indoor penetration on the wireless propagation channel cha…

cs.IT2017★ 1 cited

Stationarity Region of Mm-Wave Channel Based on Outdoor Microcellular Measurements at 28 GHz

R. Wang, C. U. Bas, S. Sangodoyin +4

The stationarity region, i.e., the area in which the statistics of a propagation channel remain constant, is an important measure of the propagation channel, and essential for effi…

cs.IT2017★ 2 cited

Directional Cell Search Delay Analysis for Cellular Networks with Static Users

Yingzhe Li, Francois Baccelli, Jeffrey G. Andrews +1

Cell search is the process for a user to detect its neighboring base stations (BSs) and make a cell selection decision. Due to the importance of beamforming gain in millimeter wave…

cs.IT2017★ 4 cited

Distributed FD-MIMO: Cellular Evolution for 5G and Beyond

Yeqing Hu, Boon Loong Ng, Young-Han Nam +5

This paper presents the next evolution of FD-MIMO technology for beyond 5G, where antennas of the FD-MIMO system are placed in a distributed manner throughout the cell in a multi-c…

cs.IT2017★ 4 cited

A Real-Time Millimeter-Wave Phased Array MIMO Channel Sounder

C. Umit Bas, Rui Wang, Dimitris Psychoudakis +5

In this paper, we present a novel real-time MIMO channel sounder for 28 GHz. Until now, the common practice to investigate the directional characteristics of millimeter-wave channe…

cs.IT2016★ 136 cited

Indoor 5G 3GPP-like Channel Models for Office and Shopping Mall Environments

Katsuyuki Haneda, Lei Tian, Henrik Asplund +25

Future mobile communications systems are likely to be very different to those of today with new service innovations driven by increasing data traffic demand, increasing processing…

cs.IT2016

Initial Beam Association in Millimeter Wave Cellular Systems: Analysis and Design Insights

Ahmed Alkhateeb, Young-Han Nam, Md Saifur Rahman +2

Enabling the high data rates of millimeter wave (mmWave) cellular systems requires deploying large antenna arrays at both the basestations and mobile users. The beamforming weights…

cs.IT2016★ 85 cited

Massive MIMO Combining with Switches

Ahmed Alkhateeb, Young-Han Nam, Jianzhong Zhang +1

Massive multiple-input multiple-output (MIMO) is expected to play a central role in future wireless systems. The deployment of large antenna arrays at the base station and the mobi…

cs.IT2016★ 218 cited

Overview of Full-Dimension MIMO in LTE-Advanced Pro

Hyoungju Ji, Younsun Kim, Juho Lee +5

Multiple-input multiple-output (MIMO) systems with a large number of basestation antennas, often called massive MIMO, have received much attention in academia and industry as a mea…

cs.IT2015★ 131 cited

Modeling and Analyzing the Coexistence of Wi-Fi and LTE in Unlicensed Spectrum

Yingzhe Li, Francois Baccelli, Jeffrey G. Andrews +2

We leverage stochastic geometry to characterize key performance metrics for neighboring Wi-Fi and LTE networks in unlicensed spectrum. Our analysis focuses on a single unlicensed f…