Accelerating Channel Estimation and Demodulation of Uplink OFDM symbols for Large Scale Antenna Systems using GPU

01/22/2019
by   Bhargav Gokalgandhi, et al.
0

Increase in the number of antennas in the front-end increases the volume of data to be processed at the back-end. This establishes a need for acceleration in back-end processing. To solve the issue of high volume data processing at back-end, a GPU is utilized. Acceleration for Least Squares channel estimation and demodulation of uplink OFDM symbols is provided by using a combination of CPU and GPU at the back-end. Single user uplink scenario is implemented in near real-time manner using the USRP platform present in the Large scale antenna systems in ORBIT Testbed. The number of antennas and FFT length are varied to provide different scenarios for comparison. The performance of both CPU and GPU is compared for each process.

READ FULL TEXT

page 2

page 3

research
06/11/2022

Channel Estimation for Massive MIMO systems using Tensor Cores in GPU

For efficient use of Massive MIMO systems, fast and accurate channel est...
research
05/18/2020

Study of Channel Estimation Algorithms for Large-Scale Multiple-Antenna Systems using 1-Bit ADCs and Oversampling

Large-scale multiple-antenna systems with large bandwidth are fundamenta...
research
07/10/2019

User Detection Performance Analysis for Grant-Free Uplink Transmission in Large-Scale Antenna Systems

In this paper, user detection performance of a grant-free uplink transmi...
research
12/14/2019

Training for Channel Estimation in Nonlinear Multi-Antenna Transceivers

Recent efforts to obtain high data rates in wireless systems have focuse...
research
04/06/2019

Channel Estimation for Ambient Backscatter Communication Systems with Massive-Antenna Reader

Ambient backscatter, an emerging green communication technology, has aro...
research
01/05/2018

Optimal Pilot Symbols Ratio in terms of Spectrum and Energy Efficiency in Uplink CoMP Networks

In wireless networks, Spectrum Efficiency (SE) and Energy Efficiency (EE...
research
08/27/2023

SPEED: Streaming Partition and Parallel Acceleration for Temporal Interaction Graph Embedding

Temporal Interaction Graphs (TIGs) are widely employed to model intricat...

Please sign up or login with your details

Forgot password? Click here to reset