SlideShare a Scribd company logo
1 of 12
Download to read offline
Fundamental of Outage Probability
Domain: Wireless Communication Research
Dr. Varun Kumar
Domain: Wireless Communication Research Dr. Varun Kumar (IIIT Surat)Dr. Varun Kumar 1 / 12
Outlines
1 Introduction to Communication
2 Challenges of Wireless Communication
3 Introduction to Outage
4 Outage Variation with Different Parameters
5 References
Domain: Wireless Communication Research Dr. Varun Kumar (IIIT Surat)Dr. Varun Kumar 2 / 12
Introduction to Communication
⇒ Communication is a process for sending information/signal/data from
source to sink.
⇒ As per the nature of signal (analog and digital), it is categorized into
two parts.
Analog communication ⇒ When analog signal is transmitted from
source to sink.
Digital communication ⇒ When digital signal is transmitted from
source to sink.
⇒ By default all signals are analog in nature, whereas for convenience in
signal processing operation, this signal is converted into digital.
⇒ Digital signal is a man-made signal.
⇒ Digital signal has lots advantageous features compare to analog, like
noise immunity, storage, encryption and many more.
⇒ In modern wired and wireless communication; digital signal is the raw
ingredient for effective communication.
Domain: Wireless Communication Research Dr. Varun Kumar (IIIT Surat)Dr. Varun Kumar 3 / 12
Challenges of effective communication
Power ⇒ Communication at low power without losing the quality of
service (QoS)
Energy-efficient communication ⇒ Green communication
Signal strength at receiver end is below the certain threshold ⇒
Outage in existing communication network. This impairment is
measured in terms of outage probability.
Bandwidth ⇒ It is a scarce resource of wired as well as wireless
communication. Available bandwidth for commercial usage is very
less as per the data demand.
Spectrum-efficient communication
If effective data rate is below certain threshold then there arise a
problem of outage ⇒ Outage capacity
Time/Latency ⇒ Network latency is a critical challenge for coherent
transmission and detection.
Coherent time : The time over which the wireless channel are supposed
to be highly correlated or considered as constant.
Lower the latency greater be the system throughput.
Domain: Wireless Communication Research Dr. Varun Kumar (IIIT Surat)Dr. Varun Kumar 4 / 12
Continued–
Space ⇒ Due to multi-antenna integration across eNB as well as user
equipment (UE), spatial multiplexing/diversity could be possible in
modern communication.
Multiple antenna enhances diversity and multiplexing and reduces
outage at the cost of computational complexity, large bandwidth
requirement and many more.
Low complex precoder/decoder is an important design constraints.
Due to leakage of power between adjacent antenna elements in
multiple antenna system. Hence, high power can’t be transmitted
through Tx − Rx unit.
Code ⇒ Orthogonal code (pilot) is used for channel estimation. This
code is a very scarce resource in wireless communication.
In multi-user scenario, if number of users increases then the length of
code sequence is also very large that also increases the requirement of
other wireless resource significantly (especially time and frequency).
Note: There are end-less challenges comes in wireless communication.
Domain: Wireless Communication Research Dr. Varun Kumar (IIIT Surat)Dr. Varun Kumar 5 / 12
Introduction to outage and outage probability
Outage due to large scale effect→ Shadowing
From above figure A, B, C, D are the points on trajectory, where UE is
going to move.
Radial separation between base station and UE is d.
Let path loss exponent between A → B and C→ D is ν = 2.4
Between B → C, signal strength drops significantly due to shadowing.
Domain: Wireless Communication Research Dr. Varun Kumar (IIIT Surat)Dr. Varun Kumar 6 / 12
Continued–
Path loss expression,
Pr =
Pt
Z(d/d0)ν
(1)
where, Pr → Received power at UE, Pt → Transmitted power from BS,
d0 → Reference distance, Z → Log-normal random variable or
log(Z) ∼ N(0, σ2
) is a Gaussian distributed RV. Taking log on both side.
log10{Pr (d)} = log10 Pt − ν log10(d/d0)
Mean Pathloss ¯PL
− log10(Z) (2)
Pr (d)|dB = Pt|dB − PL(d) ⇒ PL(d) = ¯PL(d) + Xσ = ¯Pr (d) − Xσ (3)
Let Ω = 10 log10(Ω ) ⇒ Ω → log-normal RV, iff Ω is Gaussian distributed RV.
If Pr (d) < Pmin → Outage and P(Pr (d) < Pmin) → Outage probability
Pr (d)|dB − Pmin = β → Margin (4)
Domain: Wireless Communication Research Dr. Varun Kumar (IIIT Surat)Dr. Varun Kumar 7 / 12
Continued–
From (3), Xσ is a Gaussian distributed RV, whereas from (4)
P(Xσ > β) =
∞
β
1
√
2πσ
e− x2
2σ2
dx =
∞
β/σ
1
√
2π
e− y2
2 dy = Q
β
σ
(5)
Note :
Margin β depends on receiver sensitivity.
Apart from that multiple factors, like distance (d), path-loss exponent (ν),
operating carrier frequency (f ), power dispersive environment, and
many-more also affects the outage probability.
Q β
σ = Q Pr (d)−Pmin
σ = Q Pt −ν log(d/d0)−Pmin
σ
Domain: Wireless Communication Research Dr. Varun Kumar (IIIT Surat)Dr. Varun Kumar 8 / 12
Graphical representation
Domain: Wireless Communication Research Dr. Varun Kumar (IIIT Surat)Dr. Varun Kumar 9 / 12
Continued–
Domain: Wireless Communication Research Dr. Varun Kumar (IIIT Surat)Dr. Varun Kumar 10 / 12
Continued–
Domain: Wireless Communication Research Dr. Varun Kumar (IIIT Surat)Dr. Varun Kumar 11 / 12
References
W. Lin, S. Qian, and T. Matsumoto, “Lossy-forward relaying for lossy
communications: Rate-distortion and outage probability analyses,” IEEE
Transactions on Wireless Communications, vol. 18, no. 8, pp. 3974–3986, 2019.
J. Lee, H. Wang, J. G. Andrews, and D. Hong, “Outage probability of cognitive
relay networks with interference constraints,” IEEE Transactions on Wireless
Communications, vol. 10, no. 2, pp. 390–395, 2010.
Domain: Wireless Communication Research Dr. Varun Kumar (IIIT Surat)Dr. Varun Kumar 12 / 12

More Related Content

What's hot

Prioritizing handoffs
Prioritizing handoffsPrioritizing handoffs
Prioritizing handoffs
AJAL A J
 
Power delay profile,delay spread and doppler spread
Power delay profile,delay spread and doppler spreadPower delay profile,delay spread and doppler spread
Power delay profile,delay spread and doppler spread
Manish Srivastava
 
Chap 5 (small scale fading)
Chap 5 (small scale fading)Chap 5 (small scale fading)
Chap 5 (small scale fading)
asadkhan1327
 

What's hot (20)

2. wireless propagation models free space propagation
2. wireless propagation models   free space propagation2. wireless propagation models   free space propagation
2. wireless propagation models free space propagation
 
Chap 3
Chap 3Chap 3
Chap 3
 
Introduction To Wireless Fading Channels
Introduction To Wireless Fading ChannelsIntroduction To Wireless Fading Channels
Introduction To Wireless Fading Channels
 
Multiple Access
Multiple AccessMultiple Access
Multiple Access
 
Digital communication systems unit 1
Digital communication systems unit 1Digital communication systems unit 1
Digital communication systems unit 1
 
Multiple access techniques
Multiple access techniquesMultiple access techniques
Multiple access techniques
 
SPINS: Security Protocols for Sensor Networks
SPINS: Security Protocols for Sensor NetworksSPINS: Security Protocols for Sensor Networks
SPINS: Security Protocols for Sensor Networks
 
Mimo dr. morsi
Mimo  dr. morsiMimo  dr. morsi
Mimo dr. morsi
 
Prioritizing handoffs
Prioritizing handoffsPrioritizing handoffs
Prioritizing handoffs
 
Power delay profile,delay spread and doppler spread
Power delay profile,delay spread and doppler spreadPower delay profile,delay spread and doppler spread
Power delay profile,delay spread and doppler spread
 
Pulse shaping
Pulse shapingPulse shaping
Pulse shaping
 
Digital Communication: Information Theory
Digital Communication: Information TheoryDigital Communication: Information Theory
Digital Communication: Information Theory
 
Channel Model.pptx
Channel Model.pptxChannel Model.pptx
Channel Model.pptx
 
Equalization
EqualizationEqualization
Equalization
 
Channel assignment strategies
Channel assignment strategiesChannel assignment strategies
Channel assignment strategies
 
2.3 time division multiple access
2.3   time division multiple access2.3   time division multiple access
2.3 time division multiple access
 
Waveguide for Microwave Communication
Waveguide for Microwave CommunicationWaveguide for Microwave Communication
Waveguide for Microwave Communication
 
9. parameters of mobile multipath channels
9. parameters of mobile multipath channels9. parameters of mobile multipath channels
9. parameters of mobile multipath channels
 
Chap 5 (small scale fading)
Chap 5 (small scale fading)Chap 5 (small scale fading)
Chap 5 (small scale fading)
 
DPCM
DPCMDPCM
DPCM
 

Similar to Fundamental of Outage Probability

Improving thrpoughput and energy efficiency by pctar protocol in wireless
Improving thrpoughput and energy efficiency by pctar protocol in wirelessImproving thrpoughput and energy efficiency by pctar protocol in wireless
Improving thrpoughput and energy efficiency by pctar protocol in wireless
Iaetsd Iaetsd
 
Wimax 802.16d
Wimax 802.16dWimax 802.16d
Wimax 802.16d
mehulmite
 
Ijarcet vol-2-issue-4-1304-1308
Ijarcet vol-2-issue-4-1304-1308Ijarcet vol-2-issue-4-1304-1308
Ijarcet vol-2-issue-4-1304-1308
Editor IJARCET
 
System Consideration, Design and Implementation of Point To Point Microwave L...
System Consideration, Design and Implementation of Point To Point Microwave L...System Consideration, Design and Implementation of Point To Point Microwave L...
System Consideration, Design and Implementation of Point To Point Microwave L...
ijtsrd
 
Diversity techniques for wireless communication
Diversity techniques for wireless communicationDiversity techniques for wireless communication
Diversity techniques for wireless communication
IAEME Publication
 

Similar to Fundamental of Outage Probability (20)

Application of ML in physical layer
Application of ML in physical layerApplication of ML in physical layer
Application of ML in physical layer
 
Wc nots final unit new 7
Wc nots final unit new  7Wc nots final unit new  7
Wc nots final unit new 7
 
J0413056061
J0413056061J0413056061
J0413056061
 
Full duplex communication
Full duplex communicationFull duplex communication
Full duplex communication
 
Improving thrpoughput and energy efficiency by pctar protocol in wireless
Improving thrpoughput and energy efficiency by pctar protocol in wirelessImproving thrpoughput and energy efficiency by pctar protocol in wireless
Improving thrpoughput and energy efficiency by pctar protocol in wireless
 
Intelligent reflecting surface
Intelligent reflecting surfaceIntelligent reflecting surface
Intelligent reflecting surface
 
Wimax 802.16d
Wimax 802.16dWimax 802.16d
Wimax 802.16d
 
Empirical Determination of Locations of Unstable and Blank Gsm Signal Network...
Empirical Determination of Locations of Unstable and Blank Gsm Signal Network...Empirical Determination of Locations of Unstable and Blank Gsm Signal Network...
Empirical Determination of Locations of Unstable and Blank Gsm Signal Network...
 
IMPORTANCE OF WIRELESS CHANNELS IN COMMUNICATION
IMPORTANCE OF WIRELESS CHANNELS IN COMMUNICATIONIMPORTANCE OF WIRELESS CHANNELS IN COMMUNICATION
IMPORTANCE OF WIRELESS CHANNELS IN COMMUNICATION
 
Multi antana & its application
Multi antana & its applicationMulti antana & its application
Multi antana & its application
 
Intro_chaos_communication.ppt
Intro_chaos_communication.pptIntro_chaos_communication.ppt
Intro_chaos_communication.ppt
 
Ijarcet vol-2-issue-4-1304-1308
Ijarcet vol-2-issue-4-1304-1308Ijarcet vol-2-issue-4-1304-1308
Ijarcet vol-2-issue-4-1304-1308
 
Measuring the underwater received power behavior for 433 mhz radio frequency ...
Measuring the underwater received power behavior for 433 mhz radio frequency ...Measuring the underwater received power behavior for 433 mhz radio frequency ...
Measuring the underwater received power behavior for 433 mhz radio frequency ...
 
E03702038045
E03702038045E03702038045
E03702038045
 
System Consideration, Design and Implementation of Point To Point Microwave L...
System Consideration, Design and Implementation of Point To Point Microwave L...System Consideration, Design and Implementation of Point To Point Microwave L...
System Consideration, Design and Implementation of Point To Point Microwave L...
 
PERFORMANCE IMPROVEMENT OF PAPR REDUCTION FOR OFDM SIGNAL IN LTE SYSTEM
PERFORMANCE IMPROVEMENT OF PAPR REDUCTION FOR OFDM SIGNAL IN LTE SYSTEMPERFORMANCE IMPROVEMENT OF PAPR REDUCTION FOR OFDM SIGNAL IN LTE SYSTEM
PERFORMANCE IMPROVEMENT OF PAPR REDUCTION FOR OFDM SIGNAL IN LTE SYSTEM
 
Optimal Transmit Power and Packet Size in Wireless Sensor Networks in Shadowe...
Optimal Transmit Power and Packet Size in Wireless Sensor Networks in Shadowe...Optimal Transmit Power and Packet Size in Wireless Sensor Networks in Shadowe...
Optimal Transmit Power and Packet Size in Wireless Sensor Networks in Shadowe...
 
Popular Interview Wireless Question with Answer
Popular Interview Wireless Question with AnswerPopular Interview Wireless Question with Answer
Popular Interview Wireless Question with Answer
 
Beamforming antennas (1)
Beamforming antennas (1)Beamforming antennas (1)
Beamforming antennas (1)
 
Diversity techniques for wireless communication
Diversity techniques for wireless communicationDiversity techniques for wireless communication
Diversity techniques for wireless communication
 

More from VARUN KUMAR

More from VARUN KUMAR (20)

Distributed rc Model
Distributed rc ModelDistributed rc Model
Distributed rc Model
 
Electrical Wire Model
Electrical Wire ModelElectrical Wire Model
Electrical Wire Model
 
Interconnect Parameter in Digital VLSI Design
Interconnect Parameter in Digital VLSI DesignInterconnect Parameter in Digital VLSI Design
Interconnect Parameter in Digital VLSI Design
 
Introduction to Digital VLSI Design
Introduction to Digital VLSI DesignIntroduction to Digital VLSI Design
Introduction to Digital VLSI Design
 
Challenges of Massive MIMO System
Challenges of Massive MIMO SystemChallenges of Massive MIMO System
Challenges of Massive MIMO System
 
E-democracy or Digital Democracy
E-democracy or Digital DemocracyE-democracy or Digital Democracy
E-democracy or Digital Democracy
 
Ethics of Parasitic Computing
Ethics of Parasitic ComputingEthics of Parasitic Computing
Ethics of Parasitic Computing
 
Action Lines of Geneva Plan of Action
Action Lines of Geneva Plan of ActionAction Lines of Geneva Plan of Action
Action Lines of Geneva Plan of Action
 
Geneva Plan of Action
Geneva Plan of ActionGeneva Plan of Action
Geneva Plan of Action
 
Fair Use in the Electronic Age
Fair Use in the Electronic AgeFair Use in the Electronic Age
Fair Use in the Electronic Age
 
Software as a Property
Software as a PropertySoftware as a Property
Software as a Property
 
Orthogonal Polynomial
Orthogonal PolynomialOrthogonal Polynomial
Orthogonal Polynomial
 
Patent Protection
Patent ProtectionPatent Protection
Patent Protection
 
Copyright Vs Patent and Trade Secrecy Law
Copyright Vs Patent and Trade Secrecy LawCopyright Vs Patent and Trade Secrecy Law
Copyright Vs Patent and Trade Secrecy Law
 
Property Right and Software
Property Right and SoftwareProperty Right and Software
Property Right and Software
 
Investigating Data Trials
Investigating Data TrialsInvestigating Data Trials
Investigating Data Trials
 
Gaussian Numerical Integration
Gaussian Numerical IntegrationGaussian Numerical Integration
Gaussian Numerical Integration
 
Censorship and Controversy
Censorship and ControversyCensorship and Controversy
Censorship and Controversy
 
Romberg's Integration
Romberg's IntegrationRomberg's Integration
Romberg's Integration
 
Introduction to Censorship
Introduction to Censorship Introduction to Censorship
Introduction to Censorship
 

Recently uploaded

Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...
Dr.Costas Sachpazis
 
result management system report for college project
result management system report for college projectresult management system report for college project
result management system report for college project
Tonystark477637
 
UNIT-V FMM.HYDRAULIC TURBINE - Construction and working
UNIT-V FMM.HYDRAULIC TURBINE - Construction and workingUNIT-V FMM.HYDRAULIC TURBINE - Construction and working
UNIT-V FMM.HYDRAULIC TURBINE - Construction and working
rknatarajan
 

Recently uploaded (20)

Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...
 
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
 
Russian Call Girls in Nagpur Grishma Call 7001035870 Meet With Nagpur Escorts
Russian Call Girls in Nagpur Grishma Call 7001035870 Meet With Nagpur EscortsRussian Call Girls in Nagpur Grishma Call 7001035870 Meet With Nagpur Escorts
Russian Call Girls in Nagpur Grishma Call 7001035870 Meet With Nagpur Escorts
 
MANUFACTURING PROCESS-II UNIT-5 NC MACHINE TOOLS
MANUFACTURING PROCESS-II UNIT-5 NC MACHINE TOOLSMANUFACTURING PROCESS-II UNIT-5 NC MACHINE TOOLS
MANUFACTURING PROCESS-II UNIT-5 NC MACHINE TOOLS
 
DJARUM4D - SLOT GACOR ONLINE | SLOT DEMO ONLINE
DJARUM4D - SLOT GACOR ONLINE | SLOT DEMO ONLINEDJARUM4D - SLOT GACOR ONLINE | SLOT DEMO ONLINE
DJARUM4D - SLOT GACOR ONLINE | SLOT DEMO ONLINE
 
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdfONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
 
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
 
Booking open Available Pune Call Girls Koregaon Park 6297143586 Call Hot Ind...
Booking open Available Pune Call Girls Koregaon Park  6297143586 Call Hot Ind...Booking open Available Pune Call Girls Koregaon Park  6297143586 Call Hot Ind...
Booking open Available Pune Call Girls Koregaon Park 6297143586 Call Hot Ind...
 
Porous Ceramics seminar and technical writing
Porous Ceramics seminar and technical writingPorous Ceramics seminar and technical writing
Porous Ceramics seminar and technical writing
 
result management system report for college project
result management system report for college projectresult management system report for college project
result management system report for college project
 
Call Girls Service Nagpur Tanvi Call 7001035870 Meet With Nagpur Escorts
Call Girls Service Nagpur Tanvi Call 7001035870 Meet With Nagpur EscortsCall Girls Service Nagpur Tanvi Call 7001035870 Meet With Nagpur Escorts
Call Girls Service Nagpur Tanvi Call 7001035870 Meet With Nagpur Escorts
 
UNIT-V FMM.HYDRAULIC TURBINE - Construction and working
UNIT-V FMM.HYDRAULIC TURBINE - Construction and workingUNIT-V FMM.HYDRAULIC TURBINE - Construction and working
UNIT-V FMM.HYDRAULIC TURBINE - Construction and working
 
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINEMANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
 
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
 
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
 
Coefficient of Thermal Expansion and their Importance.pptx
Coefficient of Thermal Expansion and their Importance.pptxCoefficient of Thermal Expansion and their Importance.pptx
Coefficient of Thermal Expansion and their Importance.pptx
 
(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...
(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...
(SHREYA) Chakan Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Esc...
 
Online banking management system project.pdf
Online banking management system project.pdfOnline banking management system project.pdf
Online banking management system project.pdf
 
University management System project report..pdf
University management System project report..pdfUniversity management System project report..pdf
University management System project report..pdf
 
(INDIRA) Call Girl Aurangabad Call Now 8617697112 Aurangabad Escorts 24x7
(INDIRA) Call Girl Aurangabad Call Now 8617697112 Aurangabad Escorts 24x7(INDIRA) Call Girl Aurangabad Call Now 8617697112 Aurangabad Escorts 24x7
(INDIRA) Call Girl Aurangabad Call Now 8617697112 Aurangabad Escorts 24x7
 

Fundamental of Outage Probability

  • 1. Fundamental of Outage Probability Domain: Wireless Communication Research Dr. Varun Kumar Domain: Wireless Communication Research Dr. Varun Kumar (IIIT Surat)Dr. Varun Kumar 1 / 12
  • 2. Outlines 1 Introduction to Communication 2 Challenges of Wireless Communication 3 Introduction to Outage 4 Outage Variation with Different Parameters 5 References Domain: Wireless Communication Research Dr. Varun Kumar (IIIT Surat)Dr. Varun Kumar 2 / 12
  • 3. Introduction to Communication ⇒ Communication is a process for sending information/signal/data from source to sink. ⇒ As per the nature of signal (analog and digital), it is categorized into two parts. Analog communication ⇒ When analog signal is transmitted from source to sink. Digital communication ⇒ When digital signal is transmitted from source to sink. ⇒ By default all signals are analog in nature, whereas for convenience in signal processing operation, this signal is converted into digital. ⇒ Digital signal is a man-made signal. ⇒ Digital signal has lots advantageous features compare to analog, like noise immunity, storage, encryption and many more. ⇒ In modern wired and wireless communication; digital signal is the raw ingredient for effective communication. Domain: Wireless Communication Research Dr. Varun Kumar (IIIT Surat)Dr. Varun Kumar 3 / 12
  • 4. Challenges of effective communication Power ⇒ Communication at low power without losing the quality of service (QoS) Energy-efficient communication ⇒ Green communication Signal strength at receiver end is below the certain threshold ⇒ Outage in existing communication network. This impairment is measured in terms of outage probability. Bandwidth ⇒ It is a scarce resource of wired as well as wireless communication. Available bandwidth for commercial usage is very less as per the data demand. Spectrum-efficient communication If effective data rate is below certain threshold then there arise a problem of outage ⇒ Outage capacity Time/Latency ⇒ Network latency is a critical challenge for coherent transmission and detection. Coherent time : The time over which the wireless channel are supposed to be highly correlated or considered as constant. Lower the latency greater be the system throughput. Domain: Wireless Communication Research Dr. Varun Kumar (IIIT Surat)Dr. Varun Kumar 4 / 12
  • 5. Continued– Space ⇒ Due to multi-antenna integration across eNB as well as user equipment (UE), spatial multiplexing/diversity could be possible in modern communication. Multiple antenna enhances diversity and multiplexing and reduces outage at the cost of computational complexity, large bandwidth requirement and many more. Low complex precoder/decoder is an important design constraints. Due to leakage of power between adjacent antenna elements in multiple antenna system. Hence, high power can’t be transmitted through Tx − Rx unit. Code ⇒ Orthogonal code (pilot) is used for channel estimation. This code is a very scarce resource in wireless communication. In multi-user scenario, if number of users increases then the length of code sequence is also very large that also increases the requirement of other wireless resource significantly (especially time and frequency). Note: There are end-less challenges comes in wireless communication. Domain: Wireless Communication Research Dr. Varun Kumar (IIIT Surat)Dr. Varun Kumar 5 / 12
  • 6. Introduction to outage and outage probability Outage due to large scale effect→ Shadowing From above figure A, B, C, D are the points on trajectory, where UE is going to move. Radial separation between base station and UE is d. Let path loss exponent between A → B and C→ D is ν = 2.4 Between B → C, signal strength drops significantly due to shadowing. Domain: Wireless Communication Research Dr. Varun Kumar (IIIT Surat)Dr. Varun Kumar 6 / 12
  • 7. Continued– Path loss expression, Pr = Pt Z(d/d0)ν (1) where, Pr → Received power at UE, Pt → Transmitted power from BS, d0 → Reference distance, Z → Log-normal random variable or log(Z) ∼ N(0, σ2 ) is a Gaussian distributed RV. Taking log on both side. log10{Pr (d)} = log10 Pt − ν log10(d/d0) Mean Pathloss ¯PL − log10(Z) (2) Pr (d)|dB = Pt|dB − PL(d) ⇒ PL(d) = ¯PL(d) + Xσ = ¯Pr (d) − Xσ (3) Let Ω = 10 log10(Ω ) ⇒ Ω → log-normal RV, iff Ω is Gaussian distributed RV. If Pr (d) < Pmin → Outage and P(Pr (d) < Pmin) → Outage probability Pr (d)|dB − Pmin = β → Margin (4) Domain: Wireless Communication Research Dr. Varun Kumar (IIIT Surat)Dr. Varun Kumar 7 / 12
  • 8. Continued– From (3), Xσ is a Gaussian distributed RV, whereas from (4) P(Xσ > β) = ∞ β 1 √ 2πσ e− x2 2σ2 dx = ∞ β/σ 1 √ 2π e− y2 2 dy = Q β σ (5) Note : Margin β depends on receiver sensitivity. Apart from that multiple factors, like distance (d), path-loss exponent (ν), operating carrier frequency (f ), power dispersive environment, and many-more also affects the outage probability. Q β σ = Q Pr (d)−Pmin σ = Q Pt −ν log(d/d0)−Pmin σ Domain: Wireless Communication Research Dr. Varun Kumar (IIIT Surat)Dr. Varun Kumar 8 / 12
  • 9. Graphical representation Domain: Wireless Communication Research Dr. Varun Kumar (IIIT Surat)Dr. Varun Kumar 9 / 12
  • 10. Continued– Domain: Wireless Communication Research Dr. Varun Kumar (IIIT Surat)Dr. Varun Kumar 10 / 12
  • 11. Continued– Domain: Wireless Communication Research Dr. Varun Kumar (IIIT Surat)Dr. Varun Kumar 11 / 12
  • 12. References W. Lin, S. Qian, and T. Matsumoto, “Lossy-forward relaying for lossy communications: Rate-distortion and outage probability analyses,” IEEE Transactions on Wireless Communications, vol. 18, no. 8, pp. 3974–3986, 2019. J. Lee, H. Wang, J. G. Andrews, and D. Hong, “Outage probability of cognitive relay networks with interference constraints,” IEEE Transactions on Wireless Communications, vol. 10, no. 2, pp. 390–395, 2010. Domain: Wireless Communication Research Dr. Varun Kumar (IIIT Surat)Dr. Varun Kumar 12 / 12