SlideShare a Scribd company logo
Mul$user	
  MIMO	
  Gaussian	
  Channels:	
  
Capacity	
  Regions	
  and	
  Duality	
  
Shris$	
  Pradhan	
  
University	
  of	
  Bri.sh	
  Columbia	
  
December	
  2011	
  
Mul$ple	
  Input	
  Mul$ple	
  Output	
  (MIMO)	
  
y = Hx + n
MIMO	
  Model	
   Transmit	
  Precoding	
  and	
  Receiver	
  Shaping	
  
Singular	
  Value	
  Decomposi$on	
  (SVD):	
  	
  
H =UΣV H
y = Σx + n
Mul$plexing	
  gain	
  =	
  Rank	
  of	
  H	
  =	
  RH	
  
Power
Noise
1 2 3
Subchannel
Water
Level
MIMO	
  Channel	
  Capacity	
  
C = max
p(x)
I(X;Y) = max
p(x)
[H(Y)− H(Y | X)]
C = max
Pi:ΣiPi≤P
log2 1+
Piγi
P
#
$
%
&
'
(
i
∑ γ = SNR
Pi
P
=
1
γ0
−
1
γi
0
γi ≥γo
γi <γ0
#
$
%%
&
%
%
C = log
γi
γ0
!
"
#
$
%
&
i:γi≥γ0
∑
Mul$user	
  MIMO	
  MAC	
  and	
  BC	
  
Broadcast	
  (Downlink)	
  Channel	
  Capacity	
  
	
  
0 1 2 3 4 5 6 7 8 9
0
1
2
3
4
5
6
7
8
9
R1 [bps/Hz]
R2[bps/Hz]
BC
Mul$ple	
  Access	
  (Uplink)	
  Channel	
  Capacity	
  
0 1 2 3 4 5 6 7 8
0
1
2
3
4
5
6
7
8
R1 (bps)
R2(bps)
Capacity Region of MAC
Duality	
  of	
  MAC	
  and	
  BC	
  
CBC (P;g1,g2 ) = CMAC (P1,P − P1;g1,g2 )
0≤P1≤P

CMAC (P1,P2;g1,g2 ) = CBC
P1
α
+ P2;αg1,g2
!
"
#
$
%
&
α>0

R1 = log I + H1
H
Q1H1
R2 = log I + H1
H
Q1H1 + H2
H
Q2H2 − R1
CDPC (P, H) = Co R(π,Σi )
π,Σi

"
#
$$
%
&
''

More Related Content

What's hot

L8 Tolls (Transportation and Logistics & Dr. Anna Nagurney)
L8 Tolls (Transportation and Logistics & Dr. Anna Nagurney)L8 Tolls (Transportation and Logistics & Dr. Anna Nagurney)
L8 Tolls (Transportation and Logistics & Dr. Anna Nagurney)
Hossam Shafiq I
 
Efficient equity portfolios using mean variance optimisation in R
Efficient equity portfolios using mean variance optimisation in REfficient equity portfolios using mean variance optimisation in R
Efficient equity portfolios using mean variance optimisation in R
Gregg Barrett
 
Module 9 tugasan pisah ragaman (a170308)
Module 9   tugasan pisah ragaman (a170308)Module 9   tugasan pisah ragaman (a170308)
Module 9 tugasan pisah ragaman (a170308)
a170308
 
Test
TestTest
Test
Kinni MEW
 
L9 Modeling Extensions (Transportation and Logistics & Dr. Anna Nagurney)
L9 Modeling Extensions (Transportation and Logistics & Dr. Anna Nagurney)L9 Modeling Extensions (Transportation and Logistics & Dr. Anna Nagurney)
L9 Modeling Extensions (Transportation and Logistics & Dr. Anna Nagurney)
Hossam Shafiq I
 
Parameterized convolutional neural networks for aspect level classification
Parameterized convolutional neural networks for aspect level classificationParameterized convolutional neural networks for aspect level classification
Parameterized convolutional neural networks for aspect level classification
Junya Kamura
 
Simplification of SoP Expressions by K-map #hadia_ibrahem
Simplification of SoP Expressions by K-map #hadia_ibrahemSimplification of SoP Expressions by K-map #hadia_ibrahem
Simplification of SoP Expressions by K-map #hadia_ibrahem
UoHCollegeScienceOfComputer
 
Transportation Problems-Maximum Profit
Transportation Problems-Maximum ProfitTransportation Problems-Maximum Profit
Transportation Problems-Maximum Profit
DrDeepaChauhan
 
A tour in optimal transport
A tour in optimal transportA tour in optimal transport
A tour in optimal transport
Michiel Stock
 
Ch29 24
Ch29 24Ch29 24
Ch29 24
schibu20
 
National Examiations 2010, QAAET, Bahrian, Maths grade 9 paper 2 ms
National Examiations 2010, QAAET, Bahrian, Maths grade 9 paper 2 msNational Examiations 2010, QAAET, Bahrian, Maths grade 9 paper 2 ms
National Examiations 2010, QAAET, Bahrian, Maths grade 9 paper 2 ms
QAAET_BH
 
Matlab Area Calculation program
Matlab Area Calculation programMatlab Area Calculation program
Matlab Area Calculation program
Tevfik AKKUŞ
 
Traffic congestion2
Traffic congestion2Traffic congestion2
Traffic congestion2
Monika Schwarze
 
L1 Transportation Planning Process (Transportation and Logistics & Dr. Anna N...
L1 Transportation Planning Process (Transportation and Logistics & Dr. Anna N...L1 Transportation Planning Process (Transportation and Logistics & Dr. Anna N...
L1 Transportation Planning Process (Transportation and Logistics & Dr. Anna N...
Hossam Shafiq I
 
L10 The Extended Model (Transportation and Logistics & Dr. Anna Nagurney)
L10 The Extended Model (Transportation and Logistics & Dr. Anna Nagurney)L10 The Extended Model (Transportation and Logistics & Dr. Anna Nagurney)
L10 The Extended Model (Transportation and Logistics & Dr. Anna Nagurney)
Hossam Shafiq I
 
Derivatives Lesson Oct 6
Derivatives Lesson  Oct 6Derivatives Lesson  Oct 6
Derivatives Lesson Oct 6
ingroy
 
Ma5156
Ma5156Ma5156
Triangle assignment
Triangle assignmentTriangle assignment
Triangle assignment
allent07
 
kmaps
 kmaps kmaps
kmaps
Unsa Shakir
 

What's hot (19)

L8 Tolls (Transportation and Logistics & Dr. Anna Nagurney)
L8 Tolls (Transportation and Logistics & Dr. Anna Nagurney)L8 Tolls (Transportation and Logistics & Dr. Anna Nagurney)
L8 Tolls (Transportation and Logistics & Dr. Anna Nagurney)
 
Efficient equity portfolios using mean variance optimisation in R
Efficient equity portfolios using mean variance optimisation in REfficient equity portfolios using mean variance optimisation in R
Efficient equity portfolios using mean variance optimisation in R
 
Module 9 tugasan pisah ragaman (a170308)
Module 9   tugasan pisah ragaman (a170308)Module 9   tugasan pisah ragaman (a170308)
Module 9 tugasan pisah ragaman (a170308)
 
Test
TestTest
Test
 
L9 Modeling Extensions (Transportation and Logistics & Dr. Anna Nagurney)
L9 Modeling Extensions (Transportation and Logistics & Dr. Anna Nagurney)L9 Modeling Extensions (Transportation and Logistics & Dr. Anna Nagurney)
L9 Modeling Extensions (Transportation and Logistics & Dr. Anna Nagurney)
 
Parameterized convolutional neural networks for aspect level classification
Parameterized convolutional neural networks for aspect level classificationParameterized convolutional neural networks for aspect level classification
Parameterized convolutional neural networks for aspect level classification
 
Simplification of SoP Expressions by K-map #hadia_ibrahem
Simplification of SoP Expressions by K-map #hadia_ibrahemSimplification of SoP Expressions by K-map #hadia_ibrahem
Simplification of SoP Expressions by K-map #hadia_ibrahem
 
Transportation Problems-Maximum Profit
Transportation Problems-Maximum ProfitTransportation Problems-Maximum Profit
Transportation Problems-Maximum Profit
 
A tour in optimal transport
A tour in optimal transportA tour in optimal transport
A tour in optimal transport
 
Ch29 24
Ch29 24Ch29 24
Ch29 24
 
National Examiations 2010, QAAET, Bahrian, Maths grade 9 paper 2 ms
National Examiations 2010, QAAET, Bahrian, Maths grade 9 paper 2 msNational Examiations 2010, QAAET, Bahrian, Maths grade 9 paper 2 ms
National Examiations 2010, QAAET, Bahrian, Maths grade 9 paper 2 ms
 
Matlab Area Calculation program
Matlab Area Calculation programMatlab Area Calculation program
Matlab Area Calculation program
 
Traffic congestion2
Traffic congestion2Traffic congestion2
Traffic congestion2
 
L1 Transportation Planning Process (Transportation and Logistics & Dr. Anna N...
L1 Transportation Planning Process (Transportation and Logistics & Dr. Anna N...L1 Transportation Planning Process (Transportation and Logistics & Dr. Anna N...
L1 Transportation Planning Process (Transportation and Logistics & Dr. Anna N...
 
L10 The Extended Model (Transportation and Logistics & Dr. Anna Nagurney)
L10 The Extended Model (Transportation and Logistics & Dr. Anna Nagurney)L10 The Extended Model (Transportation and Logistics & Dr. Anna Nagurney)
L10 The Extended Model (Transportation and Logistics & Dr. Anna Nagurney)
 
Derivatives Lesson Oct 6
Derivatives Lesson  Oct 6Derivatives Lesson  Oct 6
Derivatives Lesson Oct 6
 
Ma5156
Ma5156Ma5156
Ma5156
 
Triangle assignment
Triangle assignmentTriangle assignment
Triangle assignment
 
kmaps
 kmaps kmaps
kmaps
 

Similar to MIMO Capacity and Duality Between MAC and BC

VTU CBCS E&C 5th sem Information theory and coding(15EC54) Module -3 notes
VTU CBCS E&C 5th sem Information theory and coding(15EC54) Module -3 notesVTU CBCS E&C 5th sem Information theory and coding(15EC54) Module -3 notes
VTU CBCS E&C 5th sem Information theory and coding(15EC54) Module -3 notes
Jayanth Dwijesh H P
 
VTU E&C,TCE CBCS[NEW]5th Sem Information Theory and Coding Module-3 notes(15&...
VTU E&C,TCE CBCS[NEW]5th Sem Information Theory and Coding Module-3 notes(15&...VTU E&C,TCE CBCS[NEW]5th Sem Information Theory and Coding Module-3 notes(15&...
VTU E&C,TCE CBCS[NEW]5th Sem Information Theory and Coding Module-3 notes(15&...
Jayanth Dwijesh H P
 
VTC-location based channel estimation for massive full-dimensional MIMO systems
VTC-location based channel estimation for massive full-dimensional MIMO systemsVTC-location based channel estimation for massive full-dimensional MIMO systems
VTC-location based channel estimation for massive full-dimensional MIMO systems
Qian Han
 
Multiuser MIMO Gaussian Channels: Capacity Region and Duality
Multiuser MIMO Gaussian Channels: Capacity Region and DualityMultiuser MIMO Gaussian Channels: Capacity Region and Duality
Multiuser MIMO Gaussian Channels: Capacity Region and Duality
Shristi Pradhan
 
Strategies to Combat Pilot Contamination in Massive MIMO Systems
Strategies to Combat Pilot Contamination in Massive MIMO SystemsStrategies to Combat Pilot Contamination in Massive MIMO Systems
Strategies to Combat Pilot Contamination in Massive MIMO Systems
CPqD
 
Asymptotic boundpresentation
Asymptotic boundpresentationAsymptotic boundpresentation
Asymptotic boundpresentation
Ramoni Adeogun, PhD
 
Binary symmetric channel review
Binary symmetric channel reviewBinary symmetric channel review
Binary symmetric channel review
ShilpaDe
 
Dmcpresentation 120904112322 phpapp01
Dmcpresentation 120904112322 phpapp01Dmcpresentation 120904112322 phpapp01
Dmcpresentation 120904112322 phpapp01
sridevi jalakam
 
Spacecraft RF Communications Course Sampler
Spacecraft RF Communications Course SamplerSpacecraft RF Communications Course Sampler
Spacecraft RF Communications Course Sampler
Jim Jenkins
 
ECCV2008: MAP Estimation Algorithms in Computer Vision - Part 2
ECCV2008: MAP Estimation Algorithms in Computer Vision - Part 2ECCV2008: MAP Estimation Algorithms in Computer Vision - Part 2
ECCV2008: MAP Estimation Algorithms in Computer Vision - Part 2
zukun
 
bcs_unit-6.ppt
bcs_unit-6.pptbcs_unit-6.ppt
bcs_unit-6.ppt
amitkumar473416
 
EE402B Radio Systems and Personal Communication Networks-Formula sheet
EE402B Radio Systems and Personal Communication Networks-Formula sheetEE402B Radio Systems and Personal Communication Networks-Formula sheet
EE402B Radio Systems and Personal Communication Networks-Formula sheet
Haris Hassan
 
Channel coding
Channel codingChannel coding
Channel coding
Piyush Mittal
 
Machine Learning and Stochastic Geometry: Statistical Frameworks Against Unce...
Machine Learning and Stochastic Geometry: Statistical Frameworks Against Unce...Machine Learning and Stochastic Geometry: Statistical Frameworks Against Unce...
Machine Learning and Stochastic Geometry: Statistical Frameworks Against Unce...
Koji Yamamoto
 
Network flows
Network flowsNetwork flows
Network flows
Richa Bandlas
 
Information Theory and Coding - Lecture 5
Information Theory and Coding - Lecture 5Information Theory and Coding - Lecture 5
Information Theory and Coding - Lecture 5
Aref35
 
BlackSea_Presentation
BlackSea_PresentationBlackSea_Presentation
BlackSea_Presentation
Ahmad ElMoslimany
 
Gate 2013 complete solutions of ec electronics and communication engineering
Gate 2013 complete solutions of ec  electronics and communication engineeringGate 2013 complete solutions of ec  electronics and communication engineering
Gate 2013 complete solutions of ec electronics and communication engineering
manish katara
 
Ec gate'13
Ec gate'13Ec gate'13
Ec gate'13
Mallesham Pasu
 
Mimo
MimoMimo
Mimo
Virak Sou
 

Similar to MIMO Capacity and Duality Between MAC and BC (20)

VTU CBCS E&C 5th sem Information theory and coding(15EC54) Module -3 notes
VTU CBCS E&C 5th sem Information theory and coding(15EC54) Module -3 notesVTU CBCS E&C 5th sem Information theory and coding(15EC54) Module -3 notes
VTU CBCS E&C 5th sem Information theory and coding(15EC54) Module -3 notes
 
VTU E&C,TCE CBCS[NEW]5th Sem Information Theory and Coding Module-3 notes(15&...
VTU E&C,TCE CBCS[NEW]5th Sem Information Theory and Coding Module-3 notes(15&...VTU E&C,TCE CBCS[NEW]5th Sem Information Theory and Coding Module-3 notes(15&...
VTU E&C,TCE CBCS[NEW]5th Sem Information Theory and Coding Module-3 notes(15&...
 
VTC-location based channel estimation for massive full-dimensional MIMO systems
VTC-location based channel estimation for massive full-dimensional MIMO systemsVTC-location based channel estimation for massive full-dimensional MIMO systems
VTC-location based channel estimation for massive full-dimensional MIMO systems
 
Multiuser MIMO Gaussian Channels: Capacity Region and Duality
Multiuser MIMO Gaussian Channels: Capacity Region and DualityMultiuser MIMO Gaussian Channels: Capacity Region and Duality
Multiuser MIMO Gaussian Channels: Capacity Region and Duality
 
Strategies to Combat Pilot Contamination in Massive MIMO Systems
Strategies to Combat Pilot Contamination in Massive MIMO SystemsStrategies to Combat Pilot Contamination in Massive MIMO Systems
Strategies to Combat Pilot Contamination in Massive MIMO Systems
 
Asymptotic boundpresentation
Asymptotic boundpresentationAsymptotic boundpresentation
Asymptotic boundpresentation
 
Binary symmetric channel review
Binary symmetric channel reviewBinary symmetric channel review
Binary symmetric channel review
 
Dmcpresentation 120904112322 phpapp01
Dmcpresentation 120904112322 phpapp01Dmcpresentation 120904112322 phpapp01
Dmcpresentation 120904112322 phpapp01
 
Spacecraft RF Communications Course Sampler
Spacecraft RF Communications Course SamplerSpacecraft RF Communications Course Sampler
Spacecraft RF Communications Course Sampler
 
ECCV2008: MAP Estimation Algorithms in Computer Vision - Part 2
ECCV2008: MAP Estimation Algorithms in Computer Vision - Part 2ECCV2008: MAP Estimation Algorithms in Computer Vision - Part 2
ECCV2008: MAP Estimation Algorithms in Computer Vision - Part 2
 
bcs_unit-6.ppt
bcs_unit-6.pptbcs_unit-6.ppt
bcs_unit-6.ppt
 
EE402B Radio Systems and Personal Communication Networks-Formula sheet
EE402B Radio Systems and Personal Communication Networks-Formula sheetEE402B Radio Systems and Personal Communication Networks-Formula sheet
EE402B Radio Systems and Personal Communication Networks-Formula sheet
 
Channel coding
Channel codingChannel coding
Channel coding
 
Machine Learning and Stochastic Geometry: Statistical Frameworks Against Unce...
Machine Learning and Stochastic Geometry: Statistical Frameworks Against Unce...Machine Learning and Stochastic Geometry: Statistical Frameworks Against Unce...
Machine Learning and Stochastic Geometry: Statistical Frameworks Against Unce...
 
Network flows
Network flowsNetwork flows
Network flows
 
Information Theory and Coding - Lecture 5
Information Theory and Coding - Lecture 5Information Theory and Coding - Lecture 5
Information Theory and Coding - Lecture 5
 
BlackSea_Presentation
BlackSea_PresentationBlackSea_Presentation
BlackSea_Presentation
 
Gate 2013 complete solutions of ec electronics and communication engineering
Gate 2013 complete solutions of ec  electronics and communication engineeringGate 2013 complete solutions of ec  electronics and communication engineering
Gate 2013 complete solutions of ec electronics and communication engineering
 
Ec gate'13
Ec gate'13Ec gate'13
Ec gate'13
 
Mimo
MimoMimo
Mimo
 

More from Shristi Pradhan

Food Preservation for Farming Communities in Nepal: A Low Cost Engineering So...
Food Preservation for Farming Communities in Nepal: A Low Cost Engineering So...Food Preservation for Farming Communities in Nepal: A Low Cost Engineering So...
Food Preservation for Farming Communities in Nepal: A Low Cost Engineering So...
Shristi Pradhan
 
Traffic Offloading Solutions: Femto, WiFi and Integrated Femto-WiFi
Traffic Offloading Solutions: Femto, WiFi and Integrated Femto-WiFiTraffic Offloading Solutions: Femto, WiFi and Integrated Femto-WiFi
Traffic Offloading Solutions: Femto, WiFi and Integrated Femto-WiFi
Shristi Pradhan
 
TRMM observation for global rainfall prediction and flood monitoring study
TRMM observation for global rainfall prediction and flood monitoring studyTRMM observation for global rainfall prediction and flood monitoring study
TRMM observation for global rainfall prediction and flood monitoring study
Shristi Pradhan
 
FPGA Based Acoustic Source Localization Project
FPGA Based Acoustic Source Localization ProjectFPGA Based Acoustic Source Localization Project
FPGA Based Acoustic Source Localization Project
Shristi Pradhan
 
ZERONE 2010 - Annual Technical Journal, IOE, Nepal
ZERONE 2010 - Annual Technical Journal, IOE, NepalZERONE 2010 - Annual Technical Journal, IOE, Nepal
ZERONE 2010 - Annual Technical Journal, IOE, Nepal
Shristi Pradhan
 
Establishment of Remote Sensing Data Centre in NAST
Establishment of Remote Sensing Data Centre in NASTEstablishment of Remote Sensing Data Centre in NAST
Establishment of Remote Sensing Data Centre in NAST
Shristi Pradhan
 
Shristi Pradhan 3MT ECE UBC
Shristi Pradhan 3MT ECE UBCShristi Pradhan 3MT ECE UBC
Shristi Pradhan 3MT ECE UBC
Shristi Pradhan
 

More from Shristi Pradhan (7)

Food Preservation for Farming Communities in Nepal: A Low Cost Engineering So...
Food Preservation for Farming Communities in Nepal: A Low Cost Engineering So...Food Preservation for Farming Communities in Nepal: A Low Cost Engineering So...
Food Preservation for Farming Communities in Nepal: A Low Cost Engineering So...
 
Traffic Offloading Solutions: Femto, WiFi and Integrated Femto-WiFi
Traffic Offloading Solutions: Femto, WiFi and Integrated Femto-WiFiTraffic Offloading Solutions: Femto, WiFi and Integrated Femto-WiFi
Traffic Offloading Solutions: Femto, WiFi and Integrated Femto-WiFi
 
TRMM observation for global rainfall prediction and flood monitoring study
TRMM observation for global rainfall prediction and flood monitoring studyTRMM observation for global rainfall prediction and flood monitoring study
TRMM observation for global rainfall prediction and flood monitoring study
 
FPGA Based Acoustic Source Localization Project
FPGA Based Acoustic Source Localization ProjectFPGA Based Acoustic Source Localization Project
FPGA Based Acoustic Source Localization Project
 
ZERONE 2010 - Annual Technical Journal, IOE, Nepal
ZERONE 2010 - Annual Technical Journal, IOE, NepalZERONE 2010 - Annual Technical Journal, IOE, Nepal
ZERONE 2010 - Annual Technical Journal, IOE, Nepal
 
Establishment of Remote Sensing Data Centre in NAST
Establishment of Remote Sensing Data Centre in NASTEstablishment of Remote Sensing Data Centre in NAST
Establishment of Remote Sensing Data Centre in NAST
 
Shristi Pradhan 3MT ECE UBC
Shristi Pradhan 3MT ECE UBCShristi Pradhan 3MT ECE UBC
Shristi Pradhan 3MT ECE UBC
 

Recently uploaded

6th International Conference on Machine Learning & Applications (CMLA 2024)
6th International Conference on Machine Learning & Applications (CMLA 2024)6th International Conference on Machine Learning & Applications (CMLA 2024)
6th International Conference on Machine Learning & Applications (CMLA 2024)
ClaraZara1
 
Electric vehicle and photovoltaic advanced roles in enhancing the financial p...
Electric vehicle and photovoltaic advanced roles in enhancing the financial p...Electric vehicle and photovoltaic advanced roles in enhancing the financial p...
Electric vehicle and photovoltaic advanced roles in enhancing the financial p...
IJECEIAES
 
Iron and Steel Technology Roadmap - Towards more sustainable steelmaking.pdf
Iron and Steel Technology Roadmap - Towards more sustainable steelmaking.pdfIron and Steel Technology Roadmap - Towards more sustainable steelmaking.pdf
Iron and Steel Technology Roadmap - Towards more sustainable steelmaking.pdf
RadiNasr
 
Embedded machine learning-based road conditions and driving behavior monitoring
Embedded machine learning-based road conditions and driving behavior monitoringEmbedded machine learning-based road conditions and driving behavior monitoring
Embedded machine learning-based road conditions and driving behavior monitoring
IJECEIAES
 
CSM Cloud Service Management Presentarion
CSM Cloud Service Management PresentarionCSM Cloud Service Management Presentarion
CSM Cloud Service Management Presentarion
rpskprasana
 
Question paper of renewable energy sources
Question paper of renewable energy sourcesQuestion paper of renewable energy sources
Question paper of renewable energy sources
mahammadsalmanmech
 
Understanding Inductive Bias in Machine Learning
Understanding Inductive Bias in Machine LearningUnderstanding Inductive Bias in Machine Learning
Understanding Inductive Bias in Machine Learning
SUTEJAS
 
ML Based Model for NIDS MSc Updated Presentation.v2.pptx
ML Based Model for NIDS MSc Updated Presentation.v2.pptxML Based Model for NIDS MSc Updated Presentation.v2.pptx
ML Based Model for NIDS MSc Updated Presentation.v2.pptx
JamalHussainArman
 
Manufacturing Process of molasses based distillery ppt.pptx
Manufacturing Process of molasses based distillery ppt.pptxManufacturing Process of molasses based distillery ppt.pptx
Manufacturing Process of molasses based distillery ppt.pptx
Madan Karki
 
DfMAy 2024 - key insights and contributions
DfMAy 2024 - key insights and contributionsDfMAy 2024 - key insights and contributions
DfMAy 2024 - key insights and contributions
gestioneergodomus
 
Wearable antenna for antenna applications
Wearable antenna for antenna applicationsWearable antenna for antenna applications
Wearable antenna for antenna applications
Madhumitha Jayaram
 
Presentation of IEEE Slovenia CIS (Computational Intelligence Society) Chapte...
Presentation of IEEE Slovenia CIS (Computational Intelligence Society) Chapte...Presentation of IEEE Slovenia CIS (Computational Intelligence Society) Chapte...
Presentation of IEEE Slovenia CIS (Computational Intelligence Society) Chapte...
University of Maribor
 
digital fundamental by Thomas L.floydl.pdf
digital fundamental by Thomas L.floydl.pdfdigital fundamental by Thomas L.floydl.pdf
digital fundamental by Thomas L.floydl.pdf
drwaing
 
[JPP-1] - (JEE 3.0) - Kinematics 1D - 14th May..pdf
[JPP-1] - (JEE 3.0) - Kinematics 1D - 14th May..pdf[JPP-1] - (JEE 3.0) - Kinematics 1D - 14th May..pdf
[JPP-1] - (JEE 3.0) - Kinematics 1D - 14th May..pdf
awadeshbabu
 
basic-wireline-operations-course-mahmoud-f-radwan.pdf
basic-wireline-operations-course-mahmoud-f-radwan.pdfbasic-wireline-operations-course-mahmoud-f-radwan.pdf
basic-wireline-operations-course-mahmoud-f-radwan.pdf
NidhalKahouli2
 
Generative AI leverages algorithms to create various forms of content
Generative AI leverages algorithms to create various forms of contentGenerative AI leverages algorithms to create various forms of content
Generative AI leverages algorithms to create various forms of content
Hitesh Mohapatra
 
Properties Railway Sleepers and Test.pptx
Properties Railway Sleepers and Test.pptxProperties Railway Sleepers and Test.pptx
Properties Railway Sleepers and Test.pptx
MDSABBIROJJAMANPAYEL
 
Advanced control scheme of doubly fed induction generator for wind turbine us...
Advanced control scheme of doubly fed induction generator for wind turbine us...Advanced control scheme of doubly fed induction generator for wind turbine us...
Advanced control scheme of doubly fed induction generator for wind turbine us...
IJECEIAES
 
Harnessing WebAssembly for Real-time Stateless Streaming Pipelines
Harnessing WebAssembly for Real-time Stateless Streaming PipelinesHarnessing WebAssembly for Real-time Stateless Streaming Pipelines
Harnessing WebAssembly for Real-time Stateless Streaming Pipelines
Christina Lin
 
哪里办理(csu毕业证书)查尔斯特大学毕业证硕士学历原版一模一样
哪里办理(csu毕业证书)查尔斯特大学毕业证硕士学历原版一模一样哪里办理(csu毕业证书)查尔斯特大学毕业证硕士学历原版一模一样
哪里办理(csu毕业证书)查尔斯特大学毕业证硕士学历原版一模一样
insn4465
 

Recently uploaded (20)

6th International Conference on Machine Learning & Applications (CMLA 2024)
6th International Conference on Machine Learning & Applications (CMLA 2024)6th International Conference on Machine Learning & Applications (CMLA 2024)
6th International Conference on Machine Learning & Applications (CMLA 2024)
 
Electric vehicle and photovoltaic advanced roles in enhancing the financial p...
Electric vehicle and photovoltaic advanced roles in enhancing the financial p...Electric vehicle and photovoltaic advanced roles in enhancing the financial p...
Electric vehicle and photovoltaic advanced roles in enhancing the financial p...
 
Iron and Steel Technology Roadmap - Towards more sustainable steelmaking.pdf
Iron and Steel Technology Roadmap - Towards more sustainable steelmaking.pdfIron and Steel Technology Roadmap - Towards more sustainable steelmaking.pdf
Iron and Steel Technology Roadmap - Towards more sustainable steelmaking.pdf
 
Embedded machine learning-based road conditions and driving behavior monitoring
Embedded machine learning-based road conditions and driving behavior monitoringEmbedded machine learning-based road conditions and driving behavior monitoring
Embedded machine learning-based road conditions and driving behavior monitoring
 
CSM Cloud Service Management Presentarion
CSM Cloud Service Management PresentarionCSM Cloud Service Management Presentarion
CSM Cloud Service Management Presentarion
 
Question paper of renewable energy sources
Question paper of renewable energy sourcesQuestion paper of renewable energy sources
Question paper of renewable energy sources
 
Understanding Inductive Bias in Machine Learning
Understanding Inductive Bias in Machine LearningUnderstanding Inductive Bias in Machine Learning
Understanding Inductive Bias in Machine Learning
 
ML Based Model for NIDS MSc Updated Presentation.v2.pptx
ML Based Model for NIDS MSc Updated Presentation.v2.pptxML Based Model for NIDS MSc Updated Presentation.v2.pptx
ML Based Model for NIDS MSc Updated Presentation.v2.pptx
 
Manufacturing Process of molasses based distillery ppt.pptx
Manufacturing Process of molasses based distillery ppt.pptxManufacturing Process of molasses based distillery ppt.pptx
Manufacturing Process of molasses based distillery ppt.pptx
 
DfMAy 2024 - key insights and contributions
DfMAy 2024 - key insights and contributionsDfMAy 2024 - key insights and contributions
DfMAy 2024 - key insights and contributions
 
Wearable antenna for antenna applications
Wearable antenna for antenna applicationsWearable antenna for antenna applications
Wearable antenna for antenna applications
 
Presentation of IEEE Slovenia CIS (Computational Intelligence Society) Chapte...
Presentation of IEEE Slovenia CIS (Computational Intelligence Society) Chapte...Presentation of IEEE Slovenia CIS (Computational Intelligence Society) Chapte...
Presentation of IEEE Slovenia CIS (Computational Intelligence Society) Chapte...
 
digital fundamental by Thomas L.floydl.pdf
digital fundamental by Thomas L.floydl.pdfdigital fundamental by Thomas L.floydl.pdf
digital fundamental by Thomas L.floydl.pdf
 
[JPP-1] - (JEE 3.0) - Kinematics 1D - 14th May..pdf
[JPP-1] - (JEE 3.0) - Kinematics 1D - 14th May..pdf[JPP-1] - (JEE 3.0) - Kinematics 1D - 14th May..pdf
[JPP-1] - (JEE 3.0) - Kinematics 1D - 14th May..pdf
 
basic-wireline-operations-course-mahmoud-f-radwan.pdf
basic-wireline-operations-course-mahmoud-f-radwan.pdfbasic-wireline-operations-course-mahmoud-f-radwan.pdf
basic-wireline-operations-course-mahmoud-f-radwan.pdf
 
Generative AI leverages algorithms to create various forms of content
Generative AI leverages algorithms to create various forms of contentGenerative AI leverages algorithms to create various forms of content
Generative AI leverages algorithms to create various forms of content
 
Properties Railway Sleepers and Test.pptx
Properties Railway Sleepers and Test.pptxProperties Railway Sleepers and Test.pptx
Properties Railway Sleepers and Test.pptx
 
Advanced control scheme of doubly fed induction generator for wind turbine us...
Advanced control scheme of doubly fed induction generator for wind turbine us...Advanced control scheme of doubly fed induction generator for wind turbine us...
Advanced control scheme of doubly fed induction generator for wind turbine us...
 
Harnessing WebAssembly for Real-time Stateless Streaming Pipelines
Harnessing WebAssembly for Real-time Stateless Streaming PipelinesHarnessing WebAssembly for Real-time Stateless Streaming Pipelines
Harnessing WebAssembly for Real-time Stateless Streaming Pipelines
 
哪里办理(csu毕业证书)查尔斯特大学毕业证硕士学历原版一模一样
哪里办理(csu毕业证书)查尔斯特大学毕业证硕士学历原版一模一样哪里办理(csu毕业证书)查尔斯特大学毕业证硕士学历原版一模一样
哪里办理(csu毕业证书)查尔斯特大学毕业证硕士学历原版一模一样
 

MIMO Capacity and Duality Between MAC and BC

  • 1. Mul$user  MIMO  Gaussian  Channels:   Capacity  Regions  and  Duality   Shris$  Pradhan   University  of  Bri.sh  Columbia   December  2011  
  • 2. Mul$ple  Input  Mul$ple  Output  (MIMO)   y = Hx + n MIMO  Model   Transmit  Precoding  and  Receiver  Shaping   Singular  Value  Decomposi$on  (SVD):     H =UΣV H y = Σx + n Mul$plexing  gain  =  Rank  of  H  =  RH   Power Noise 1 2 3 Subchannel Water Level MIMO  Channel  Capacity   C = max p(x) I(X;Y) = max p(x) [H(Y)− H(Y | X)] C = max Pi:ΣiPi≤P log2 1+ Piγi P # $ % & ' ( i ∑ γ = SNR Pi P = 1 γ0 − 1 γi 0 γi ≥γo γi <γ0 # $ %% & % % C = log γi γ0 ! " # $ % & i:γi≥γ0 ∑
  • 3. Mul$user  MIMO  MAC  and  BC   Broadcast  (Downlink)  Channel  Capacity     0 1 2 3 4 5 6 7 8 9 0 1 2 3 4 5 6 7 8 9 R1 [bps/Hz] R2[bps/Hz] BC Mul$ple  Access  (Uplink)  Channel  Capacity   0 1 2 3 4 5 6 7 8 0 1 2 3 4 5 6 7 8 R1 (bps) R2(bps) Capacity Region of MAC Duality  of  MAC  and  BC   CBC (P;g1,g2 ) = CMAC (P1,P − P1;g1,g2 ) 0≤P1≤P  CMAC (P1,P2;g1,g2 ) = CBC P1 α + P2;αg1,g2 ! " # $ % & α>0  R1 = log I + H1 H Q1H1 R2 = log I + H1 H Q1H1 + H2 H Q2H2 − R1 CDPC (P, H) = Co R(π,Σi ) π,Σi  " # $$ % & ''