Upload
abdulmoneam-ali
View
69
Download
2
Embed Size (px)
Citation preview
On the Stable Throughput of Cooperative CognitiveRadio Networks with Finite Relaying Buffer
Reference: A. M. Elmahdy, A. El-Key, T. ElBatt, and K. G. Seddik, On the Stable Throughput of Cooperative CognitiveRadio Networks with Finite Relaying Buffer, International Symposium on Personal, Indoor and Mobile Radio
Communications, Sept. 2014.
Abdulmoneam Ali
Wireless Intelligent Network Center (WINC), Nile University, Egypt
June 27, 2016
Abdulmoneam Ali (Nile University) On the Stable Throughput of Cooperative Cognitive Radio Networks with Finite Relaying BufferJune 27, 2016 1 / 19
Agenda
Introduction
Problem Definition
System Model
Cooperation strategy
Stable Throughput Region1 Queue Stability2 DTMC Analysis of relaying queue3 Stable throughput Characterization problem
Numerical Results
Conclusion
Abdulmoneam Ali (Nile University) On the Stable Throughput of Cooperative Cognitive Radio Networks with Finite Relaying BufferJune 27, 2016 2 / 19
Introduction
The concept of Cognitive radio was motivated by spectrum scarcityand inefficient utilization of the licensed spectrum
Cooperative Communication: some nodes forward transmission ofother nodes towards intended receiver ” Relay ”
Incorporating cooperation into cognitive radio networks ”Win-Win”Situation
Abdulmoneam Ali (Nile University) On the Stable Throughput of Cooperative Cognitive Radio Networks with Finite Relaying BufferJune 27, 2016 3 / 19
Problem Definition
Characterize the stable throughput region when relaying buffer at theSU has finite capacity
Abdulmoneam Ali (Nile University) On the Stable Throughput of Cooperative Cognitive Radio Networks with Finite Relaying BufferJune 27, 2016 4 / 19
System Model
Abdulmoneam Ali (Nile University) On the Stable Throughput of Cooperative Cognitive Radio Networks with Finite Relaying BufferJune 27, 2016 5 / 19
System Assumption
The system is time-slotted
The instantaneous length evolution :Qt+1
i = (Qti − Y t
i )+ + X ti , i ∈ {P, S , SP}
Conflict free system so the only reason for packet loss is link outage
The Mobility of the nodes is ignored
SU has better channel to the destination than PU (fsd > fpd)
Instantaneous and error-free ACK , heard by all the nodes
Abdulmoneam Ali (Nile University) On the Stable Throughput of Cooperative Cognitive Radio Networks with Finite Relaying BufferJune 27, 2016 6 / 19
Cooperation Strategy
When PU is backlogged,it transmits a packet
If the destination correctly decodes the PU packet, it sends ACK andpacket dropped from Qp and exits the system
If the destination fails to decode the PU packet, but SU correctlydecodes it, Qsp buffers it w.p ai ,i=0,1,...,K.
If neither the destination nor the SU successfully receives PU packetthen the PU keeps it and re-transmit in the next time slot.
Abdulmoneam Ali (Nile University) On the Stable Throughput of Cooperative Cognitive Radio Networks with Finite Relaying BufferJune 27, 2016 7 / 19
Cooperation Strategy
When PU is idle ( Qp is empty), the SU accesses the channel
SU transmits a packet either from Qsp w.p. 1-bi , i=0,1,...,K or fromQs w.p. bi i=0,1,..,K
If the destination correctly decodes the SU packet, it sends back anACK , then the packet is dropped from either Qsp or Qs and exits thesystem.
The queue selection probability bi and the admission probabilitydepend on the of packets in Qsp
Abdulmoneam Ali (Nile University) On the Stable Throughput of Cooperative Cognitive Radio Networks with Finite Relaying BufferJune 27, 2016 8 / 19
Cooperation Strategy
When relaying queue is full(Qsp=K packets) , ak=0
When relaying queue is empty , b0=1
It is non-work-conserving System
However, the non-work-conserving policy achieves the same stablethroughput region of work conserving policy in infinite relaying buffer.
Abdulmoneam Ali (Nile University) On the Stable Throughput of Cooperative Cognitive Radio Networks with Finite Relaying BufferJune 27, 2016 9 / 19
Stable Throughput Region
The System is stable when all of its queues are stable.
Theorem (Loynes’s Theorem)
If the arrival and the service processes of a queue are stationary, then thequeue is stable if and only if the arrival rate is strictly less than the servicerate
Abdulmoneam Ali (Nile University) On the Stable Throughput of Cooperative Cognitive Radio Networks with Finite Relaying BufferJune 27, 2016 10 / 19
A.Queue Stability
for Qp stability : λp < µp
µp = fpd + (1− f pd)fpsΣKi=0aiπi
For Qs : µs = (1− λp
µp)fsdΣK
i=0biπi
Stable Throughput region
R = {(λp, λs)|λp < fpd + (1− f pd)fpsΣKi=0aiπi , λs < fsd(1− λp
µp)ΣK
i=0biπi}
Abdulmoneam Ali (Nile University) On the Stable Throughput of Cooperative Cognitive Radio Networks with Finite Relaying BufferJune 27, 2016 11 / 19
B.DTMC Analysis of Qsp
λi =λp
µp(1− fpd)fpsai , i = 0, 1, ...,K
µi = (1− λp
µp)fsd(1− bi ), i = 0, 1, ...,K
Abdulmoneam Ali (Nile University) On the Stable Throughput of Cooperative Cognitive Radio Networks with Finite Relaying BufferJune 27, 2016 12 / 19
B.DTMC Analysis of Qsp
Using balance equation , the steady state probabilities :
πj+1 =λj
µj+1πj , j = 0, 1, ...,K − 1
πj+1 =λb(1−fpd )fpsaj
(µp−λp)(1−bj+1)fsdπj , j = 0, 1, ..., k − 1
Applying normalization condition
ΣKi=0πi = 1
we can obtain π0 and, hence completely characterize the steady statedistribution of Qsp
Abdulmoneam Ali (Nile University) On the Stable Throughput of Cooperative Cognitive Radio Networks with Finite Relaying BufferJune 27, 2016 13 / 19
C.Stable throughput characterization Problem
Maximizing service rate of the SU for a given arrival rate of Primarytraffic while satisfying stability constraints of all queues in the system
Abdulmoneam Ali (Nile University) On the Stable Throughput of Cooperative Cognitive Radio Networks with Finite Relaying BufferJune 27, 2016 14 / 19
Finding Stable throughput region
Transforming non-convex Optimization Problem into a linearProgram
Introduce new variables xi = aiπi and yi = biπi
At given value of µp the problem reduces into a linear Program in thevariables {ai , bi , πi}
The feasible values of µp over which the linear program runs is :max(λp, fpd) ≤ µp ≤ fpd + (1− fpd)fps
Our goal is to identify the value of µp that corresponds to themaximum achievable value of objective function
Abdulmoneam Ali (Nile University) On the Stable Throughput of Cooperative Cognitive Radio Networks with Finite Relaying BufferJune 27, 2016 15 / 19
Numerical Results
System Parameters : fpd = 0.3, fps = 0.4, fsd = 0.8Baseline Comparison with work conserving scheme in which SU fullycooperates with PU via an infinite length queue
Abdulmoneam Ali (Nile University) On the Stable Throughput of Cooperative Cognitive Radio Networks with Finite Relaying BufferJune 27, 2016 16 / 19
Conclusion
Studying effect of the finite size of relaying queue on the stablethroughput region of cooperative cognitive radio network
Formulating constrained optimization problem for maximizingsecondary user throughput while guaranteeing the stability of primaryuser queue
Numerical results reveal that cooperation is always advantageous toPU and SU in terms of expanding their stable throughput region
System doesn’t lose much in terms of the stable throughput regiondespite the limited relaying capacity
Future Work : other Performance metrics of the network can bestudied
Abdulmoneam Ali (Nile University) On the Stable Throughput of Cooperative Cognitive Radio Networks with Finite Relaying BufferJune 27, 2016 17 / 19
Thank you !
Abdulmoneam Ali (Nile University) On the Stable Throughput of Cooperative Cognitive Radio Networks with Finite Relaying BufferJune 27, 2016 18 / 19
Acknowledge
”This day wouldn’t be possible without the grace of Allah then, thededication of Dr. Amr A. El-Sherif and support from my dearest friendsAhmed Magdy, Ahmed Roshdy , Belal Essam and Osama Ashraf. Thanksto all of you.”
Abdulmoneam Ali (Nile University) On the Stable Throughput of Cooperative Cognitive Radio Networks with Finite Relaying BufferJune 27, 2016 19 / 19