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julian-wilson
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Problem Description
Primary receiver
Secondary receiver
eNodeB
Aim: Reception of MIMO signals by a secondary receiver
• Parameterize design of secondary receiver with transmission optimized for primary receiver
• Detect unknown precoder
CLSMre
layin
g
(also: act as relay node)
Precoder Matrix Detection
• Goal: Design of receivers for MIMO-OFDM without PMI information at secondary user
• Approaches+ Hypothesis testing Framework
• Simple ML detection• Cluster variance
─ Blind equalization
Precoder Detection – Simple ML detector
Overview• Compute log likelihood ratios, for each precoder
Notation:• - detected transmit symbols, assuming is correct precoder• - estimated channel matrix
• Choose the precoder with highest log likelihood ratio
• Equivalent to ML detector Optimal detection when ’s are equiprobable
Precoder Detection – Cluster variance
Overview• Compute following objective function for each precoder
Notation:• - detected transmit symbols, assuming is correct precoder• - Pseudoinverse• - MMSE equalized received symbols
• Choose the precoder that minimizes • Similarity with minimum distance decision rule
BLER vs. SNR – Simple ML vs Cluster variance
Carrier frequency = 2110 MHz1000 subframes, 12 RBs scheduled, MMSE channel estimator, SSD receiver
Precoder Detection
Summary• Simple ML within 2dB of BLER performance vs. known PMI case
• Simple ML typically outperforms cluster variance, in 2x2 MIMO
• Performance gap reduced in 4x4 MIMO• Additional diversity as each codeword is sent on 2 antennas
• Computational requirement less than SSD receiver (linear in M, # precoders, constellation size)
Ongoing Work•Comparing MATLAB LTE System Toolbox with TU Vienna LTE-A simulator
MATLAB LTE System Toolbox + Compliant with 3GPP Release 8, 9, 10+ Modular structure, well documented+ End-to-end link level simulations, decode over-the-air LTE signals* + Downlink and Uplink channels modelled+ User Feedback block implemented─ No inbuilt schedulers for MU-MIMO, no inbuilt Multi-cell scenario1
─ No SSD receiver• Baseband, user mobility modelled only through Doppler shift, etc. TU Vienna (LTE-A) Simulator2
+ Built in MU-MIMO & Multi-cell scenarios+ User Feedback implemented+ End-to-end link level simulations+ Inbuilt schedulers, SSD receiver─ Poor documentation, no working Uplink? Standard Compliance, accuracy/completeness of existent blocks?
* Not real-time 1 Can be coded using the blocks 2 Based on documentation
Future Work
• Consider more elaborate simulations• Simulate both Primary and secondary user simultaneously
Test the relaying scenario proposed Vary channel conditions and relative position of receivers
• Interference from neighboring cells
• Impact of scheduling multiple users
• Design improved precoder detectors• utilize information from previous subframes