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Relay ARQ SystemInformation-Theoretic Analysis
Simulation ResultsConclusion and Perspectives
Related Works
Relay ARQ Strategies for Single Carrier MIMOBroadband Amplify-and-Forward Cooperative
Transmission
Zakaria El-Moutaouakkil
Nokia Siemens Networks, Morocco
This work is co-authored with
Tarik Ait-Idir (INPT, Morocco/Telecom Bretagne, France)
Halim Yanikomeroglu (Carleton University, Canada)
Samir Saoudi (Telecom Bretagne, France)
IEEE Symposium on Personal Indoor and Mobile Radio Communications
29th September 2010
September 25, 2010
Zakaria El-Moutaouakkil (NSN, Morocco) Relay ARQ Strategies in the AF Relaying Framework (1)
Relay ARQ SystemInformation-Theoretic Analysis
Simulation ResultsConclusion and Perspectives
Related Works
Outline
1 Relay ARQ System
2 Information-Theoretic Analysis
3 Simulation Results
4 Conclusion and Perspectives
5 Related Works
Zakaria El-Moutaouakkil (NSN, Morocco) Relay ARQ Strategies in the AF Relaying Framework (2)
Relay ARQ SystemInformation-Theoretic Analysis
Simulation ResultsConclusion and Perspectives
Related Works
Brief Description of the ConceptRelay ARQ ProtocolRelay ARQ with Slot Mapping ReversalSub-Packets ARQ Transmission Model
Brief Description of the Concept
Source
Relay
Destination
ND
NR
NSARQ
1 2
3
Fig. 1: Relay ARQ System Model
Channel 1, channel 2, and channel 3 are regarded at kth transmission as a frequencyselective fading MIMO channels having LSR, LRD , and LSD independent paths,respectively.
Each path is characterized by its quasi-static flat fading MIMO channel matrix
HAB(k)l ∈ CNA×NB for l ∈ {0, . . . , LAB − 1} where A ∈ {S,R} and B ∈ {R,D}.
Relaying works under the framework of half-duplex amplify-and-forward protocol.
Packet re-transmissions follows the Chase-type ARQ mechanism.
Each Packet transmission k within a maximum of K ARQ rounds spans two consecutivetime slots (TS)s.
Zakaria El-Moutaouakkil (NSN, Morocco) Relay ARQ Strategies in the AF Relaying Framework (3)
Relay ARQ SystemInformation-Theoretic Analysis
Simulation ResultsConclusion and Perspectives
Related Works
Brief Description of the ConceptRelay ARQ ProtocolRelay ARQ with Slot Mapping ReversalSub-Packets ARQ Transmission Model
Brief Description of the Concept
Source
Relay
Destination
ND
NR
NSARQ
1 2
3
Fig. 1: Relay ARQ System Model
Channel 1, channel 2, and channel 3 are regarded at kth transmission as a frequencyselective fading MIMO channels having LSR, LRD , and LSD independent paths,respectively.
Each path is characterized by its quasi-static flat fading MIMO channel matrix
HAB(k)l ∈ CNA×NB for l ∈ {0, . . . , LAB − 1} where A ∈ {S,R} and B ∈ {R,D}.
Relaying works under the framework of half-duplex amplify-and-forward protocol.
Packet re-transmissions follows the Chase-type ARQ mechanism.
Each Packet transmission k within a maximum of K ARQ rounds spans two consecutivetime slots (TS)s.
Zakaria El-Moutaouakkil (NSN, Morocco) Relay ARQ Strategies in the AF Relaying Framework (3)
Relay ARQ SystemInformation-Theoretic Analysis
Simulation ResultsConclusion and Perspectives
Related Works
Brief Description of the ConceptRelay ARQ ProtocolRelay ARQ with Slot Mapping ReversalSub-Packets ARQ Transmission Model
Brief Description of the Concept
Source
Relay
Destination
ND
NR
NSARQ
1 2
3
Fig. 1: Relay ARQ System Model
Channel 1, channel 2, and channel 3 are regarded at kth transmission as a frequencyselective fading MIMO channels having LSR, LRD , and LSD independent paths,respectively.
Each path is characterized by its quasi-static flat fading MIMO channel matrix
HAB(k)l ∈ CNA×NB for l ∈ {0, . . . , LAB − 1} where A ∈ {S,R} and B ∈ {R,D}.
Relaying works under the framework of half-duplex amplify-and-forward protocol.
Packet re-transmissions follows the Chase-type ARQ mechanism.
Each Packet transmission k within a maximum of K ARQ rounds spans two consecutivetime slots (TS)s.
Zakaria El-Moutaouakkil (NSN, Morocco) Relay ARQ Strategies in the AF Relaying Framework (3)
Relay ARQ SystemInformation-Theoretic Analysis
Simulation ResultsConclusion and Perspectives
Related Works
Brief Description of the ConceptRelay ARQ ProtocolRelay ARQ with Slot Mapping ReversalSub-Packets ARQ Transmission Model
Brief Description of the Concept
Source
Relay
Destination
ND
NR
NSARQ
1 2
3
Fig. 1: Relay ARQ System Model
Channel 1, channel 2, and channel 3 are regarded at kth transmission as a frequencyselective fading MIMO channels having LSR, LRD , and LSD independent paths,respectively.
Each path is characterized by its quasi-static flat fading MIMO channel matrix
HAB(k)l ∈ CNA×NB for l ∈ {0, . . . , LAB − 1} where A ∈ {S,R} and B ∈ {R,D}.
Relaying works under the framework of half-duplex amplify-and-forward protocol.
Packet re-transmissions follows the Chase-type ARQ mechanism.
Each Packet transmission k within a maximum of K ARQ rounds spans two consecutivetime slots (TS)s.
Zakaria El-Moutaouakkil (NSN, Morocco) Relay ARQ Strategies in the AF Relaying Framework (3)
Relay ARQ SystemInformation-Theoretic Analysis
Simulation ResultsConclusion and Perspectives
Related Works
Brief Description of the ConceptRelay ARQ ProtocolRelay ARQ with Slot Mapping ReversalSub-Packets ARQ Transmission Model
Brief Description of the Concept
Source
Relay
Destination
ND
NR
NSARQ
1 2
3
Fig. 1: Relay ARQ System Model
Channel 1, channel 2, and channel 3 are regarded at kth transmission as a frequencyselective fading MIMO channels having LSR, LRD , and LSD independent paths,respectively.
Each path is characterized by its quasi-static flat fading MIMO channel matrix
HAB(k)l ∈ CNA×NB for l ∈ {0, . . . , LAB − 1} where A ∈ {S,R} and B ∈ {R,D}.
Relaying works under the framework of half-duplex amplify-and-forward protocol.
Packet re-transmissions follows the Chase-type ARQ mechanism.
Each Packet transmission k within a maximum of K ARQ rounds spans two consecutivetime slots (TS)s.
Zakaria El-Moutaouakkil (NSN, Morocco) Relay ARQ Strategies in the AF Relaying Framework (3)
Relay ARQ SystemInformation-Theoretic Analysis
Simulation ResultsConclusion and Perspectives
Related Works
Brief Description of the ConceptRelay ARQ ProtocolRelay ARQ with Slot Mapping ReversalSub-Packets ARQ Transmission Model
Brief Description of the Concept
Fig. 2: Source node transmitter scheme.
Splitting Rule
Upon the 1st transmission, node S generates according to an STBICM encoder the symbolpacket
x , [x0, . . . , xT−1] ∈ CNS×T . (1)
The symbol vectors xt′ ∈ XNS×1 for t′ = 0, · · · , T − 1 are chosen to have equally
powered entries, hence satisfying E[xt′ xHt′′ ] = δ
t′,t′′ INS .
It is then splitted into two equally sized NS × T2 sub-packets z1 and z2 constructed as
{z1,t = x2t , 0 ≤ t ≤ T
2 − 1
z2,t = x2t+1 , 0 ≤ t ≤ T2 − 1
. (2)
Zakaria El-Moutaouakkil (NSN, Morocco) Relay ARQ Strategies in the AF Relaying Framework (4)
Relay ARQ SystemInformation-Theoretic Analysis
Simulation ResultsConclusion and Perspectives
Related Works
Brief Description of the ConceptRelay ARQ ProtocolRelay ARQ with Slot Mapping ReversalSub-Packets ARQ Transmission Model
Brief Description of the Concept
Fig. 2: Source node transmitter scheme.
Splitting Rule
Upon the 1st transmission, node S generates according to an STBICM encoder the symbolpacket
x , [x0, . . . , xT−1] ∈ CNS×T . (1)
The symbol vectors xt′ ∈ XNS×1 for t′ = 0, · · · , T − 1 are chosen to have equally
powered entries, hence satisfying E[xt′ xHt′′ ] = δ
t′,t′′ INS .
It is then splitted into two equally sized NS × T2 sub-packets z1 and z2 constructed as
{z1,t = x2t , 0 ≤ t ≤ T
2 − 1
z2,t = x2t+1 , 0 ≤ t ≤ T2 − 1
. (2)
Zakaria El-Moutaouakkil (NSN, Morocco) Relay ARQ Strategies in the AF Relaying Framework (4)
Relay ARQ SystemInformation-Theoretic Analysis
Simulation ResultsConclusion and Perspectives
Related Works
Brief Description of the ConceptRelay ARQ ProtocolRelay ARQ with Slot Mapping ReversalSub-Packets ARQ Transmission Model
Brief Description of the Concept
Fig. 2: Source node transmitter scheme.
Splitting Rule
Upon the 1st transmission, node S generates according to an STBICM encoder the symbolpacket
x , [x0, . . . , xT−1] ∈ CNS×T . (1)
The symbol vectors xt′ ∈ XNS×1 for t′ = 0, · · · , T − 1 are chosen to have equally
powered entries, hence satisfying E[xt′ xHt′′ ] = δ
t′,t′′ INS .
It is then splitted into two equally sized NS × T2 sub-packets z1 and z2 constructed as
{z1,t = x2t , 0 ≤ t ≤ T
2 − 1
z2,t = x2t+1 , 0 ≤ t ≤ T2 − 1
. (2)
Zakaria El-Moutaouakkil (NSN, Morocco) Relay ARQ Strategies in the AF Relaying Framework (4)
Relay ARQ SystemInformation-Theoretic Analysis
Simulation ResultsConclusion and Perspectives
Related Works
Brief Description of the ConceptRelay ARQ ProtocolRelay ARQ with Slot Mapping ReversalSub-Packets ARQ Transmission Model
Relay ARQ Protocol
Transmission Period Reception Period
(S)
(R)
(D)
1st TS 2nd TS
Trans. (k)
(S)
(R)
(D)
(b)(a)
yR
(k)y
R
(k)
Z1 Z2
yD
1,(k)y
D
2,(k)
1st TS 2nd TS
Trans. (k odd)
yR
(k)y
R
(k)
Z1 Z2
yD
1,(k)y
D
2,(k)
1st TS 2nd TS
Trans. (k even)
yR
(k)y
R
(k)
Z2 Z1
yD
1,(k)y
D
2,(k)
Fig. 3: Relay ARQ Protocol (a), Relay ARQ with Slot-Mapping Reversal (b) for k = 1, . . . , K.
Sub-Packets Slot Mapping is Fixed Fig. 3(a)
z1 followed by z2 during the first and the second TS, respectively, for all the ARQ rounds.
Zakaria El-Moutaouakkil (NSN, Morocco) Relay ARQ Strategies in the AF Relaying Framework (5)
Relay ARQ SystemInformation-Theoretic Analysis
Simulation ResultsConclusion and Perspectives
Related Works
Brief Description of the ConceptRelay ARQ ProtocolRelay ARQ with Slot Mapping ReversalSub-Packets ARQ Transmission Model
Relay ARQ with Slot Mapping Reversal
Transmission Period Reception Period
(S)
(R)
(D)
1st TS 2nd TS
Trans. (k)
(S)
(R)
(D)
(b)(a)
yR
(k)y
R
(k)
Z1 Z2
yD
1,(k)y
D
2,(k)
1st TS 2nd TS
Trans. (k odd)
yR
(k)y
R
(k)
Z1 Z2
yD
1,(k)y
D
2,(k)
1st TS 2nd TS
Trans. (k even)
yR
(k)y
R
(k)
Z2 Z1
yD
1,(k)y
D
2,(k)
Fig. 3: Relay ARQ Protocol (a), Relay ARQ with Slot-Mapping Reversal (b) for k = 1, . . . , K.
Sub-Packets Slot Mapping is Reversed Fig. 3(b)
Depending on the transmission index parity, sub-packets z1 and z2 are mapped onto eitherthe first or the second time slot.
Zakaria El-Moutaouakkil (NSN, Morocco) Relay ARQ Strategies in the AF Relaying Framework (6)
Relay ARQ SystemInformation-Theoretic Analysis
Simulation ResultsConclusion and Perspectives
Related Works
Brief Description of the ConceptRelay ARQ ProtocolRelay ARQ with Slot Mapping ReversalSub-Packets ARQ Transmission Model
Sub-Packets ARQ Transmission Model (I)
During the 1st TS of ARQ round k:
y(k)R,t =
√ESR
LSR−1∑l=0
HSR(k)l z1,(t−l)modT2
+ n(k)R,t (3)
y1,(k)D,t =
√ESD
LSD−1∑l=0
HSD(k)1,l z1,(t−l)modT2
+ n1,(k)D,t (4)
ESR and ESD are the energies capturing the effects of path loss and shadowing in channel1 and 3, respectively.
n(k)B,t ∼ N (0NB×1, N0INB ) for B ∈ {R,D} .
A cyclic prefix (CP) portion of length Lcp = max {LSD, LSR, LRD} is appended to z1and z2 upon their transmission.
AF function at the Relay node:{y
(k)R,t = γy
(k)R,t, t = 0, ..., T2 − 1
γ = 1/√NSESR +N0
(5)
Zakaria El-Moutaouakkil (NSN, Morocco) Relay ARQ Strategies in the AF Relaying Framework (7)
Relay ARQ SystemInformation-Theoretic Analysis
Simulation ResultsConclusion and Perspectives
Related Works
Brief Description of the ConceptRelay ARQ ProtocolRelay ARQ with Slot Mapping ReversalSub-Packets ARQ Transmission Model
Sub-Packets ARQ Transmission Model (II)
During the 2nd TS of ARQ round k:
y2,(k)D,t =
Lmax−1∑l=0
H(k)l z(t−l)modT2
+ n2,(k)D,t (6)
where zt ,
[z1,t
z2,t
]∈ X 2NS ,
Lmax , max(LSD , LSRD ), and LSRD = LSR + LRD − 1,
(7)
H(k)l =
[γ√
ESRERDHSRD(k)
l
√ESDH
SD(k)
2,l
],
n2,(k)D,t = γ
√ERD
LRD−1∑l=0
HRD(k)l n
(k)
R,(t−l)modT2+ n
2,(k)D,t . (8)
Zakaria El-Moutaouakkil (NSN, Morocco) Relay ARQ Strategies in the AF Relaying Framework (8)
Relay ARQ SystemInformation-Theoretic Analysis
Simulation ResultsConclusion and Perspectives
Related Works
Brief Description of the ConceptRelay ARQ ProtocolRelay ARQ with Slot Mapping ReversalSub-Packets ARQ Transmission Model
Sub-Packets ARQ Transmission Model (III)
At the end of the second slot node D builds up (jointly) the augmented size signalvector
yequ(k)
D,t
{[y
1,(k)D,t
y2,(k)D,t
]=
Lmax−1∑l=0
Hequ(k)
l z(t−l)modT2+ n
equ(k)
D,t , (9)
in which the k-parity 2ND × 2NS equivalent MIMO channel matrix Hequ(k)
l has beencarefully introduced with the following form
Hequ(k)
l =
[A 0ND×NSB C
], k odd
Hequ(k)
l =
[0ND×NS A
C B
], k even
(10)
where,
A =√
ESDHSD(k)
1,l , (11)
B = γ√
ESRERDL−1
HSRD(k)
l , (12)
C =√
ESDL−1
HSD(k)
2,l . (13)
Zakaria El-Moutaouakkil (NSN, Morocco) Relay ARQ Strategies in the AF Relaying Framework (9)
Relay ARQ SystemInformation-Theoretic Analysis
Simulation ResultsConclusion and Perspectives
Related Works
Brief Description of the ConceptRelay ARQ ProtocolRelay ARQ with Slot Mapping ReversalSub-Packets ARQ Transmission Model
Sub-Packets ARQ Transmission Model (III)
In a joint manner signal vector yequ(k)
D,t is grouped with all the previously
received signals yequ(k−1)
D,t , · · · ,yequ(1)
D,t to decode the data packet.
K ARQ rounds Transmission Model
This leads to the 2NDk × 2Ns block transmission model given byyequ
(1)
D,t
.
.
.
yequ(k)
D,t
︸ ︷︷ ︸
yequ,kD,t
=
Lmax−1∑l=0
Hequ(1)
l
.
.
.
Hequ(k)
l
︸ ︷︷ ︸
Hequ,kl
z(t−l)modT2+
nequ
(1)
D,t
.
.
.
nequ(k)
D,t
︸ ︷︷ ︸
nequ,kD,t
. (14)
Zakaria El-Moutaouakkil (NSN, Morocco) Relay ARQ Strategies in the AF Relaying Framework (10)
Relay ARQ SystemInformation-Theoretic Analysis
Simulation ResultsConclusion and Perspectives
Related Works
Outage ProbabilityAverage Throughput
Outage Probability
Definition (Pertaining to K=1)
The outage probability at a given signal-to-noise ratio (SNR) ρ, denoted by Pout, refers to the
probability half of the information rate I (the factor 12 comes from the fact that one channel use
of the equivalent received signal model (9) corresponds to two temporal channel uses), between
transmitted block z and received block yequ,1D
, is below a target rate R,
Pout (ρ,R) = Pr
{1
2I(z;yequ,1
D
∣∣∣{Hequ,1l
}, ρ)< R
}(15)
where
z =
z1
...zT
2
, and yequ,1D
=
yequ,1
D,1
...
yequ,1
D,T2 −1
.
Zakaria El-Moutaouakkil (NSN, Morocco) Relay ARQ Strategies in the AF Relaying Framework (11)
Relay ARQ SystemInformation-Theoretic Analysis
Simulation ResultsConclusion and Perspectives
Related Works
Outage ProbabilityAverage Throughput
Outage Probability
Generalization
To extend the previous formula on our ARQ relay system, we use the renewal theory as well as theobservation that allows us to view the presented Chase-type ARQ mechanism, with a maximumnumber of rounds K, as a repetition coding scheme over K parallel sub-virtual channels.Accordingly, given the equivalent MIMO-ARQ channel model (14), (15) can be re-written as
Pout (ρ,R) =Pr
{1
2KI(z;y
equ,K
D
∣∣∣{Hequ,Kl
}, ρ)< R,A1, ...,AK−1
},
where Ak represents the event that a NACK feedback is sent back to the source node S at roundk = 1, ..., K − 1.
Zakaria El-Moutaouakkil (NSN, Morocco) Relay ARQ Strategies in the AF Relaying Framework (12)
Relay ARQ SystemInformation-Theoretic Analysis
Simulation ResultsConclusion and Perspectives
Related Works
Outage ProbabilityAverage Throughput
Average Throughput
The average throughput formula corresponding to the transmission over the equivalent Relay ARQMIMO channel is given by
η =E [R]
E [ν]. (16)
R is a discrete random variable equals either to R when successful packet decoding isdetected within the K rounds or 0 otherwise.
In an outage sense, these two values are taken with probabilities 1− Pout (ρ,R) andPout (ρ,R), respectively.
ν is a RV counting the number of rounds consumed to transmit one packet.
Thus, the average throughput (16) can be re-expressed as
η = Rν (1− Pout (ρ,R)) (17)
where Rν = R/E [ν].
Zakaria El-Moutaouakkil (NSN, Morocco) Relay ARQ Strategies in the AF Relaying Framework (13)
Relay ARQ SystemInformation-Theoretic Analysis
Simulation ResultsConclusion and Perspectives
Related Works
Outage ProbabilityAverage Throughput
Scenario 1
−4 −3 −2 −1 0 1 2 3 4 5 6 7 8 9 1010
−3
10−2
10−1
100
SNR(dB)
Out
age
Pro
babi
lity
Relay ARQ with SMR K=2Relay ARQ K=2Relay ARQ K=1Reference ProtocolDirect Transmission K=2Direct Transmission K=1
Fig. 4: Outage probability versus SNR for lSR = 0.3, NS = NR = ND = 2, LSR = LRD = LSD = 3, and κ = 3.
Zakaria El-Moutaouakkil (NSN, Morocco) Relay ARQ Strategies in the AF Relaying Framework (14)
Relay ARQ SystemInformation-Theoretic Analysis
Simulation ResultsConclusion and Perspectives
Related Works
Outage ProbabilityAverage Throughput
Scenario 2
−3 −2 −1 0 1 2 3 4 5 6 7 8 9 1010
−3
10−2
10−1
100
SNR(dB)
Out
age
Pro
babi
lity
Relay ARQ with SMR K=2Relay ARQ K=2Relay ARQ K=1Reference ProtocolDirect Transmission K=2Direct Transmission K=1
Fig. 5: Outage probability versus SNR for lSR = 0.7, NS = NR = ND = 2, LSR = LRD = LSD = 3, and κ = 3.
Zakaria El-Moutaouakkil (NSN, Morocco) Relay ARQ Strategies in the AF Relaying Framework (15)
Relay ARQ SystemInformation-Theoretic Analysis
Simulation ResultsConclusion and Perspectives
Related Works
Outage ProbabilityAverage Throughput
Scenario 1
−8 −7 −6 −5 −4 −3 −2 −1 0 1 2 3 4 50
0.2
0.4
0.6
0.8
1
1.2
1.4
1.6
1.8
2
SNR(dB)
Ave
rage
Thr
ough
put (
bit/s
/Hz)
Relay ARQ with SMR K=2Relay ARQ K=2Relay ARQ K=1Reference ProtocolDirect Transmission K=2Direct Transmission K=1
Fig. 6: Average throughput versus SNR for lSR = 0.3, NS = NR = ND = 2, LSR = LRD = LSD = 3, and κ = 3.
Zakaria El-Moutaouakkil (NSN, Morocco) Relay ARQ Strategies in the AF Relaying Framework (16)
Relay ARQ SystemInformation-Theoretic Analysis
Simulation ResultsConclusion and Perspectives
Related Works
Outage ProbabilityAverage Throughput
Scenario 2
−7 −6 −5 −4 −3 −2 −1 0 1 2 3 4 50
0.2
0.4
0.6
0.8
1
1.2
1.4
1.6
1.8
2
SNR(dB)
Ave
rage
Thr
ough
put (
bit/s
/Hz)
Relay ARQ with SMR K=2Relay ARQ K=2Relay ARQ K=1Reference ProtocolDirect Transmission K=2Direct Transmission K=1
Fig. 7: Average throughput versus SNR for lSR = 0.7, NS = NR = ND = 2, LSR = LRD = LSD = 3, and κ = 3.
Zakaria El-Moutaouakkil (NSN, Morocco) Relay ARQ Strategies in the AF Relaying Framework (17)
Relay ARQ SystemInformation-Theoretic Analysis
Simulation ResultsConclusion and Perspectives
Related Works
ConclusionPerspectives
Conclusion
New throughput-efficient relay ARQ techniques are investigated.
The half-duplex constraint has been turned from a disadvantage causing a
multiplexing gain loss to an advantage providing significant improvement in
average throughput & outage probability performance.
Relay ARQ with slot mapping reversal provides considerable gain in terms ofboth outage prob. & average throughput over the entire SNR region.
Zakaria El-Moutaouakkil (NSN, Morocco) Relay ARQ Strategies in the AF Relaying Framework (18)
Relay ARQ SystemInformation-Theoretic Analysis
Simulation ResultsConclusion and Perspectives
Related Works
ConclusionPerspectives
Conclusion
New throughput-efficient relay ARQ techniques are investigated.
The half-duplex constraint has been turned from a disadvantage causing a
multiplexing gain loss to an advantage providing significant improvement in
average throughput & outage probability performance.
Relay ARQ with slot mapping reversal provides considerable gain in terms ofboth outage prob. & average throughput over the entire SNR region.
Zakaria El-Moutaouakkil (NSN, Morocco) Relay ARQ Strategies in the AF Relaying Framework (18)
Relay ARQ SystemInformation-Theoretic Analysis
Simulation ResultsConclusion and Perspectives
Related Works
ConclusionPerspectives
Conclusion
New throughput-efficient relay ARQ techniques are investigated.
The half-duplex constraint has been turned from a disadvantage causing a
multiplexing gain loss to an advantage providing significant improvement in
average throughput & outage probability performance.
Relay ARQ with slot mapping reversal provides considerable gain in terms ofboth outage prob. & average throughput over the entire SNR region.
Zakaria El-Moutaouakkil (NSN, Morocco) Relay ARQ Strategies in the AF Relaying Framework (18)
Relay ARQ SystemInformation-Theoretic Analysis
Simulation ResultsConclusion and Perspectives
Related Works
ConclusionPerspectives
Perspectives
It is recommended to design practical turbo receivers that can approach the
previous theoretical limits.
Analytical results of the outage probability and average throughput instead of
Monte-Carlo based simulations should be investigated.
Extension of the proposed techniques to a multi-user environment whereseveral relays are deployed.
Zakaria El-Moutaouakkil (NSN, Morocco) Relay ARQ Strategies in the AF Relaying Framework (19)
Relay ARQ SystemInformation-Theoretic Analysis
Simulation ResultsConclusion and Perspectives
Related Works
ConclusionPerspectives
Perspectives
It is recommended to design practical turbo receivers that can approach the
previous theoretical limits.
Analytical results of the outage probability and average throughput instead of
Monte-Carlo based simulations should be investigated.
Extension of the proposed techniques to a multi-user environment whereseveral relays are deployed.
Zakaria El-Moutaouakkil (NSN, Morocco) Relay ARQ Strategies in the AF Relaying Framework (19)
Relay ARQ SystemInformation-Theoretic Analysis
Simulation ResultsConclusion and Perspectives
Related Works
ConclusionPerspectives
Perspectives
It is recommended to design practical turbo receivers that can approach the
previous theoretical limits.
Analytical results of the outage probability and average throughput instead of
Monte-Carlo based simulations should be investigated.
Extension of the proposed techniques to a multi-user environment whereseveral relays are deployed.
Zakaria El-Moutaouakkil (NSN, Morocco) Relay ARQ Strategies in the AF Relaying Framework (19)
Relay ARQ SystemInformation-Theoretic Analysis
Simulation ResultsConclusion and Perspectives
Related Works
Related Works
Related Works
Houda Chafnaji, Tarik Ait-Idir, Halim Yanikomeroglu, and Samir Saoudi, “Analysis of PacketCombining for Single Carrier Multi-Relay Broadband Systems,” in Proc., IEEE InternationalWorkshop on Signal Processing Advances in Wireless Communications, SPAWC 2010,Marrakech, Morocco, Jun. 2010.
Houda Chafnaji, Halim Yanikomeroglu, Tarik Ait-Idir, and Samir Saoudi, “Turbo PacketCombining Techniques for Multi-Relay-Assisted Systems over Multi-Antenna BroadbandChannels,” in Proc., ACM International Wireless Communications and Mobile ComputingConference, IWCMC 2010, Caen, France, Jun. 2010.
Tarik Ait-Idir, and Samir Saoudi, “Turbo Packet Combining Strategies for the MIMO-ISIARQ Channel,” IEEE Transactions on Communications, vol. 57, no. 12, pp. 3782-3793,Dec. 2009.
Houda Chafnaji, Tarik Ait-Idir, Halim Yanikomeroglu, and Samir Saoudi, “Joint TurboEqualization for Relaying Schemes over Frequency-Selective Fading Channels,” in Proc.,ACM International Wireless Communications and Mobile Computing Conference, IWCMC2009, Leipzig, Germany, Jun. 2009.
Zakaria El-Moutaouakkil (NSN, Morocco) Relay ARQ Strategies in the AF Relaying Framework (20)