SlideShare a Scribd company logo
1 of 1
2020 – 2021
#13/ 19, 1st Floor, Municipal Colony, Kangayanellore Road, Gandhi Nagar, Vellore – 6.
Off: 0416-2247353 Mo: +91 9500218218 / +91 8220150373
Website: www.shakastech.com, Email - id: shakastech@gmail.com, info@shakastech.com
The Multicell Multiuser MIMO Uplink with Very Large Antenna Arrays
and a Finite-Dimensional Channel
Abstract:
We consider multicell multiuser MIMO systems with a very large number of antennas at the
base station (BS). We assume that the channel is estimated by using uplink training. We
further consider a physical channel model where the angular domain is separated into a finite
number of distinct directions. We analyze the so-called pilot contamination effect discovered
in previous work, and show that this effect persists under the finite-dimensional channel
model that we consider. In particular, we consider a uniform array at the BS. For this scenario,
we show that when the number of BS antennas goes to infinity, the system performance
under a finite-dimensional channel model with P angular bins is the same as the performance
under an uncorrelated channel model with P antennas. We further derive a lower bound on
the achievable rate of uplink data transmission with a linear detector at the BS. We then
specialize this lower bound to the cases of maximum-ratio combining (MRC) and zero-forcing
(ZF) receivers, for a finite and an infinite number of BS antennas. Numerical results
corroborate our analysis and show a comparison between the performances of MRC and ZF
in terms of sum-rate.

More Related Content

Similar to The multicell multiuser mimo uplink with very large antenna arrays and a finite dimensional channel

Effect on Channel Capacity of Multi-User MIMO System in Crowded Area
Effect on Channel Capacity of Multi-User MIMO System in Crowded AreaEffect on Channel Capacity of Multi-User MIMO System in Crowded Area
Effect on Channel Capacity of Multi-User MIMO System in Crowded AreaIJEEE
 
Error Rate Analysis of MIMO System Using V Blast Detection Technique in Fadin...
Error Rate Analysis of MIMO System Using V Blast Detection Technique in Fadin...Error Rate Analysis of MIMO System Using V Blast Detection Technique in Fadin...
Error Rate Analysis of MIMO System Using V Blast Detection Technique in Fadin...IJERA Editor
 
Energy efficiency optimization in mu mimo system with spectral efficiency con...
Energy efficiency optimization in mu mimo system with spectral efficiency con...Energy efficiency optimization in mu mimo system with spectral efficiency con...
Energy efficiency optimization in mu mimo system with spectral efficiency con...Shakas Technologies
 
Low-complex Bayesian estimator for imperfect channels in massive muti-input ...
Low-complex Bayesian estimator for imperfect channels in  massive muti-input ...Low-complex Bayesian estimator for imperfect channels in  massive muti-input ...
Low-complex Bayesian estimator for imperfect channels in massive muti-input ...IJECEIAES
 
Evaluation of massive multiple-input multiple-output communication performanc...
Evaluation of massive multiple-input multiple-output communication performanc...Evaluation of massive multiple-input multiple-output communication performanc...
Evaluation of massive multiple-input multiple-output communication performanc...IAESIJAI
 
Performance analysis of massive multiple input multiple output for high speed...
Performance analysis of massive multiple input multiple output for high speed...Performance analysis of massive multiple input multiple output for high speed...
Performance analysis of massive multiple input multiple output for high speed...IJECEIAES
 
Network efficiency enhancement by reactive channel state based allocation sch...
Network efficiency enhancement by reactive channel state based allocation sch...Network efficiency enhancement by reactive channel state based allocation sch...
Network efficiency enhancement by reactive channel state based allocation sch...IJECEIAES
 
Performance of Groundplane Shaping in Four-Element Dualband MIMO Antenna
Performance of Groundplane Shaping in Four-Element Dualband MIMO AntennaPerformance of Groundplane Shaping in Four-Element Dualband MIMO Antenna
Performance of Groundplane Shaping in Four-Element Dualband MIMO AntennaTELKOMNIKA JOURNAL
 
A Weighted Duality based Formulation of MIMO Systems
A Weighted Duality based Formulation of MIMO SystemsA Weighted Duality based Formulation of MIMO Systems
A Weighted Duality based Formulation of MIMO SystemsIJERA Editor
 
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
 
Impact of Using Modified Open Area Okumura-Hata Propagation Model in Determin...
Impact of Using Modified Open Area Okumura-Hata Propagation Model in Determin...Impact of Using Modified Open Area Okumura-Hata Propagation Model in Determin...
Impact of Using Modified Open Area Okumura-Hata Propagation Model in Determin...IJMERJOURNAL
 
Study on transmission over Nakagami-m fading channel for multiple access sche...
Study on transmission over Nakagami-m fading channel for multiple access sche...Study on transmission over Nakagami-m fading channel for multiple access sche...
Study on transmission over Nakagami-m fading channel for multiple access sche...TELKOMNIKA JOURNAL
 
The Effects of Interferenceon the Transmission and Coverage in High Buildings
The Effects of Interferenceon the Transmission and Coverage in High Buildings The Effects of Interferenceon the Transmission and Coverage in High Buildings
The Effects of Interferenceon the Transmission and Coverage in High Buildings IJERA Editor
 
Investigation and Comparison of 5G Channel Models_ From QuaDRiGa, NYUSIM, and...
Investigation and Comparison of 5G Channel Models_ From QuaDRiGa, NYUSIM, and...Investigation and Comparison of 5G Channel Models_ From QuaDRiGa, NYUSIM, and...
Investigation and Comparison of 5G Channel Models_ From QuaDRiGa, NYUSIM, and...umere15
 

Similar to The multicell multiuser mimo uplink with very large antenna arrays and a finite dimensional channel (20)

Effect on Channel Capacity of Multi-User MIMO System in Crowded Area
Effect on Channel Capacity of Multi-User MIMO System in Crowded AreaEffect on Channel Capacity of Multi-User MIMO System in Crowded Area
Effect on Channel Capacity of Multi-User MIMO System in Crowded Area
 
Error Rate Analysis of MIMO System Using V Blast Detection Technique in Fadin...
Error Rate Analysis of MIMO System Using V Blast Detection Technique in Fadin...Error Rate Analysis of MIMO System Using V Blast Detection Technique in Fadin...
Error Rate Analysis of MIMO System Using V Blast Detection Technique in Fadin...
 
Energy efficiency optimization in mu mimo system with spectral efficiency con...
Energy efficiency optimization in mu mimo system with spectral efficiency con...Energy efficiency optimization in mu mimo system with spectral efficiency con...
Energy efficiency optimization in mu mimo system with spectral efficiency con...
 
Low-complex Bayesian estimator for imperfect channels in massive muti-input ...
Low-complex Bayesian estimator for imperfect channels in  massive muti-input ...Low-complex Bayesian estimator for imperfect channels in  massive muti-input ...
Low-complex Bayesian estimator for imperfect channels in massive muti-input ...
 
Interim report slides
Interim report slidesInterim report slides
Interim report slides
 
Evaluation of massive multiple-input multiple-output communication performanc...
Evaluation of massive multiple-input multiple-output communication performanc...Evaluation of massive multiple-input multiple-output communication performanc...
Evaluation of massive multiple-input multiple-output communication performanc...
 
4thMCM_Fernandez_Doc
4thMCM_Fernandez_Doc4thMCM_Fernandez_Doc
4thMCM_Fernandez_Doc
 
Performance analysis of massive multiple input multiple output for high speed...
Performance analysis of massive multiple input multiple output for high speed...Performance analysis of massive multiple input multiple output for high speed...
Performance analysis of massive multiple input multiple output for high speed...
 
Network efficiency enhancement by reactive channel state based allocation sch...
Network efficiency enhancement by reactive channel state based allocation sch...Network efficiency enhancement by reactive channel state based allocation sch...
Network efficiency enhancement by reactive channel state based allocation sch...
 
Performance of Groundplane Shaping in Four-Element Dualband MIMO Antenna
Performance of Groundplane Shaping in Four-Element Dualband MIMO AntennaPerformance of Groundplane Shaping in Four-Element Dualband MIMO Antenna
Performance of Groundplane Shaping in Four-Element Dualband MIMO Antenna
 
A Weighted Duality based Formulation of MIMO Systems
A Weighted Duality based Formulation of MIMO SystemsA Weighted Duality based Formulation of MIMO Systems
A Weighted Duality based Formulation of MIMO 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
 
A011130108
A011130108A011130108
A011130108
 
Impact of Using Modified Open Area Okumura-Hata Propagation Model in Determin...
Impact of Using Modified Open Area Okumura-Hata Propagation Model in Determin...Impact of Using Modified Open Area Okumura-Hata Propagation Model in Determin...
Impact of Using Modified Open Area Okumura-Hata Propagation Model in Determin...
 
ICICCE0301
ICICCE0301ICICCE0301
ICICCE0301
 
ELEMENTS OF CELLULAR RADIO SYSTEM DESIGN
ELEMENTS OF CELLULAR RADIO SYSTEM DESIGNELEMENTS OF CELLULAR RADIO SYSTEM DESIGN
ELEMENTS OF CELLULAR RADIO SYSTEM DESIGN
 
Study on transmission over Nakagami-m fading channel for multiple access sche...
Study on transmission over Nakagami-m fading channel for multiple access sche...Study on transmission over Nakagami-m fading channel for multiple access sche...
Study on transmission over Nakagami-m fading channel for multiple access sche...
 
The Effects of Interferenceon the Transmission and Coverage in High Buildings
The Effects of Interferenceon the Transmission and Coverage in High Buildings The Effects of Interferenceon the Transmission and Coverage in High Buildings
The Effects of Interferenceon the Transmission and Coverage in High Buildings
 
Investigation and Comparison of 5G Channel Models_ From QuaDRiGa, NYUSIM, and...
Investigation and Comparison of 5G Channel Models_ From QuaDRiGa, NYUSIM, and...Investigation and Comparison of 5G Channel Models_ From QuaDRiGa, NYUSIM, and...
Investigation and Comparison of 5G Channel Models_ From QuaDRiGa, NYUSIM, and...
 
Iet map.2014.0326
Iet map.2014.0326Iet map.2014.0326
Iet map.2014.0326
 

More from Shakas Technologies

A Review on Deep-Learning-Based Cyberbullying Detection
A Review on Deep-Learning-Based Cyberbullying DetectionA Review on Deep-Learning-Based Cyberbullying Detection
A Review on Deep-Learning-Based Cyberbullying DetectionShakas Technologies
 
A Personal Privacy Data Protection Scheme for Encryption and Revocation of Hi...
A Personal Privacy Data Protection Scheme for Encryption and Revocation of Hi...A Personal Privacy Data Protection Scheme for Encryption and Revocation of Hi...
A Personal Privacy Data Protection Scheme for Encryption and Revocation of Hi...Shakas Technologies
 
A Novel Framework for Credit Card.
A Novel Framework for Credit Card.A Novel Framework for Credit Card.
A Novel Framework for Credit Card.Shakas Technologies
 
A Comparative Analysis of Sampling Techniques for Click-Through Rate Predicti...
A Comparative Analysis of Sampling Techniques for Click-Through Rate Predicti...A Comparative Analysis of Sampling Techniques for Click-Through Rate Predicti...
A Comparative Analysis of Sampling Techniques for Click-Through Rate Predicti...Shakas Technologies
 
NS2 Final Year Project Titles 2023- 2024
NS2 Final Year Project Titles 2023- 2024NS2 Final Year Project Titles 2023- 2024
NS2 Final Year Project Titles 2023- 2024Shakas Technologies
 
MATLAB Final Year IEEE Project Titles 2023-2024
MATLAB Final Year IEEE Project Titles 2023-2024MATLAB Final Year IEEE Project Titles 2023-2024
MATLAB Final Year IEEE Project Titles 2023-2024Shakas Technologies
 
Latest Python IEEE Project Titles 2023-2024
Latest Python IEEE Project Titles 2023-2024Latest Python IEEE Project Titles 2023-2024
Latest Python IEEE Project Titles 2023-2024Shakas Technologies
 
EMOTION RECOGNITION BY TEXTUAL TWEETS CLASSIFICATION USING VOTING CLASSIFIER ...
EMOTION RECOGNITION BY TEXTUAL TWEETS CLASSIFICATION USING VOTING CLASSIFIER ...EMOTION RECOGNITION BY TEXTUAL TWEETS CLASSIFICATION USING VOTING CLASSIFIER ...
EMOTION RECOGNITION BY TEXTUAL TWEETS CLASSIFICATION USING VOTING CLASSIFIER ...Shakas Technologies
 
CYBER THREAT INTELLIGENCE MINING FOR PROACTIVE CYBERSECURITY DEFENSE
CYBER THREAT INTELLIGENCE MINING FOR PROACTIVE CYBERSECURITY DEFENSECYBER THREAT INTELLIGENCE MINING FOR PROACTIVE CYBERSECURITY DEFENSE
CYBER THREAT INTELLIGENCE MINING FOR PROACTIVE CYBERSECURITY DEFENSEShakas Technologies
 
Detecting Mental Disorders in social Media through Emotional patterns-The cas...
Detecting Mental Disorders in social Media through Emotional patterns-The cas...Detecting Mental Disorders in social Media through Emotional patterns-The cas...
Detecting Mental Disorders in social Media through Emotional patterns-The cas...Shakas Technologies
 
COMMERCE FAKE PRODUCT REVIEWS MONITORING AND DETECTION
COMMERCE FAKE PRODUCT REVIEWS MONITORING AND DETECTIONCOMMERCE FAKE PRODUCT REVIEWS MONITORING AND DETECTION
COMMERCE FAKE PRODUCT REVIEWS MONITORING AND DETECTIONShakas Technologies
 
CO2 EMISSION RATING BY VEHICLES USING DATA SCIENCE
CO2 EMISSION RATING BY VEHICLES USING DATA SCIENCECO2 EMISSION RATING BY VEHICLES USING DATA SCIENCE
CO2 EMISSION RATING BY VEHICLES USING DATA SCIENCEShakas Technologies
 
Toward Effective Evaluation of Cyber Defense Threat Based Adversary Emulation...
Toward Effective Evaluation of Cyber Defense Threat Based Adversary Emulation...Toward Effective Evaluation of Cyber Defense Threat Based Adversary Emulation...
Toward Effective Evaluation of Cyber Defense Threat Based Adversary Emulation...Shakas Technologies
 
Optimizing Numerical Weather Prediction Model Performance Using Machine Learn...
Optimizing Numerical Weather Prediction Model Performance Using Machine Learn...Optimizing Numerical Weather Prediction Model Performance Using Machine Learn...
Optimizing Numerical Weather Prediction Model Performance Using Machine Learn...Shakas Technologies
 
Nature-Based Prediction Model of Bug Reports Based on Ensemble Machine Learni...
Nature-Based Prediction Model of Bug Reports Based on Ensemble Machine Learni...Nature-Based Prediction Model of Bug Reports Based on Ensemble Machine Learni...
Nature-Based Prediction Model of Bug Reports Based on Ensemble Machine Learni...Shakas Technologies
 
Multi-Class Stress Detection Through Heart Rate Variability A Deep Neural Net...
Multi-Class Stress Detection Through Heart Rate Variability A Deep Neural Net...Multi-Class Stress Detection Through Heart Rate Variability A Deep Neural Net...
Multi-Class Stress Detection Through Heart Rate Variability A Deep Neural Net...Shakas Technologies
 
Identifying Hot Topic Trends in Streaming Text Data Using News Sequential Evo...
Identifying Hot Topic Trends in Streaming Text Data Using News Sequential Evo...Identifying Hot Topic Trends in Streaming Text Data Using News Sequential Evo...
Identifying Hot Topic Trends in Streaming Text Data Using News Sequential Evo...Shakas Technologies
 
Fighting Money Laundering With Statistics and Machine Learning.docx
Fighting Money Laundering With Statistics and Machine Learning.docxFighting Money Laundering With Statistics and Machine Learning.docx
Fighting Money Laundering With Statistics and Machine Learning.docxShakas Technologies
 
Explainable Artificial Intelligence for Patient Safety A Review of Applicatio...
Explainable Artificial Intelligence for Patient Safety A Review of Applicatio...Explainable Artificial Intelligence for Patient Safety A Review of Applicatio...
Explainable Artificial Intelligence for Patient Safety A Review of Applicatio...Shakas Technologies
 
Ensemble Deep Learning-Based Prediction of Fraudulent Cryptocurrency Transact...
Ensemble Deep Learning-Based Prediction of Fraudulent Cryptocurrency Transact...Ensemble Deep Learning-Based Prediction of Fraudulent Cryptocurrency Transact...
Ensemble Deep Learning-Based Prediction of Fraudulent Cryptocurrency Transact...Shakas Technologies
 

More from Shakas Technologies (20)

A Review on Deep-Learning-Based Cyberbullying Detection
A Review on Deep-Learning-Based Cyberbullying DetectionA Review on Deep-Learning-Based Cyberbullying Detection
A Review on Deep-Learning-Based Cyberbullying Detection
 
A Personal Privacy Data Protection Scheme for Encryption and Revocation of Hi...
A Personal Privacy Data Protection Scheme for Encryption and Revocation of Hi...A Personal Privacy Data Protection Scheme for Encryption and Revocation of Hi...
A Personal Privacy Data Protection Scheme for Encryption and Revocation of Hi...
 
A Novel Framework for Credit Card.
A Novel Framework for Credit Card.A Novel Framework for Credit Card.
A Novel Framework for Credit Card.
 
A Comparative Analysis of Sampling Techniques for Click-Through Rate Predicti...
A Comparative Analysis of Sampling Techniques for Click-Through Rate Predicti...A Comparative Analysis of Sampling Techniques for Click-Through Rate Predicti...
A Comparative Analysis of Sampling Techniques for Click-Through Rate Predicti...
 
NS2 Final Year Project Titles 2023- 2024
NS2 Final Year Project Titles 2023- 2024NS2 Final Year Project Titles 2023- 2024
NS2 Final Year Project Titles 2023- 2024
 
MATLAB Final Year IEEE Project Titles 2023-2024
MATLAB Final Year IEEE Project Titles 2023-2024MATLAB Final Year IEEE Project Titles 2023-2024
MATLAB Final Year IEEE Project Titles 2023-2024
 
Latest Python IEEE Project Titles 2023-2024
Latest Python IEEE Project Titles 2023-2024Latest Python IEEE Project Titles 2023-2024
Latest Python IEEE Project Titles 2023-2024
 
EMOTION RECOGNITION BY TEXTUAL TWEETS CLASSIFICATION USING VOTING CLASSIFIER ...
EMOTION RECOGNITION BY TEXTUAL TWEETS CLASSIFICATION USING VOTING CLASSIFIER ...EMOTION RECOGNITION BY TEXTUAL TWEETS CLASSIFICATION USING VOTING CLASSIFIER ...
EMOTION RECOGNITION BY TEXTUAL TWEETS CLASSIFICATION USING VOTING CLASSIFIER ...
 
CYBER THREAT INTELLIGENCE MINING FOR PROACTIVE CYBERSECURITY DEFENSE
CYBER THREAT INTELLIGENCE MINING FOR PROACTIVE CYBERSECURITY DEFENSECYBER THREAT INTELLIGENCE MINING FOR PROACTIVE CYBERSECURITY DEFENSE
CYBER THREAT INTELLIGENCE MINING FOR PROACTIVE CYBERSECURITY DEFENSE
 
Detecting Mental Disorders in social Media through Emotional patterns-The cas...
Detecting Mental Disorders in social Media through Emotional patterns-The cas...Detecting Mental Disorders in social Media through Emotional patterns-The cas...
Detecting Mental Disorders in social Media through Emotional patterns-The cas...
 
COMMERCE FAKE PRODUCT REVIEWS MONITORING AND DETECTION
COMMERCE FAKE PRODUCT REVIEWS MONITORING AND DETECTIONCOMMERCE FAKE PRODUCT REVIEWS MONITORING AND DETECTION
COMMERCE FAKE PRODUCT REVIEWS MONITORING AND DETECTION
 
CO2 EMISSION RATING BY VEHICLES USING DATA SCIENCE
CO2 EMISSION RATING BY VEHICLES USING DATA SCIENCECO2 EMISSION RATING BY VEHICLES USING DATA SCIENCE
CO2 EMISSION RATING BY VEHICLES USING DATA SCIENCE
 
Toward Effective Evaluation of Cyber Defense Threat Based Adversary Emulation...
Toward Effective Evaluation of Cyber Defense Threat Based Adversary Emulation...Toward Effective Evaluation of Cyber Defense Threat Based Adversary Emulation...
Toward Effective Evaluation of Cyber Defense Threat Based Adversary Emulation...
 
Optimizing Numerical Weather Prediction Model Performance Using Machine Learn...
Optimizing Numerical Weather Prediction Model Performance Using Machine Learn...Optimizing Numerical Weather Prediction Model Performance Using Machine Learn...
Optimizing Numerical Weather Prediction Model Performance Using Machine Learn...
 
Nature-Based Prediction Model of Bug Reports Based on Ensemble Machine Learni...
Nature-Based Prediction Model of Bug Reports Based on Ensemble Machine Learni...Nature-Based Prediction Model of Bug Reports Based on Ensemble Machine Learni...
Nature-Based Prediction Model of Bug Reports Based on Ensemble Machine Learni...
 
Multi-Class Stress Detection Through Heart Rate Variability A Deep Neural Net...
Multi-Class Stress Detection Through Heart Rate Variability A Deep Neural Net...Multi-Class Stress Detection Through Heart Rate Variability A Deep Neural Net...
Multi-Class Stress Detection Through Heart Rate Variability A Deep Neural Net...
 
Identifying Hot Topic Trends in Streaming Text Data Using News Sequential Evo...
Identifying Hot Topic Trends in Streaming Text Data Using News Sequential Evo...Identifying Hot Topic Trends in Streaming Text Data Using News Sequential Evo...
Identifying Hot Topic Trends in Streaming Text Data Using News Sequential Evo...
 
Fighting Money Laundering With Statistics and Machine Learning.docx
Fighting Money Laundering With Statistics and Machine Learning.docxFighting Money Laundering With Statistics and Machine Learning.docx
Fighting Money Laundering With Statistics and Machine Learning.docx
 
Explainable Artificial Intelligence for Patient Safety A Review of Applicatio...
Explainable Artificial Intelligence for Patient Safety A Review of Applicatio...Explainable Artificial Intelligence for Patient Safety A Review of Applicatio...
Explainable Artificial Intelligence for Patient Safety A Review of Applicatio...
 
Ensemble Deep Learning-Based Prediction of Fraudulent Cryptocurrency Transact...
Ensemble Deep Learning-Based Prediction of Fraudulent Cryptocurrency Transact...Ensemble Deep Learning-Based Prediction of Fraudulent Cryptocurrency Transact...
Ensemble Deep Learning-Based Prediction of Fraudulent Cryptocurrency Transact...
 

Recently uploaded

Pigging Solutions in Pet Food Manufacturing
Pigging Solutions in Pet Food ManufacturingPigging Solutions in Pet Food Manufacturing
Pigging Solutions in Pet Food ManufacturingPigging Solutions
 
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024BookNet Canada
 
My INSURER PTE LTD - Insurtech Innovation Award 2024
My INSURER PTE LTD - Insurtech Innovation Award 2024My INSURER PTE LTD - Insurtech Innovation Award 2024
My INSURER PTE LTD - Insurtech Innovation Award 2024The Digital Insurer
 
Artificial intelligence in the post-deep learning era
Artificial intelligence in the post-deep learning eraArtificial intelligence in the post-deep learning era
Artificial intelligence in the post-deep learning eraDeakin University
 
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks..."LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...Fwdays
 
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
"Federated learning: out of reach no matter how close",Oleksandr LapshynFwdays
 
My Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationMy Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationRidwan Fadjar
 
Advanced Test Driven-Development @ php[tek] 2024
Advanced Test Driven-Development @ php[tek] 2024Advanced Test Driven-Development @ php[tek] 2024
Advanced Test Driven-Development @ php[tek] 2024Scott Keck-Warren
 
Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?Mattias Andersson
 
SIEMENS: RAPUNZEL – A Tale About Knowledge Graph
SIEMENS: RAPUNZEL – A Tale About Knowledge GraphSIEMENS: RAPUNZEL – A Tale About Knowledge Graph
SIEMENS: RAPUNZEL – A Tale About Knowledge GraphNeo4j
 
Streamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project SetupStreamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project SetupFlorian Wilhelm
 
Benefits Of Flutter Compared To Other Frameworks
Benefits Of Flutter Compared To Other FrameworksBenefits Of Flutter Compared To Other Frameworks
Benefits Of Flutter Compared To Other FrameworksSoftradix Technologies
 
Enhancing Worker Digital Experience: A Hands-on Workshop for Partners
Enhancing Worker Digital Experience: A Hands-on Workshop for PartnersEnhancing Worker Digital Experience: A Hands-on Workshop for Partners
Enhancing Worker Digital Experience: A Hands-on Workshop for PartnersThousandEyes
 
Key Features Of Token Development (1).pptx
Key  Features Of Token  Development (1).pptxKey  Features Of Token  Development (1).pptx
Key Features Of Token Development (1).pptxLBM Solutions
 
CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):comworks
 
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)Wonjun Hwang
 
APIForce Zurich 5 April Automation LPDG
APIForce Zurich 5 April  Automation LPDGAPIForce Zurich 5 April  Automation LPDG
APIForce Zurich 5 April Automation LPDGMarianaLemus7
 
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...Patryk Bandurski
 
Unleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubUnleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubKalema Edgar
 

Recently uploaded (20)

Pigging Solutions in Pet Food Manufacturing
Pigging Solutions in Pet Food ManufacturingPigging Solutions in Pet Food Manufacturing
Pigging Solutions in Pet Food Manufacturing
 
Vulnerability_Management_GRC_by Sohang Sengupta.pptx
Vulnerability_Management_GRC_by Sohang Sengupta.pptxVulnerability_Management_GRC_by Sohang Sengupta.pptx
Vulnerability_Management_GRC_by Sohang Sengupta.pptx
 
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
 
My INSURER PTE LTD - Insurtech Innovation Award 2024
My INSURER PTE LTD - Insurtech Innovation Award 2024My INSURER PTE LTD - Insurtech Innovation Award 2024
My INSURER PTE LTD - Insurtech Innovation Award 2024
 
Artificial intelligence in the post-deep learning era
Artificial intelligence in the post-deep learning eraArtificial intelligence in the post-deep learning era
Artificial intelligence in the post-deep learning era
 
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks..."LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
 
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
 
My Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationMy Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 Presentation
 
Advanced Test Driven-Development @ php[tek] 2024
Advanced Test Driven-Development @ php[tek] 2024Advanced Test Driven-Development @ php[tek] 2024
Advanced Test Driven-Development @ php[tek] 2024
 
Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?
 
SIEMENS: RAPUNZEL – A Tale About Knowledge Graph
SIEMENS: RAPUNZEL – A Tale About Knowledge GraphSIEMENS: RAPUNZEL – A Tale About Knowledge Graph
SIEMENS: RAPUNZEL – A Tale About Knowledge Graph
 
Streamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project SetupStreamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project Setup
 
Benefits Of Flutter Compared To Other Frameworks
Benefits Of Flutter Compared To Other FrameworksBenefits Of Flutter Compared To Other Frameworks
Benefits Of Flutter Compared To Other Frameworks
 
Enhancing Worker Digital Experience: A Hands-on Workshop for Partners
Enhancing Worker Digital Experience: A Hands-on Workshop for PartnersEnhancing Worker Digital Experience: A Hands-on Workshop for Partners
Enhancing Worker Digital Experience: A Hands-on Workshop for Partners
 
Key Features Of Token Development (1).pptx
Key  Features Of Token  Development (1).pptxKey  Features Of Token  Development (1).pptx
Key Features Of Token Development (1).pptx
 
CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):
 
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
 
APIForce Zurich 5 April Automation LPDG
APIForce Zurich 5 April  Automation LPDGAPIForce Zurich 5 April  Automation LPDG
APIForce Zurich 5 April Automation LPDG
 
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
 
Unleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubUnleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding Club
 

The multicell multiuser mimo uplink with very large antenna arrays and a finite dimensional channel

  • 1. 2020 – 2021 #13/ 19, 1st Floor, Municipal Colony, Kangayanellore Road, Gandhi Nagar, Vellore – 6. Off: 0416-2247353 Mo: +91 9500218218 / +91 8220150373 Website: www.shakastech.com, Email - id: shakastech@gmail.com, info@shakastech.com The Multicell Multiuser MIMO Uplink with Very Large Antenna Arrays and a Finite-Dimensional Channel Abstract: We consider multicell multiuser MIMO systems with a very large number of antennas at the base station (BS). We assume that the channel is estimated by using uplink training. We further consider a physical channel model where the angular domain is separated into a finite number of distinct directions. We analyze the so-called pilot contamination effect discovered in previous work, and show that this effect persists under the finite-dimensional channel model that we consider. In particular, we consider a uniform array at the BS. For this scenario, we show that when the number of BS antennas goes to infinity, the system performance under a finite-dimensional channel model with P angular bins is the same as the performance under an uncorrelated channel model with P antennas. We further derive a lower bound on the achievable rate of uplink data transmission with a linear detector at the BS. We then specialize this lower bound to the cases of maximum-ratio combining (MRC) and zero-forcing (ZF) receivers, for a finite and an infinite number of BS antennas. Numerical results corroborate our analysis and show a comparison between the performances of MRC and ZF in terms of sum-rate.