SlideShare a Scribd company logo
1 of 13
tejus.adiga@pelmisrosystems.net 2
Angular Decomposition
• L = 2λ. So L/ λ = 2. Where L is the normalized length of the array.
• Δ = L/n. Where n is the number of elements in array. Δ is
Element spacing.
• Transmit Antenna Array: Δt = Lt/nt. Total nt Bins (0, 1,…nt1)
• Receive Antenna Array: Δr = Lr/nr. Total nr bins (0, 1,…nr1)
• Directional Cosine of Rx/Tx signal
Ωri = cos(Φri)
Ωti = cos(Φti)
tejus.adiga@pelmisrosystems.net 3
Angular Decomposition
tejus.adiga@pelmisrosystems.net 4
MIMO Multipath Channel
𝑦 = 𝐻𝑥 + 𝑤
𝐻 =
𝑖
𝛼𝑖 𝑒 𝑟 𝛺𝑟𝑖 𝑒𝑡 𝛺𝑡𝑖 ∗
tejus.adiga@pelmisrosystems.net 5
MIMO Multipath Channel
tejus.adiga@pelmisrosystems.net 6
MIMO
Multipath
Channel
tejus.adiga@pelmisrosystems.net 7
Angular Representation as DFT
tejus.adiga@pelmisrosystems.net 8
Angular Domain Representation of MIMO Channel
tejus.adiga@pelmisrosystems.net 9
Angular Domain Representation of MIMO Channel
tejus.adiga@pelmisrosystems.net 10
Time Varience
tejus.adiga@pelmisrosystems.net 11
Statistical Modeling with Time Variance
tejus.adiga@pelmisrosystems.net 12
Statistical Modeling with Time Variance
tejus.adiga@pelmisrosystems.net 13

More Related Content

What's hot

Learning object 1
Learning object 1Learning object 1
Learning object 1Ina Na
 
Fast Fourier Transform Analysis
Fast Fourier Transform AnalysisFast Fourier Transform Analysis
Fast Fourier Transform Analysisdhikadixiana
 
Steering Time-Dependent Estimation of Posteriors with Hyperparameter Indexing...
Steering Time-Dependent Estimation of Posteriors with Hyperparameter Indexing...Steering Time-Dependent Estimation of Posteriors with Hyperparameter Indexing...
Steering Time-Dependent Estimation of Posteriors with Hyperparameter Indexing...Tomonari Masada
 
Guided modes of Optical Step Index Fiber
Guided modes of Optical Step Index FiberGuided modes of Optical Step Index Fiber
Guided modes of Optical Step Index Fiberajay singh
 
USRP Implementation of Max-Min SNR Signal Energy based Spectrum Sensing Algor...
USRP Implementation of Max-Min SNR Signal Energy based Spectrum Sensing Algor...USRP Implementation of Max-Min SNR Signal Energy based Spectrum Sensing Algor...
USRP Implementation of Max-Min SNR Signal Energy based Spectrum Sensing Algor...T. E. BOGALE
 
Tele3113 wk6wed
Tele3113 wk6wedTele3113 wk6wed
Tele3113 wk6wedVin Voro
 
EDEEC-Enhanced Distributed Energy Efficient Clustering Protocol for He...
EDEEC-Enhanced  Distributed  Energy  Efficient Clustering  Protocol  for   He...EDEEC-Enhanced  Distributed  Energy  Efficient Clustering  Protocol  for   He...
EDEEC-Enhanced Distributed Energy Efficient Clustering Protocol for He...IRJET Journal
 
Fast fourier transform
Fast fourier transformFast fourier transform
Fast fourier transformchitra raju
 
Tele3113 tut4
Tele3113 tut4Tele3113 tut4
Tele3113 tut4Vin Voro
 
Tele3113 tut2
Tele3113 tut2Tele3113 tut2
Tele3113 tut2Vin Voro
 
Tele3113 tut3
Tele3113 tut3Tele3113 tut3
Tele3113 tut3Vin Voro
 
Tele3113 tut5
Tele3113 tut5Tele3113 tut5
Tele3113 tut5Vin Voro
 
IGARSS_2011.pptx
IGARSS_2011.pptxIGARSS_2011.pptx
IGARSS_2011.pptxgrssieee
 
Tele3113 tut1
Tele3113 tut1Tele3113 tut1
Tele3113 tut1Vin Voro
 
Matlab 2
Matlab 2Matlab 2
Matlab 2asguna
 
Tele3113 tut6
Tele3113 tut6Tele3113 tut6
Tele3113 tut6Vin Voro
 
Ch7 noise variation of different modulation scheme pg 63
Ch7 noise variation of different modulation scheme pg 63Ch7 noise variation of different modulation scheme pg 63
Ch7 noise variation of different modulation scheme pg 63Prateek Omer
 
Math cad fourier analysis (jcb-edited)
Math cad   fourier analysis (jcb-edited)Math cad   fourier analysis (jcb-edited)
Math cad fourier analysis (jcb-edited)Julio Banks
 

What's hot (20)

Learning object 1
Learning object 1Learning object 1
Learning object 1
 
Sns pre sem
Sns pre semSns pre sem
Sns pre sem
 
Fast Fourier Transform Analysis
Fast Fourier Transform AnalysisFast Fourier Transform Analysis
Fast Fourier Transform Analysis
 
Steering Time-Dependent Estimation of Posteriors with Hyperparameter Indexing...
Steering Time-Dependent Estimation of Posteriors with Hyperparameter Indexing...Steering Time-Dependent Estimation of Posteriors with Hyperparameter Indexing...
Steering Time-Dependent Estimation of Posteriors with Hyperparameter Indexing...
 
Guided modes of Optical Step Index Fiber
Guided modes of Optical Step Index FiberGuided modes of Optical Step Index Fiber
Guided modes of Optical Step Index Fiber
 
USRP Implementation of Max-Min SNR Signal Energy based Spectrum Sensing Algor...
USRP Implementation of Max-Min SNR Signal Energy based Spectrum Sensing Algor...USRP Implementation of Max-Min SNR Signal Energy based Spectrum Sensing Algor...
USRP Implementation of Max-Min SNR Signal Energy based Spectrum Sensing Algor...
 
Tele3113 wk6wed
Tele3113 wk6wedTele3113 wk6wed
Tele3113 wk6wed
 
EDEEC-Enhanced Distributed Energy Efficient Clustering Protocol for He...
EDEEC-Enhanced  Distributed  Energy  Efficient Clustering  Protocol  for   He...EDEEC-Enhanced  Distributed  Energy  Efficient Clustering  Protocol  for   He...
EDEEC-Enhanced Distributed Energy Efficient Clustering Protocol for He...
 
Fast fourier transform
Fast fourier transformFast fourier transform
Fast fourier transform
 
Tele3113 tut4
Tele3113 tut4Tele3113 tut4
Tele3113 tut4
 
Tele3113 tut2
Tele3113 tut2Tele3113 tut2
Tele3113 tut2
 
00e isi
00e isi00e isi
00e isi
 
Tele3113 tut3
Tele3113 tut3Tele3113 tut3
Tele3113 tut3
 
Tele3113 tut5
Tele3113 tut5Tele3113 tut5
Tele3113 tut5
 
IGARSS_2011.pptx
IGARSS_2011.pptxIGARSS_2011.pptx
IGARSS_2011.pptx
 
Tele3113 tut1
Tele3113 tut1Tele3113 tut1
Tele3113 tut1
 
Matlab 2
Matlab 2Matlab 2
Matlab 2
 
Tele3113 tut6
Tele3113 tut6Tele3113 tut6
Tele3113 tut6
 
Ch7 noise variation of different modulation scheme pg 63
Ch7 noise variation of different modulation scheme pg 63Ch7 noise variation of different modulation scheme pg 63
Ch7 noise variation of different modulation scheme pg 63
 
Math cad fourier analysis (jcb-edited)
Math cad   fourier analysis (jcb-edited)Math cad   fourier analysis (jcb-edited)
Math cad fourier analysis (jcb-edited)
 

Similar to Angular MIMO

Dsss final
Dsss finalDsss final
Dsss finalAJAL A J
 
Channel Estimation In The STTC For OFDM Using MIMO With 4G System
Channel Estimation In The STTC For OFDM Using MIMO With 4G SystemChannel Estimation In The STTC For OFDM Using MIMO With 4G System
Channel Estimation In The STTC For OFDM Using MIMO With 4G SystemIOSR Journals
 
Characterization of the Wireless Channel
Characterization of the Wireless ChannelCharacterization of the Wireless Channel
Characterization of the Wireless ChannelSuraj Katwal
 
Signal & systems
Signal & systemsSignal & systems
Signal & systemsAJAL A J
 
Radar 2009 a 9 antennas 2
Radar 2009 a 9 antennas 2Radar 2009 a 9 antennas 2
Radar 2009 a 9 antennas 2Forward2025
 
Solvedproblems 120406031331-phpapp01
Solvedproblems 120406031331-phpapp01Solvedproblems 120406031331-phpapp01
Solvedproblems 120406031331-phpapp01Rimple Mahey
 
AntBrief123A12-6-07.pptMaxwell’s Equations & EM Waves
AntBrief123A12-6-07.pptMaxwell’s Equations & EM WavesAntBrief123A12-6-07.pptMaxwell’s Equations & EM Waves
AntBrief123A12-6-07.pptMaxwell’s Equations & EM Wavesvasuhisrinivasan
 
1999 si pi_dws_training_course
1999 si pi_dws_training_course1999 si pi_dws_training_course
1999 si pi_dws_training_coursePiero Belforte
 
Course-Notes__Advanced-DSP.pdf
Course-Notes__Advanced-DSP.pdfCourse-Notes__Advanced-DSP.pdf
Course-Notes__Advanced-DSP.pdfShreeDevi42
 
Advanced_DSP_J_G_Proakis.pdf
Advanced_DSP_J_G_Proakis.pdfAdvanced_DSP_J_G_Proakis.pdf
Advanced_DSP_J_G_Proakis.pdfHariPrasad314745
 
2015-04 PhD defense
2015-04 PhD defense2015-04 PhD defense
2015-04 PhD defenseNil Garcia
 
wireless communications
wireless communications wireless communications
wireless communications faisalsaad18
 

Similar to Angular MIMO (20)

log periodic antenna
log periodic antennalog periodic antenna
log periodic antenna
 
IMT Advanced
IMT AdvancedIMT Advanced
IMT Advanced
 
Dsss final
Dsss finalDsss final
Dsss final
 
Channel Estimation In The STTC For OFDM Using MIMO With 4G System
Channel Estimation In The STTC For OFDM Using MIMO With 4G SystemChannel Estimation In The STTC For OFDM Using MIMO With 4G System
Channel Estimation In The STTC For OFDM Using MIMO With 4G System
 
I010125056
I010125056I010125056
I010125056
 
Characterization of the Wireless Channel
Characterization of the Wireless ChannelCharacterization of the Wireless Channel
Characterization of the Wireless Channel
 
Signal & systems
Signal & systemsSignal & systems
Signal & systems
 
Radar 2009 a 9 antennas 2
Radar 2009 a 9 antennas 2Radar 2009 a 9 antennas 2
Radar 2009 a 9 antennas 2
 
Mobile_Lec6
Mobile_Lec6Mobile_Lec6
Mobile_Lec6
 
Physics lo standing waves
Physics lo standing wavesPhysics lo standing waves
Physics lo standing waves
 
Solvedproblems 120406031331-phpapp01
Solvedproblems 120406031331-phpapp01Solvedproblems 120406031331-phpapp01
Solvedproblems 120406031331-phpapp01
 
AntBrief123A12-6-07.pptMaxwell’s Equations & EM Waves
AntBrief123A12-6-07.pptMaxwell’s Equations & EM WavesAntBrief123A12-6-07.pptMaxwell’s Equations & EM Waves
AntBrief123A12-6-07.pptMaxwell’s Equations & EM Waves
 
1999 si pi_dws_training_course
1999 si pi_dws_training_course1999 si pi_dws_training_course
1999 si pi_dws_training_course
 
Course-Notes__Advanced-DSP.pdf
Course-Notes__Advanced-DSP.pdfCourse-Notes__Advanced-DSP.pdf
Course-Notes__Advanced-DSP.pdf
 
Advanced_DSP_J_G_Proakis.pdf
Advanced_DSP_J_G_Proakis.pdfAdvanced_DSP_J_G_Proakis.pdf
Advanced_DSP_J_G_Proakis.pdf
 
Lecture13
Lecture13Lecture13
Lecture13
 
Sns slide 1 2011
Sns slide 1 2011Sns slide 1 2011
Sns slide 1 2011
 
2015-04 PhD defense
2015-04 PhD defense2015-04 PhD defense
2015-04 PhD defense
 
Ssbsc
SsbscSsbsc
Ssbsc
 
wireless communications
wireless communications wireless communications
wireless communications
 

Recently uploaded

Scaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationScaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationRadu Cotescu
 
The Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxThe Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxMalak Abu Hammad
 
Salesforce Community Group Quito, Salesforce 101
Salesforce Community Group Quito, Salesforce 101Salesforce Community Group Quito, Salesforce 101
Salesforce Community Group Quito, Salesforce 101Paola De la Torre
 
#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
 
How to Remove Document Management Hurdles with X-Docs?
How to Remove Document Management Hurdles with X-Docs?How to Remove Document Management Hurdles with X-Docs?
How to Remove Document Management Hurdles with X-Docs?XfilesPro
 
Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...
Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...
Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...HostedbyConfluent
 
Pigging Solutions in Pet Food Manufacturing
Pigging Solutions in Pet Food ManufacturingPigging Solutions in Pet Food Manufacturing
Pigging Solutions in Pet Food ManufacturingPigging Solutions
 
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024BookNet Canada
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)Gabriella Davis
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024Rafal Los
 
Presentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreterPresentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreternaman860154
 
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationFrom Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationSafe Software
 
Factors to Consider When Choosing Accounts Payable Services Providers.pptx
Factors to Consider When Choosing Accounts Payable Services Providers.pptxFactors to Consider When Choosing Accounts Payable Services Providers.pptx
Factors to Consider When Choosing Accounts Payable Services Providers.pptxKatpro Technologies
 
My Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationMy Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationRidwan Fadjar
 
GenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationGenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationMichael W. Hawkins
 
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking MenDelhi Call girls
 
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
 
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
 
[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdfhans926745
 
Handwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsHandwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsMaria Levchenko
 

Recently uploaded (20)

Scaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationScaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organization
 
The Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxThe Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptx
 
Salesforce Community Group Quito, Salesforce 101
Salesforce Community Group Quito, Salesforce 101Salesforce Community Group Quito, Salesforce 101
Salesforce Community Group Quito, Salesforce 101
 
#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
 
How to Remove Document Management Hurdles with X-Docs?
How to Remove Document Management Hurdles with X-Docs?How to Remove Document Management Hurdles with X-Docs?
How to Remove Document Management Hurdles with X-Docs?
 
Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...
Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...
Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...
 
Pigging Solutions in Pet Food Manufacturing
Pigging Solutions in Pet Food ManufacturingPigging Solutions in Pet Food Manufacturing
Pigging Solutions in Pet Food Manufacturing
 
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024
 
Presentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreterPresentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreter
 
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationFrom Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
 
Factors to Consider When Choosing Accounts Payable Services Providers.pptx
Factors to Consider When Choosing Accounts Payable Services Providers.pptxFactors to Consider When Choosing Accounts Payable Services Providers.pptx
Factors to Consider When Choosing Accounts Payable Services Providers.pptx
 
My Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationMy Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 Presentation
 
GenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationGenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day Presentation
 
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
 
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
 
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
 
[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf
 
Handwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsHandwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed texts
 

Angular MIMO