SlideShare a Scribd company logo
1 of 31
Massive MIMO: Bristol - Lund Joint Field Trial
Experiments and Record Breaking Spectrum
Professor Mark Beach
Communication and Networks Group,
University of Bristol, Bristol. UK
http://www.bristol.ac.uk/engineering/research/csn/
IEEE PIMRC 2016 COST IRACON Workshop
Sunday 4th September 2016, Valencia, Spain
Communication Systems & Networks Group
University of Bristol © CSN Group 2016
Summary
• 5G and why Massive MIMO
• Multiple Access through
Massive MIMO
• Test-bed architecture
• Field Trials exploring gains in
Spectrum Efficiency
• Power Control … why and how
• Open Research Questions
2
Communication Systems & Networks Group
University of Bristol © CSN Group 2016
5G: The Networked Society
• Broadband experience: everywhere; anytime
• Smart vehicles, transport & infrastructure
Target Specs:
• 10Gbit/s Peak, 100Mbit/s where ever needed
• X100 – x1000 Capacity
• X10 battery life
• Reduced Latency (1ms)
• 5G Requires
• New Spectrum …… Millimetre wave bands
• Enhanced Spectrum Efficiency .. Massive MIMO for sub-6GHz
3
Communication Systems & Networks Group
University of Bristol © CSN Group 2016
What is Massive MIMO & Why?
4
Basestation or Access Point
> 50 (M) antennas serving a few (K) users (simultaneously)
Simple Signal Processing, power and spectrum efficient (sub-6GHz)
Communication Systems & Networks Group
University of Bristol © CSN Group 2016
Refined Definition
5
Millimetre Wave 5G Access:
Massive Arrays for
Beamforming Array Gain
Analogue Phase control
Sub 6GHz: Massive Arrays with
Signal Processing per element for
enhanced Spectrum Efficiency
Communication Systems & Networks Group
University of Bristol © CSN Group 2016
Massive MIMO and Capacity Gain
6
Ultimate Spatial
Resolution
• Increased spectral efficiency and network capacity
• Accurate spatial multiplexing for multiple access
• Same Radio Channel, Same time (slot)
Time
Space
Uplink Downlink
Uplink
Uplink
Uplink
Downlink
Downlink
Downlink
Cellular View
Communication Systems & Networks Group
University of Bristol © CSN Group 2016
More than just beamforming
7
Communication Systems & Networks Group
University of Bristol © CSN Group 2016
NI Based ‘BIO’ Massive MIMO test-bed
• 128 Programmable
Radio Heads
• 20MHz Bandwidth
• ‘LTE’ like interface
• 1.2 – 6.0GHz Carrier
• 3.51GHz used
• 4 Racks of 32 Radios
• Data consolidation
• Channel processing
• 24 Clients
• Massive MIMO signal
processing supporting
• 12 clients
Bristol is Open (BIO):
Open Programmable City
Not for Profit Joint Venture Bristol City Council & University of Bristol
Communication Systems & Networks Group
University of Bristol © CSN Group 2016
Massive MIMO subsystem architecture
11
Communication Systems & Networks Group
University of Bristol © CSN Group 2016
Division of Labour
13
MIMO 0
U
S
R
P
U
S
R
P
U
S
R
P
U
S
R
P
U
S
R
P
U
S
R
P
U
S
R
P
U
S
R
P
MIMO 1 MIMO 2 MIMO 3
Subcarriers 0-299
16 antennas
Subcarriers 300-599
16 antennas
Subcarriers 600-899
16 antennas
Subcarriers 900-1199
16 antennas
Downlink
Uplink• 8 USRPs / Subsystem
• 8 Subsystems
Single RRH
Subsystem
Communication Systems & Networks Group
University of Bristol © CSN Group 2016
Initial System Deployment
15
• Indoor Atrium (University of Bristol, Merchant Venturers
Engineering Building
• 5.4m Linear Array with half-wavelength spacing
• LOS Conditions
Communication Systems & Networks Group
University of Bristol © CSN Group 2016
Initial System Deployment
16
• Client Separation 2.5 - 6 Wavelengths
• Equal Transmit Power
Communication Systems & Networks Group
University of Bristol © CSN Group 2016
128 element, 5.4m long array
17
Communication Systems & Networks Group
University of Bristol © CSN Group 2016
Some initial results (10th March 2016):
18
Eigen
Structure
Individual Spatial Stream Rx Magnitude
Power Delay profiles
Frequency Domain profiles
12 streams of 256 QAM!
http://www.bristol.ac.uk/news/2016/march/massive-mimo.htmlCOST IRACON TD(16)0185 Paul Harris
Communication Systems & Networks Group
University of Bristol © CSN Group 2016
𝑯𝑯 𝑯
for 12 users with scaled N
19
Scenario 2 (12.5m Straight Line)
Communication Systems & Networks Group
University of Bristol © CSN Group 2016
Alternative view of channel hardening
20
Eigenvalue
𝐈 𝐓𝐡 = 44%
Eigenvalue
𝐈 𝐓𝐡 = 16%
• M = 32 & UEs =12
• No movement
• M = 112 & UEs =12
• With motion between array & users
Communication Systems & Networks Group
University of Bristol © CSN Group 2016
Motion & channel hardening
21
Eigenvalue
𝐈 𝐓𝐡 = 16%
• M = 112 & UEs =12
• With motion between array & users
Communication Systems & Networks Group
University of Bristol © CSN Group 2016
CDF Plots of Singular Value Spreads
22
Scenario 1-3 in ascending order of LOS distance
LOS worst
scenario for
32 elements
Communication Systems & Networks Group
University of Bristol © CSN Group 2016
Facebook & Massive MIMO (13th April 2016)
• ARIES (Antenna Radio
Integration for Efficiency in
Spectrum)
• Rural wireless Internet
• Specifications & Efficiency
• 96 antenna element array
• 24 users
• 71 bits/s/Hz
23
http://www.wired.com/2016/04/facebooks-massive-new-antennas-can-beam-internet-miles/
Communication Systems & Networks Group
University of Bristol © CSN Group 2016
2nd Deployment (Wed 11th May 2016)
24
22 users running 256 QAM in 20MHz Channel
Using same frame structure as before:
• 145.6 bits/s/Hz
• Sum rate of 2.915 Gbps
http://spectrum.ieee.org/tech-talk/telecom/wireless/5g-researchers-achieve-new-spectrum-efficiency-record
http://www.bris.ac.uk/news/2016/may/5g-wireless-spectrum-efficiency.html
User
Inactive
User
Inactive
128 element (32 x 4)
dual polar patch array
Communication Systems & Networks Group
University of Bristol © CSN Group 2016
Why Power Control?
25
User
1
User
2
User
3
… User
K
ReceivedPower
• Users communicate using:
• Same Radio Channel
• At the same time (slot)
ONLY separated through spatial-
temporal signal processing
• Due to finite dynamic range
• Near-far effect (like CDMA)
• For Massive MIMO exploit
• Channel Hardening
• (Minimise) Mutual Interference
Within Power Control Algorithm
Communication Systems & Networks Group
University of Bristol © CSN Group 2016
Uplink Power Control
26
COST IRACON TD(16)0184 Wael Boukley Hasan
Communication Systems & Networks Group
University of Bristol © CSN Group 2016
Power Control in action
27
Communication Systems & Networks Group
University of Bristol © CSN Group 2016
Initial Results
28
Communication Systems & Networks Group
University of Bristol © CSN Group 2016
On-going: Mobility Trials & Analysis
30
Communication Systems & Networks Group
University of Bristol © CSN Group 2016
31
Communication Systems & Networks Group
University of Bristol © CSN Group 2016
Open Research Questions
32
Scalability, Multi-cell – massive MIMO
(Pilot Contamination), Power Control
Integration with Software Enabled Networks
Antenna Element Design, Polarisation,
Array Geometry, Planning Tools
Algorithm Optimisation: Dense Urban Vs Rural,
plus Specialist Deployments
U
E
1
U
E
2
Reduced
SINR
700MHz
Control
plane
3.5GHz
m-MIMO
Data-plane
Communication Systems & Networks Group
University of Bristol © CSN Group 2016
Acknowledgements and Thanks to …
• Academic Colleagues at Bristol: Andrew Nix, Evangelos Mellios, Angela Doufexi and
Simon Armour
• Post Graduate Students: Paul Harris, Siming Zhang, Henry Brice, Benny Chitambira,
Wael Boukley Hasan & Fred Wiffen
• Academic Colleagues Ove Edfors, Fredrik Tufvesson & Liang Liu, post graduates Steffan
Malkowsky, Joao Vieira, Erik Bengtsson,….. at Lund University
• NI Staff Leif Johansson, Karl Nieman Ian Wong & James Kimery
33
Any Questions?
Communication Systems & Networks Group
University of Bristol © CSN Group 2016
34
Communication Systems & Networks Group
University of Bristol © CSN Group 2016
Frame Schedule
35

More Related Content

What's hot

Limitation of Maasive MIMO in Antenna Correlation
Limitation of Maasive MIMO in Antenna CorrelationLimitation of Maasive MIMO in Antenna Correlation
Limitation of Maasive MIMO in Antenna CorrelationVARUN KUMAR
 
Performance Analysis of Massive MIMO Downlink System with Imperfect Channel S...
Performance Analysis of Massive MIMO Downlink System with Imperfect Channel S...Performance Analysis of Massive MIMO Downlink System with Imperfect Channel S...
Performance Analysis of Massive MIMO Downlink System with Imperfect Channel S...IJRES Journal
 
Globecom 2015: Citywide MU vs SU MIMO (Siming Zhang)
Globecom 2015: Citywide MU vs SU MIMO (Siming Zhang)Globecom 2015: Citywide MU vs SU MIMO (Siming Zhang)
Globecom 2015: Citywide MU vs SU MIMO (Siming Zhang)Andrew Nix
 
Towards 5G – Base Stations, Antennas and Fibre Everywhere
Towards 5G – Base Stations, Antennas and Fibre EverywhereTowards 5G – Base Stations, Antennas and Fibre Everywhere
Towards 5G – Base Stations, Antennas and Fibre EverywhereCPqD
 
Massive MIMO Measurements - 128x12 at 3.5GHz
Massive MIMO Measurements  - 128x12 at 3.5GHzMassive MIMO Measurements  - 128x12 at 3.5GHz
Massive MIMO Measurements - 128x12 at 3.5GHzAndrew Nix
 
Interference Mitigation & Massive MIMO for 5G - A Summary of CPqDs Results
Interference Mitigation & Massive MIMO for 5G - A Summary of CPqDs ResultsInterference Mitigation & Massive MIMO for 5G - A Summary of CPqDs Results
Interference Mitigation & Massive MIMO for 5G - A Summary of CPqDs ResultsCPqD
 
CSI Acquisition for FDD-based Massive MIMO Systems
CSI Acquisition for FDD-based Massive MIMO SystemsCSI Acquisition for FDD-based Massive MIMO Systems
CSI Acquisition for FDD-based Massive MIMO SystemsCPqD
 
Radio Resource Management for Millimeter Wave & Massive MIMO
Radio Resource Management for Millimeter Wave & Massive MIMORadio Resource Management for Millimeter Wave & Massive MIMO
Radio Resource Management for Millimeter Wave & Massive MIMOEduardo Castañeda
 
Channel Models for Massive MIMO
Channel Models for Massive MIMOChannel Models for Massive MIMO
Channel Models for Massive MIMOCPqD
 
Massive MIMO for Cooperative Network Application
Massive MIMO for Cooperative Network ApplicationMassive MIMO for Cooperative Network Application
Massive MIMO for Cooperative Network ApplicationVARUN KUMAR
 
Hoydis massive mimo and het nets benefits and challenges (1)
Hoydis   massive mimo and het nets benefits and challenges (1)Hoydis   massive mimo and het nets benefits and challenges (1)
Hoydis massive mimo and het nets benefits and challenges (1)nwiffen
 
Massive mimo
Massive mimoMassive mimo
Massive mimodbayuaji
 
IRJET- Hybrid Beamforming Based mmWave for Future Generation Communication
IRJET-  	  Hybrid Beamforming Based mmWave for Future Generation CommunicationIRJET-  	  Hybrid Beamforming Based mmWave for Future Generation Communication
IRJET- Hybrid Beamforming Based mmWave for Future Generation CommunicationIRJET Journal
 
Massive MIMO and Random Matrix
Massive MIMO and Random MatrixMassive MIMO and Random Matrix
Massive MIMO and Random MatrixVARUN KUMAR
 

What's hot (20)

5 g wireless systems
5 g wireless systems5 g wireless systems
5 g wireless systems
 
Limitation of Maasive MIMO in Antenna Correlation
Limitation of Maasive MIMO in Antenna CorrelationLimitation of Maasive MIMO in Antenna Correlation
Limitation of Maasive MIMO in Antenna Correlation
 
Performance Analysis of Massive MIMO Downlink System with Imperfect Channel S...
Performance Analysis of Massive MIMO Downlink System with Imperfect Channel S...Performance Analysis of Massive MIMO Downlink System with Imperfect Channel S...
Performance Analysis of Massive MIMO Downlink System with Imperfect Channel S...
 
Globecom 2015: Citywide MU vs SU MIMO (Siming Zhang)
Globecom 2015: Citywide MU vs SU MIMO (Siming Zhang)Globecom 2015: Citywide MU vs SU MIMO (Siming Zhang)
Globecom 2015: Citywide MU vs SU MIMO (Siming Zhang)
 
Towards 5G – Base Stations, Antennas and Fibre Everywhere
Towards 5G – Base Stations, Antennas and Fibre EverywhereTowards 5G – Base Stations, Antennas and Fibre Everywhere
Towards 5G – Base Stations, Antennas and Fibre Everywhere
 
Massive MIMO Measurements - 128x12 at 3.5GHz
Massive MIMO Measurements  - 128x12 at 3.5GHzMassive MIMO Measurements  - 128x12 at 3.5GHz
Massive MIMO Measurements - 128x12 at 3.5GHz
 
Precoding
PrecodingPrecoding
Precoding
 
Interference Mitigation & Massive MIMO for 5G - A Summary of CPqDs Results
Interference Mitigation & Massive MIMO for 5G - A Summary of CPqDs ResultsInterference Mitigation & Massive MIMO for 5G - A Summary of CPqDs Results
Interference Mitigation & Massive MIMO for 5G - A Summary of CPqDs Results
 
CSI Acquisition for FDD-based Massive MIMO Systems
CSI Acquisition for FDD-based Massive MIMO SystemsCSI Acquisition for FDD-based Massive MIMO Systems
CSI Acquisition for FDD-based Massive MIMO Systems
 
maaaasss
maaaasssmaaaasss
maaaasss
 
MIMO Evolution: Coordinated Multi Point Transmission / reception (COMP)
MIMO Evolution: Coordinated Multi Point Transmission / reception (COMP) MIMO Evolution: Coordinated Multi Point Transmission / reception (COMP)
MIMO Evolution: Coordinated Multi Point Transmission / reception (COMP)
 
Radio Resource Management for Millimeter Wave & Massive MIMO
Radio Resource Management for Millimeter Wave & Massive MIMORadio Resource Management for Millimeter Wave & Massive MIMO
Radio Resource Management for Millimeter Wave & Massive MIMO
 
Channel Models for Massive MIMO
Channel Models for Massive MIMOChannel Models for Massive MIMO
Channel Models for Massive MIMO
 
Massive MIMO for Cooperative Network Application
Massive MIMO for Cooperative Network ApplicationMassive MIMO for Cooperative Network Application
Massive MIMO for Cooperative Network Application
 
Hoydis massive mimo and het nets benefits and challenges (1)
Hoydis   massive mimo and het nets benefits and challenges (1)Hoydis   massive mimo and het nets benefits and challenges (1)
Hoydis massive mimo and het nets benefits and challenges (1)
 
abcd
abcdabcd
abcd
 
Massive mimo
Massive mimoMassive mimo
Massive mimo
 
IRJET- Hybrid Beamforming Based mmWave for Future Generation Communication
IRJET-  	  Hybrid Beamforming Based mmWave for Future Generation CommunicationIRJET-  	  Hybrid Beamforming Based mmWave for Future Generation Communication
IRJET- Hybrid Beamforming Based mmWave for Future Generation Communication
 
Massive MIMO and Random Matrix
Massive MIMO and Random MatrixMassive MIMO and Random Matrix
Massive MIMO and Random Matrix
 
Beamforming
BeamformingBeamforming
Beamforming
 

Similar to Massive MIMO: Bristol - Lund Joint Field Trial Experiments and Record Breaking Spectrum

5G and Beyond: A Bristol Perspective
5G and Beyond: A Bristol Perspective5G and Beyond: A Bristol Perspective
5G and Beyond: A Bristol PerspectiveAndrew Nix
 
EU H2020 5GPPP mmMagic Poster
EU H2020 5GPPP mmMagic Poster EU H2020 5GPPP mmMagic Poster
EU H2020 5GPPP mmMagic Poster Andrew Nix
 
LTE-A Data Throughputs in Realistic Macro and Pico Cellular Environments
LTE-A Data Throughputs in Realistic Macro and Pico Cellular EnvironmentsLTE-A Data Throughputs in Realistic Macro and Pico Cellular Environments
LTE-A Data Throughputs in Realistic Macro and Pico Cellular EnvironmentsSIMING ZHANG
 
IRJET- Synthesis and Simulation for MIMO Antennas with Two Port for Wide Band...
IRJET- Synthesis and Simulation for MIMO Antennas with Two Port for Wide Band...IRJET- Synthesis and Simulation for MIMO Antennas with Two Port for Wide Band...
IRJET- Synthesis and Simulation for MIMO Antennas with Two Port for Wide Band...IRJET Journal
 
Linear Transmit-Receive Strategies for Multi-User MIMO Wireless Communication
Linear Transmit-Receive Strategies for Multi-User MIMO Wireless CommunicationLinear Transmit-Receive Strategies for Multi-User MIMO Wireless Communication
Linear Transmit-Receive Strategies for Multi-User MIMO Wireless CommunicationIRJET Journal
 
A Journey fron Openwire to OF Communication
A Journey fron Openwire to OF CommunicationA Journey fron Openwire to OF Communication
A Journey fron Openwire to OF CommunicationRajeev Kumar Gangwar
 
Introduction to Massive Mimo
Introduction to Massive MimoIntroduction to Massive Mimo
Introduction to Massive MimoAhmed Nasser Agag
 
Energy and spectrum efficient network design --- Miao, Founder of FreeLingui...
Energy and spectrum efficient network design ---  Miao, Founder of FreeLingui...Energy and spectrum efficient network design ---  Miao, Founder of FreeLingui...
Energy and spectrum efficient network design --- Miao, Founder of FreeLingui...Guowang Miao
 
Optimising MIMO Wi-Fi Performance
Optimising MIMO Wi-Fi PerformanceOptimising MIMO Wi-Fi Performance
Optimising MIMO Wi-Fi PerformanceAndrew Nix
 
5G and Millimetre Wave Communications (author Isabelle tardy)
5G and Millimetre Wave Communications (author Isabelle tardy)5G and Millimetre Wave Communications (author Isabelle tardy)
5G and Millimetre Wave Communications (author Isabelle tardy)Edouard DEBERDT
 
Stat of the art in cognitive radio
Stat of the art in cognitive radioStat of the art in cognitive radio
Stat of the art in cognitive radioMohsen Tantawy
 
webinar_MIMO_below_6.pdf
webinar_MIMO_below_6.pdfwebinar_MIMO_below_6.pdf
webinar_MIMO_below_6.pdfandrzejcz
 
2015 02 04 international optical transport developments wdm africa 2015
2015 02 04 international optical transport developments wdm africa 20152015 02 04 international optical transport developments wdm africa 2015
2015 02 04 international optical transport developments wdm africa 2015Xtera Communications
 
Ics telecom 150828
Ics telecom 150828Ics telecom 150828
Ics telecom 150828Ney Molina
 
Review on Massive MIMO (Multiple Input Multiple Output)
Review on Massive MIMO (Multiple Input Multiple Output)Review on Massive MIMO (Multiple Input Multiple Output)
Review on Massive MIMO (Multiple Input Multiple Output)IRJET Journal
 

Similar to Massive MIMO: Bristol - Lund Joint Field Trial Experiments and Record Breaking Spectrum (20)

5G and Beyond: A Bristol Perspective
5G and Beyond: A Bristol Perspective5G and Beyond: A Bristol Perspective
5G and Beyond: A Bristol Perspective
 
EU H2020 5GPPP mmMagic Poster
EU H2020 5GPPP mmMagic Poster EU H2020 5GPPP mmMagic Poster
EU H2020 5GPPP mmMagic Poster
 
LTE-A Data Throughputs in Realistic Macro and Pico Cellular Environments
LTE-A Data Throughputs in Realistic Macro and Pico Cellular EnvironmentsLTE-A Data Throughputs in Realistic Macro and Pico Cellular Environments
LTE-A Data Throughputs in Realistic Macro and Pico Cellular Environments
 
IRJET- Synthesis and Simulation for MIMO Antennas with Two Port for Wide Band...
IRJET- Synthesis and Simulation for MIMO Antennas with Two Port for Wide Band...IRJET- Synthesis and Simulation for MIMO Antennas with Two Port for Wide Band...
IRJET- Synthesis and Simulation for MIMO Antennas with Two Port for Wide Band...
 
Linear Transmit-Receive Strategies for Multi-User MIMO Wireless Communication
Linear Transmit-Receive Strategies for Multi-User MIMO Wireless CommunicationLinear Transmit-Receive Strategies for Multi-User MIMO Wireless Communication
Linear Transmit-Receive Strategies for Multi-User MIMO Wireless Communication
 
LTE-A Virtual Drive Testing for Vehicular Environments
LTE-A Virtual Drive Testing for Vehicular Environments LTE-A Virtual Drive Testing for Vehicular Environments
LTE-A Virtual Drive Testing for Vehicular Environments
 
MIMO
MIMOMIMO
MIMO
 
MU- mimo [autosaved]
MU- mimo [autosaved]MU- mimo [autosaved]
MU- mimo [autosaved]
 
A Journey fron Openwire to OF Communication
A Journey fron Openwire to OF CommunicationA Journey fron Openwire to OF Communication
A Journey fron Openwire to OF Communication
 
Introduction to Massive Mimo
Introduction to Massive MimoIntroduction to Massive Mimo
Introduction to Massive Mimo
 
Energy and spectrum efficient network design --- Miao, Founder of FreeLingui...
Energy and spectrum efficient network design ---  Miao, Founder of FreeLingui...Energy and spectrum efficient network design ---  Miao, Founder of FreeLingui...
Energy and spectrum efficient network design --- Miao, Founder of FreeLingui...
 
Optimising MIMO Wi-Fi Performance
Optimising MIMO Wi-Fi PerformanceOptimising MIMO Wi-Fi Performance
Optimising MIMO Wi-Fi Performance
 
5G and Millimetre Wave Communications (author Isabelle tardy)
5G and Millimetre Wave Communications (author Isabelle tardy)5G and Millimetre Wave Communications (author Isabelle tardy)
5G and Millimetre Wave Communications (author Isabelle tardy)
 
Beam new ppt
Beam new pptBeam new ppt
Beam new ppt
 
Stat of the art in cognitive radio
Stat of the art in cognitive radioStat of the art in cognitive radio
Stat of the art in cognitive radio
 
Ppt (1)
Ppt (1)Ppt (1)
Ppt (1)
 
webinar_MIMO_below_6.pdf
webinar_MIMO_below_6.pdfwebinar_MIMO_below_6.pdf
webinar_MIMO_below_6.pdf
 
2015 02 04 international optical transport developments wdm africa 2015
2015 02 04 international optical transport developments wdm africa 20152015 02 04 international optical transport developments wdm africa 2015
2015 02 04 international optical transport developments wdm africa 2015
 
Ics telecom 150828
Ics telecom 150828Ics telecom 150828
Ics telecom 150828
 
Review on Massive MIMO (Multiple Input Multiple Output)
Review on Massive MIMO (Multiple Input Multiple Output)Review on Massive MIMO (Multiple Input Multiple Output)
Review on Massive MIMO (Multiple Input Multiple Output)
 

More from Communication Systems & Networks

In-band Full-Duplex in Hand-held Applications: Analysis of canceller tuning r...
In-band Full-Duplex in Hand-held Applications: Analysis of canceller tuning r...In-band Full-Duplex in Hand-held Applications: Analysis of canceller tuning r...
In-band Full-Duplex in Hand-held Applications: Analysis of canceller tuning r...Communication Systems & Networks
 
Performance Evaluation of Multicast Video Distribution with User Cooperation ...
Performance Evaluation of Multicast Video Distribution with User Cooperation ...Performance Evaluation of Multicast Video Distribution with User Cooperation ...
Performance Evaluation of Multicast Video Distribution with User Cooperation ...Communication Systems & Networks
 
Measurements and Characterization of Surface Scattering at 60GHz
Measurements and Characterization of Surface Scattering at 60GHzMeasurements and Characterization of Surface Scattering at 60GHz
Measurements and Characterization of Surface Scattering at 60GHzCommunication Systems & Networks
 
MmWave System for Future ITS: A MAC-layer Approach for V2X Beam Steering
MmWave System for Future ITS: A MAC-layer Approach for V2X Beam SteeringMmWave System for Future ITS: A MAC-layer Approach for V2X Beam Steering
MmWave System for Future ITS: A MAC-layer Approach for V2X Beam SteeringCommunication Systems & Networks
 
Feasibility Study of OFDM-MFSK Modulation Scheme for Smart Metering Technology
Feasibility Study of OFDM-MFSK Modulation Scheme for Smart Metering TechnologyFeasibility Study of OFDM-MFSK Modulation Scheme for Smart Metering Technology
Feasibility Study of OFDM-MFSK Modulation Scheme for Smart Metering TechnologyCommunication Systems & Networks
 
Analysis of Measured LOS Massive MIMO Channels with Mobility
Analysis of Measured LOS Massive MIMO Channels with Mobility Analysis of Measured LOS Massive MIMO Channels with Mobility
Analysis of Measured LOS Massive MIMO Channels with Mobility Communication Systems & Networks
 
Wireless Vehicular Networks in Emergencies: A Single Frequency Network Approach
Wireless Vehicular Networks in Emergencies: A Single Frequency Network ApproachWireless Vehicular Networks in Emergencies: A Single Frequency Network Approach
Wireless Vehicular Networks in Emergencies: A Single Frequency Network ApproachCommunication Systems & Networks
 
Novel Performance Analysis of Network Coded Communications in Single-Relay Ne...
Novel Performance Analysis of Network Coded Communications in Single-Relay Ne...Novel Performance Analysis of Network Coded Communications in Single-Relay Ne...
Novel Performance Analysis of Network Coded Communications in Single-Relay Ne...Communication Systems & Networks
 
Smart Attacks on the integrity of the Internet of Things Avoiding detection b...
Smart Attacks on the integrity of the Internet of Things Avoiding detection b...Smart Attacks on the integrity of the Internet of Things Avoiding detection b...
Smart Attacks on the integrity of the Internet of Things Avoiding detection b...Communication Systems & Networks
 
A Study on MPTCP for Tolerating Packet Reordering and Path Heterogeneity in W...
A Study on MPTCP for Tolerating Packet Reordering and Path Heterogeneity in W...A Study on MPTCP for Tolerating Packet Reordering and Path Heterogeneity in W...
A Study on MPTCP for Tolerating Packet Reordering and Path Heterogeneity in W...Communication Systems & Networks
 
System Level 5G Evaluation of GFDM Waveforms in an LTE-A Platform
System Level 5G Evaluation of GFDM Waveforms in an LTE-A PlatformSystem Level 5G Evaluation of GFDM Waveforms in an LTE-A Platform
System Level 5G Evaluation of GFDM Waveforms in an LTE-A PlatformCommunication Systems & Networks
 
Packet Reordering Response for MPTCP under Wireless Heterogeneous Environment
Packet Reordering Response for MPTCP under Wireless Heterogeneous EnvironmentPacket Reordering Response for MPTCP under Wireless Heterogeneous Environment
Packet Reordering Response for MPTCP under Wireless Heterogeneous EnvironmentCommunication Systems & Networks
 
Perfomance Evaluation of FBMC for an Underwater Acoustic Channel
Perfomance Evaluation of FBMC for an Underwater Acoustic ChannelPerfomance Evaluation of FBMC for an Underwater Acoustic Channel
Perfomance Evaluation of FBMC for an Underwater Acoustic ChannelCommunication Systems & Networks
 
Performance evaluation of multicast video distribution using lte a in vehicul...
Performance evaluation of multicast video distribution using lte a in vehicul...Performance evaluation of multicast video distribution using lte a in vehicul...
Performance evaluation of multicast video distribution using lte a in vehicul...Communication Systems & Networks
 

More from Communication Systems & Networks (16)

In-band Full-Duplex in Hand-held Applications: Analysis of canceller tuning r...
In-band Full-Duplex in Hand-held Applications: Analysis of canceller tuning r...In-band Full-Duplex in Hand-held Applications: Analysis of canceller tuning r...
In-band Full-Duplex in Hand-held Applications: Analysis of canceller tuning r...
 
Performance Evaluation of Multicast Video Distribution with User Cooperation ...
Performance Evaluation of Multicast Video Distribution with User Cooperation ...Performance Evaluation of Multicast Video Distribution with User Cooperation ...
Performance Evaluation of Multicast Video Distribution with User Cooperation ...
 
Measurements and Characterization of Surface Scattering at 60GHz
Measurements and Characterization of Surface Scattering at 60GHzMeasurements and Characterization of Surface Scattering at 60GHz
Measurements and Characterization of Surface Scattering at 60GHz
 
Millimetre Wave Channel Measurements in a Railway Depot
Millimetre Wave Channel Measurements in a Railway DepotMillimetre Wave Channel Measurements in a Railway Depot
Millimetre Wave Channel Measurements in a Railway Depot
 
MmWave System for Future ITS: A MAC-layer Approach for V2X Beam Steering
MmWave System for Future ITS: A MAC-layer Approach for V2X Beam SteeringMmWave System for Future ITS: A MAC-layer Approach for V2X Beam Steering
MmWave System for Future ITS: A MAC-layer Approach for V2X Beam Steering
 
Feasibility Study of OFDM-MFSK Modulation Scheme for Smart Metering Technology
Feasibility Study of OFDM-MFSK Modulation Scheme for Smart Metering TechnologyFeasibility Study of OFDM-MFSK Modulation Scheme for Smart Metering Technology
Feasibility Study of OFDM-MFSK Modulation Scheme for Smart Metering Technology
 
Analysis of Measured LOS Massive MIMO Channels with Mobility
Analysis of Measured LOS Massive MIMO Channels with Mobility Analysis of Measured LOS Massive MIMO Channels with Mobility
Analysis of Measured LOS Massive MIMO Channels with Mobility
 
Bristol Uni posters Brooklyn 5G Summit April 2017
Bristol Uni posters Brooklyn 5G Summit April 2017Bristol Uni posters Brooklyn 5G Summit April 2017
Bristol Uni posters Brooklyn 5G Summit April 2017
 
Wireless Vehicular Networks in Emergencies: A Single Frequency Network Approach
Wireless Vehicular Networks in Emergencies: A Single Frequency Network ApproachWireless Vehicular Networks in Emergencies: A Single Frequency Network Approach
Wireless Vehicular Networks in Emergencies: A Single Frequency Network Approach
 
Novel Performance Analysis of Network Coded Communications in Single-Relay Ne...
Novel Performance Analysis of Network Coded Communications in Single-Relay Ne...Novel Performance Analysis of Network Coded Communications in Single-Relay Ne...
Novel Performance Analysis of Network Coded Communications in Single-Relay Ne...
 
Smart Attacks on the integrity of the Internet of Things Avoiding detection b...
Smart Attacks on the integrity of the Internet of Things Avoiding detection b...Smart Attacks on the integrity of the Internet of Things Avoiding detection b...
Smart Attacks on the integrity of the Internet of Things Avoiding detection b...
 
A Study on MPTCP for Tolerating Packet Reordering and Path Heterogeneity in W...
A Study on MPTCP for Tolerating Packet Reordering and Path Heterogeneity in W...A Study on MPTCP for Tolerating Packet Reordering and Path Heterogeneity in W...
A Study on MPTCP for Tolerating Packet Reordering and Path Heterogeneity in W...
 
System Level 5G Evaluation of GFDM Waveforms in an LTE-A Platform
System Level 5G Evaluation of GFDM Waveforms in an LTE-A PlatformSystem Level 5G Evaluation of GFDM Waveforms in an LTE-A Platform
System Level 5G Evaluation of GFDM Waveforms in an LTE-A Platform
 
Packet Reordering Response for MPTCP under Wireless Heterogeneous Environment
Packet Reordering Response for MPTCP under Wireless Heterogeneous EnvironmentPacket Reordering Response for MPTCP under Wireless Heterogeneous Environment
Packet Reordering Response for MPTCP under Wireless Heterogeneous Environment
 
Perfomance Evaluation of FBMC for an Underwater Acoustic Channel
Perfomance Evaluation of FBMC for an Underwater Acoustic ChannelPerfomance Evaluation of FBMC for an Underwater Acoustic Channel
Perfomance Evaluation of FBMC for an Underwater Acoustic Channel
 
Performance evaluation of multicast video distribution using lte a in vehicul...
Performance evaluation of multicast video distribution using lte a in vehicul...Performance evaluation of multicast video distribution using lte a in vehicul...
Performance evaluation of multicast video distribution using lte a in vehicul...
 

Recently uploaded

(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...ranjana rawat
 
SPICE PARK APR2024 ( 6,793 SPICE Models )
SPICE PARK APR2024 ( 6,793 SPICE Models )SPICE PARK APR2024 ( 6,793 SPICE Models )
SPICE PARK APR2024 ( 6,793 SPICE Models )Tsuyoshi Horigome
 
the ladakh protest in leh ladakh 2024 sonam wangchuk.pptx
the ladakh protest in leh ladakh 2024 sonam wangchuk.pptxthe ladakh protest in leh ladakh 2024 sonam wangchuk.pptx
the ladakh protest in leh ladakh 2024 sonam wangchuk.pptxhumanexperienceaaa
 
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escortsranjana rawat
 
Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝
Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝
Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝soniya singh
 
Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...
Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...
Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...srsj9000
 
Extrusion Processes and Their Limitations
Extrusion Processes and Their LimitationsExtrusion Processes and Their Limitations
Extrusion Processes and Their Limitations120cr0395
 
Call Girls in Nagpur Suman Call 7001035870 Meet With Nagpur Escorts
Call Girls in Nagpur Suman Call 7001035870 Meet With Nagpur EscortsCall Girls in Nagpur Suman Call 7001035870 Meet With Nagpur Escorts
Call Girls in Nagpur Suman Call 7001035870 Meet With Nagpur EscortsCall Girls in Nagpur High Profile
 
Introduction to IEEE STANDARDS and its different types.pptx
Introduction to IEEE STANDARDS and its different types.pptxIntroduction to IEEE STANDARDS and its different types.pptx
Introduction to IEEE STANDARDS and its different types.pptxupamatechverse
 
Introduction to Multiple Access Protocol.pptx
Introduction to Multiple Access Protocol.pptxIntroduction to Multiple Access Protocol.pptx
Introduction to Multiple Access Protocol.pptxupamatechverse
 
main PPT.pptx of girls hostel security using rfid
main PPT.pptx of girls hostel security using rfidmain PPT.pptx of girls hostel security using rfid
main PPT.pptx of girls hostel security using rfidNikhilNagaraju
 
Microscopic Analysis of Ceramic Materials.pptx
Microscopic Analysis of Ceramic Materials.pptxMicroscopic Analysis of Ceramic Materials.pptx
Microscopic Analysis of Ceramic Materials.pptxpurnimasatapathy1234
 
Processing & Properties of Floor and Wall Tiles.pptx
Processing & Properties of Floor and Wall Tiles.pptxProcessing & Properties of Floor and Wall Tiles.pptx
Processing & Properties of Floor and Wall Tiles.pptxpranjaldaimarysona
 
Introduction and different types of Ethernet.pptx
Introduction and different types of Ethernet.pptxIntroduction and different types of Ethernet.pptx
Introduction and different types of Ethernet.pptxupamatechverse
 
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptxDecoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptxJoão Esperancinha
 
GDSC ASEB Gen AI study jams presentation
GDSC ASEB Gen AI study jams presentationGDSC ASEB Gen AI study jams presentation
GDSC ASEB Gen AI study jams presentationGDSCAESB
 
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...ranjana rawat
 
Porous Ceramics seminar and technical writing
Porous Ceramics seminar and technical writingPorous Ceramics seminar and technical writing
Porous Ceramics seminar and technical writingrakeshbaidya232001
 

Recently uploaded (20)

(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
 
SPICE PARK APR2024 ( 6,793 SPICE Models )
SPICE PARK APR2024 ( 6,793 SPICE Models )SPICE PARK APR2024 ( 6,793 SPICE Models )
SPICE PARK APR2024 ( 6,793 SPICE Models )
 
the ladakh protest in leh ladakh 2024 sonam wangchuk.pptx
the ladakh protest in leh ladakh 2024 sonam wangchuk.pptxthe ladakh protest in leh ladakh 2024 sonam wangchuk.pptx
the ladakh protest in leh ladakh 2024 sonam wangchuk.pptx
 
Roadmap to Membership of RICS - Pathways and Routes
Roadmap to Membership of RICS - Pathways and RoutesRoadmap to Membership of RICS - Pathways and Routes
Roadmap to Membership of RICS - Pathways and Routes
 
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts
 
Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝
Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝
Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝
 
Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...
Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...
Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...
 
Extrusion Processes and Their Limitations
Extrusion Processes and Their LimitationsExtrusion Processes and Their Limitations
Extrusion Processes and Their Limitations
 
Call Us -/9953056974- Call Girls In Vikaspuri-/- Delhi NCR
Call Us -/9953056974- Call Girls In Vikaspuri-/- Delhi NCRCall Us -/9953056974- Call Girls In Vikaspuri-/- Delhi NCR
Call Us -/9953056974- Call Girls In Vikaspuri-/- Delhi NCR
 
Call Girls in Nagpur Suman Call 7001035870 Meet With Nagpur Escorts
Call Girls in Nagpur Suman Call 7001035870 Meet With Nagpur EscortsCall Girls in Nagpur Suman Call 7001035870 Meet With Nagpur Escorts
Call Girls in Nagpur Suman Call 7001035870 Meet With Nagpur Escorts
 
Introduction to IEEE STANDARDS and its different types.pptx
Introduction to IEEE STANDARDS and its different types.pptxIntroduction to IEEE STANDARDS and its different types.pptx
Introduction to IEEE STANDARDS and its different types.pptx
 
Introduction to Multiple Access Protocol.pptx
Introduction to Multiple Access Protocol.pptxIntroduction to Multiple Access Protocol.pptx
Introduction to Multiple Access Protocol.pptx
 
main PPT.pptx of girls hostel security using rfid
main PPT.pptx of girls hostel security using rfidmain PPT.pptx of girls hostel security using rfid
main PPT.pptx of girls hostel security using rfid
 
Microscopic Analysis of Ceramic Materials.pptx
Microscopic Analysis of Ceramic Materials.pptxMicroscopic Analysis of Ceramic Materials.pptx
Microscopic Analysis of Ceramic Materials.pptx
 
Processing & Properties of Floor and Wall Tiles.pptx
Processing & Properties of Floor and Wall Tiles.pptxProcessing & Properties of Floor and Wall Tiles.pptx
Processing & Properties of Floor and Wall Tiles.pptx
 
Introduction and different types of Ethernet.pptx
Introduction and different types of Ethernet.pptxIntroduction and different types of Ethernet.pptx
Introduction and different types of Ethernet.pptx
 
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptxDecoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
 
GDSC ASEB Gen AI study jams presentation
GDSC ASEB Gen AI study jams presentationGDSC ASEB Gen AI study jams presentation
GDSC ASEB Gen AI study jams presentation
 
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
 
Porous Ceramics seminar and technical writing
Porous Ceramics seminar and technical writingPorous Ceramics seminar and technical writing
Porous Ceramics seminar and technical writing
 

Massive MIMO: Bristol - Lund Joint Field Trial Experiments and Record Breaking Spectrum

  • 1. Massive MIMO: Bristol - Lund Joint Field Trial Experiments and Record Breaking Spectrum Professor Mark Beach Communication and Networks Group, University of Bristol, Bristol. UK http://www.bristol.ac.uk/engineering/research/csn/ IEEE PIMRC 2016 COST IRACON Workshop Sunday 4th September 2016, Valencia, Spain
  • 2. Communication Systems & Networks Group University of Bristol © CSN Group 2016 Summary • 5G and why Massive MIMO • Multiple Access through Massive MIMO • Test-bed architecture • Field Trials exploring gains in Spectrum Efficiency • Power Control … why and how • Open Research Questions 2
  • 3. Communication Systems & Networks Group University of Bristol © CSN Group 2016 5G: The Networked Society • Broadband experience: everywhere; anytime • Smart vehicles, transport & infrastructure Target Specs: • 10Gbit/s Peak, 100Mbit/s where ever needed • X100 – x1000 Capacity • X10 battery life • Reduced Latency (1ms) • 5G Requires • New Spectrum …… Millimetre wave bands • Enhanced Spectrum Efficiency .. Massive MIMO for sub-6GHz 3
  • 4. Communication Systems & Networks Group University of Bristol © CSN Group 2016 What is Massive MIMO & Why? 4 Basestation or Access Point > 50 (M) antennas serving a few (K) users (simultaneously) Simple Signal Processing, power and spectrum efficient (sub-6GHz)
  • 5. Communication Systems & Networks Group University of Bristol © CSN Group 2016 Refined Definition 5 Millimetre Wave 5G Access: Massive Arrays for Beamforming Array Gain Analogue Phase control Sub 6GHz: Massive Arrays with Signal Processing per element for enhanced Spectrum Efficiency
  • 6. Communication Systems & Networks Group University of Bristol © CSN Group 2016 Massive MIMO and Capacity Gain 6 Ultimate Spatial Resolution • Increased spectral efficiency and network capacity • Accurate spatial multiplexing for multiple access • Same Radio Channel, Same time (slot) Time Space Uplink Downlink Uplink Uplink Uplink Downlink Downlink Downlink Cellular View
  • 7. Communication Systems & Networks Group University of Bristol © CSN Group 2016 More than just beamforming 7
  • 8. Communication Systems & Networks Group University of Bristol © CSN Group 2016 NI Based ‘BIO’ Massive MIMO test-bed • 128 Programmable Radio Heads • 20MHz Bandwidth • ‘LTE’ like interface • 1.2 – 6.0GHz Carrier • 3.51GHz used • 4 Racks of 32 Radios • Data consolidation • Channel processing • 24 Clients • Massive MIMO signal processing supporting • 12 clients
  • 9. Bristol is Open (BIO): Open Programmable City Not for Profit Joint Venture Bristol City Council & University of Bristol
  • 10. Communication Systems & Networks Group University of Bristol © CSN Group 2016 Massive MIMO subsystem architecture 11
  • 11. Communication Systems & Networks Group University of Bristol © CSN Group 2016 Division of Labour 13 MIMO 0 U S R P U S R P U S R P U S R P U S R P U S R P U S R P U S R P MIMO 1 MIMO 2 MIMO 3 Subcarriers 0-299 16 antennas Subcarriers 300-599 16 antennas Subcarriers 600-899 16 antennas Subcarriers 900-1199 16 antennas Downlink Uplink• 8 USRPs / Subsystem • 8 Subsystems Single RRH Subsystem
  • 12. Communication Systems & Networks Group University of Bristol © CSN Group 2016 Initial System Deployment 15 • Indoor Atrium (University of Bristol, Merchant Venturers Engineering Building • 5.4m Linear Array with half-wavelength spacing • LOS Conditions
  • 13. Communication Systems & Networks Group University of Bristol © CSN Group 2016 Initial System Deployment 16 • Client Separation 2.5 - 6 Wavelengths • Equal Transmit Power
  • 14. Communication Systems & Networks Group University of Bristol © CSN Group 2016 128 element, 5.4m long array 17
  • 15. Communication Systems & Networks Group University of Bristol © CSN Group 2016 Some initial results (10th March 2016): 18 Eigen Structure Individual Spatial Stream Rx Magnitude Power Delay profiles Frequency Domain profiles 12 streams of 256 QAM! http://www.bristol.ac.uk/news/2016/march/massive-mimo.htmlCOST IRACON TD(16)0185 Paul Harris
  • 16. Communication Systems & Networks Group University of Bristol © CSN Group 2016 𝑯𝑯 𝑯 for 12 users with scaled N 19 Scenario 2 (12.5m Straight Line)
  • 17. Communication Systems & Networks Group University of Bristol © CSN Group 2016 Alternative view of channel hardening 20 Eigenvalue 𝐈 𝐓𝐡 = 44% Eigenvalue 𝐈 𝐓𝐡 = 16% • M = 32 & UEs =12 • No movement • M = 112 & UEs =12 • With motion between array & users
  • 18. Communication Systems & Networks Group University of Bristol © CSN Group 2016 Motion & channel hardening 21 Eigenvalue 𝐈 𝐓𝐡 = 16% • M = 112 & UEs =12 • With motion between array & users
  • 19. Communication Systems & Networks Group University of Bristol © CSN Group 2016 CDF Plots of Singular Value Spreads 22 Scenario 1-3 in ascending order of LOS distance LOS worst scenario for 32 elements
  • 20. Communication Systems & Networks Group University of Bristol © CSN Group 2016 Facebook & Massive MIMO (13th April 2016) • ARIES (Antenna Radio Integration for Efficiency in Spectrum) • Rural wireless Internet • Specifications & Efficiency • 96 antenna element array • 24 users • 71 bits/s/Hz 23 http://www.wired.com/2016/04/facebooks-massive-new-antennas-can-beam-internet-miles/
  • 21. Communication Systems & Networks Group University of Bristol © CSN Group 2016 2nd Deployment (Wed 11th May 2016) 24 22 users running 256 QAM in 20MHz Channel Using same frame structure as before: • 145.6 bits/s/Hz • Sum rate of 2.915 Gbps http://spectrum.ieee.org/tech-talk/telecom/wireless/5g-researchers-achieve-new-spectrum-efficiency-record http://www.bris.ac.uk/news/2016/may/5g-wireless-spectrum-efficiency.html User Inactive User Inactive 128 element (32 x 4) dual polar patch array
  • 22. Communication Systems & Networks Group University of Bristol © CSN Group 2016 Why Power Control? 25 User 1 User 2 User 3 … User K ReceivedPower • Users communicate using: • Same Radio Channel • At the same time (slot) ONLY separated through spatial- temporal signal processing • Due to finite dynamic range • Near-far effect (like CDMA) • For Massive MIMO exploit • Channel Hardening • (Minimise) Mutual Interference Within Power Control Algorithm
  • 23. Communication Systems & Networks Group University of Bristol © CSN Group 2016 Uplink Power Control 26 COST IRACON TD(16)0184 Wael Boukley Hasan
  • 24. Communication Systems & Networks Group University of Bristol © CSN Group 2016 Power Control in action 27
  • 25. Communication Systems & Networks Group University of Bristol © CSN Group 2016 Initial Results 28
  • 26. Communication Systems & Networks Group University of Bristol © CSN Group 2016 On-going: Mobility Trials & Analysis 30
  • 27. Communication Systems & Networks Group University of Bristol © CSN Group 2016 31
  • 28. Communication Systems & Networks Group University of Bristol © CSN Group 2016 Open Research Questions 32 Scalability, Multi-cell – massive MIMO (Pilot Contamination), Power Control Integration with Software Enabled Networks Antenna Element Design, Polarisation, Array Geometry, Planning Tools Algorithm Optimisation: Dense Urban Vs Rural, plus Specialist Deployments U E 1 U E 2 Reduced SINR 700MHz Control plane 3.5GHz m-MIMO Data-plane
  • 29. Communication Systems & Networks Group University of Bristol © CSN Group 2016 Acknowledgements and Thanks to … • Academic Colleagues at Bristol: Andrew Nix, Evangelos Mellios, Angela Doufexi and Simon Armour • Post Graduate Students: Paul Harris, Siming Zhang, Henry Brice, Benny Chitambira, Wael Boukley Hasan & Fred Wiffen • Academic Colleagues Ove Edfors, Fredrik Tufvesson & Liang Liu, post graduates Steffan Malkowsky, Joao Vieira, Erik Bengtsson,….. at Lund University • NI Staff Leif Johansson, Karl Nieman Ian Wong & James Kimery 33 Any Questions?
  • 30. Communication Systems & Networks Group University of Bristol © CSN Group 2016 34
  • 31. Communication Systems & Networks Group University of Bristol © CSN Group 2016 Frame Schedule 35