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Seung-Jun Yuet al. Int. Journal of Engineering Research and Applicationswww.ijera.com
ISSN: 2248-9622, Vol. 6, Issue 2, (Part - 6) February 2016, pp.20-23
www.ijera.com 20|P a g e
Adaptive Relay Scheme Based on Channel State in Dual-Hop
System
Seung-Jun Yu, Yong-Jun Kim, Hyoung-Kyu Song*
uT Communication Research Institute, Sejong University, Seoul, Korea
uT Communication Research Institute, Sejong University, Seoul, Korea
uT Communication Research Institute, Sejong University, Seoul, Korea.
*
Corresponding Author’s E-mail: songhk@sejong.ac.kr
ABSTRACT
Conventional dual-hop scheme has used the same modulation method for the source and the relays. Given that
the distances between the source and the relays are close, in other words, when the quality of the source-relays
link is good, the usage of higher order modulation at the source improves total system throughput. However, in
opposite case, bit error probability is increased through using higher order modulation. Therefore, we propose a
relay scheme that uses hierarchical modulation at the source and adaptive modulation based on the channel state
at the relays. Accordingly, the symbol error rate (SER) and throughput performances are improved by the
proposed scheme.
Keywords: Dual-hop, Relay, Adaptive modulation, Channel state, Hierarchical modulation.
I. INTRODUCTION
In recent years, using relays in wireless networks
has garneredsignificant interest. It is well known that
due to shadowing,multipath fading, distance-
dependent path losses and interference,the link
quality between the source and destinationin a
wireless network often degrades severely. In such a
scenario,relays can be employed between the source
and destination terminals for assisting the
transmission of data from thesource to destination
[1], [2]. In particular, source can cooperatewiththe
relays to relay the replicas of the source signalto the
destination thereby providing additional diversity and
improvedsignal quality at the destination. In the
literature, variousschemes of cooperative
communications such as amplify-andforward(AF),
decode-and-forward [2], coded-cooperation [3],and
compress-and-forward [4] have been presented. In
[5], theoutage and ergodic capacities have been
analyzed for a three terminal network where one of
the relays the messages ofanother terminals towards
the third one.A multiple-input multiple-output
(MIMO) relay network [6] iscomposed of source,
relay, and destination terminals, each of which
isequipped with multiple antennas. Network
information theory hasshown that the use of multiple
relay terminals in source and destination(S-D)
communication makes the capacity of the S-D
systemlogarithmically increase with the number of
relay terminals.
A simple description of the dual-hop relaying
protocol [7] is following. In the first hop, the source
broadcasts to the relays. In the second hop, the relays
simply transmit sources signals in separated channels
or transmit them using a space-time code to the
destination. Consequently, the reliability of the
communications is improved whereas the throughput
might go down since the transmission is performed
by two times. Conventional dual-hop scheme has
used the same modulation method for the source and
the relays. Given that the distances between the
source and the relays are close, in other words, when
the quality of the source-relays link is good, the
usage of higher order modulation at the source
improves total system throughput. However, in
opposite case, bit error probability is increased
through using higher order modulation. Therefore,
we propose a relay scheme that uses hierarchical
modulation [7] at the source and adaptive modulation
based on the channel state at the relays. Accordingly,
the symbol error rate (SER) and throughput
performances are improved by the proposed scheme.
II. SYSTEM MODEL
In this section, we consider a dual-hop relay
system with 3 terminals which is made up of a source
S, a relay R and a destination D. A source S and a
relay R have a single antenna. We assume that
communication takes place only over dual-hop links
and there is no direct between S and D. The
coefficient of the link between i-th antenna atS and j-
th antenna at R is gi,j and hi,j is the coefficient of the
link between i-th antenna atR and j-th antenna at D,
where i, j = 1, 2. It is assumed that each channel goes
through Rayleigh fading and the link coefficients gi,j
and hi,jare independent and identically distributed
(i.i.d). Also, the channel state information (CSI) is
known to R and D. We assume a half-duplex channel,
for which all terminals cannot transmit and receive
symbols at the same time over the same frequency
band.
RESEARCH ARTICLE OPEN ACCESS
Seung-Jun Yuet al. Int. Journal of Engineering Research and Applicationswww.ijera.com
ISSN: 2248-9622, Vol. 6, Issue 2, (Part - 6) February 2016, pp.20-23
www.ijera.com 21|P a g e
III. PROPOSED SCHEME
Fig 1: Dual-Hop Relay System
In this section, we propose an adaptive relay
scheme based on channel statein dual-hop relay
system. The proposed relay scheme provides high
throughput in good channel condition and maintain
SER performance in bad channel condition. In order
to adaptively transmit signals in a relay, the post SNR
is calculated.To know the channel state for each
subcarrier, post-signal-to-noise ratio (Post SNR)
which can be determined by the channel state is used.
The post SNR value for k-th subcarrier ( 𝜌𝑖 ) is
represented as follows,
2
22
( )
,
( )
i
n i
X k
k



G
(1)
where 𝑋(𝑘) 2
means transmit power of subcarrier,
𝜎𝑛
2
denotes noise power and 𝐺𝑖(𝑘) is the i-th row of
the Moore-Penrose pseudo-inverse matrix. The noise
considered by the minimum mean square error
(MMSE) method which can be expressed as,
2 2 1
( / ) ,
R
H H
M M SE n x N
 

 G H H H Ι (2)
where Ι is identity matrix and the 𝜎𝑥
2
denotes the
power for the transmit signal. In Eq. (1), because the
transmit signal power is 1, transmit power little
impacts on the post SNR. Most impact on the post
SNR power value is obtained by a Moore-Penrose
pseudo-inverse matrix.
If the 𝐺(𝑘) 2
value is large, the post SNR is to
be small and the channel state is determined to poor
state. And vice versa, if the 𝐺(𝑘) 2
value is small,
the channel state is determined good state.
The proposed scheme uses hierarchical 16-
QAM, which can be regarded as the combination of
two QPSK modulations. The former 2 bits choose a
position of large quadrant and the latter 2 bits
determine a position of the small quadrant within the
former 2 bits selected position. We name them
hierarchical modulation class 1 (HM class 1) and
class 2 (HM class 2), respectively. In conventional
use of hierarchical 16-QAM, these distinctive classes
enable a QPSK or a 16-QAM demodulator according
to the channel quality. In contrast to that, we use
hierarchical 16-QAM to let a relay always
demodulate with a 16-QAM demodulator.
If the 𝐺(𝑘) 2
value is large,a relay discard the
latter 2 bits. In voice and video signals, any most
significant bits (MSBs) errors cause significantly
more degradation in the symbol quality as compared
to errors in the least significant bits (LSBs). Let us
consider 4 bits data with 2 MSBs and LSBs. In
hierarchical 16-QAM, groups of 2 MSBs are mapped
to HM class 1 and groups of 2 LSBs are mapped to
HM class 2, respectively. Hence, a very small
performance drop is caused by omitting the latter 2
bits. For easier understanding of the proposed
scheme, a simple relay example which considers a
relay with 2 antennas is provided. The proposed
scheme may be operated using following steps. A
source broadcasts hierarchically 16-QAM modulated
symbols X12 and X34 to a relay. The received symbols
at a relay in frequency domain are represented as
1 1
2 2
1,1 1 2 2 ,1 3 4
1,2 1 2 2 ,2 3 4
,
,
R R
R R
Y G X G X N
Y G X G X N
  
  
(3)
where the subscript Ri stands at the i-thantennain a
relay, Gi,j represents the frequency responses of link
between i-th antenna atS and j-th antenna at R and N
is a complex Gaussian random variable with zero
mean and variance σ2
.
A relay demodulates symbols with a 16-QAM
demodulator and uses an adaptive modulation
method according to the channel state. If the
measured pose SNR is large at a relay, a relay
modulates 4 bits with a 16-QAM modulator. If the
measured pose SNR is small at a relay,a relay discard
latter 2 bits. And then, a relay modulates former 2
bits with a QPSK modulator. Modulated symbols are
implemented by using IFFT of size NF in a relay. The
code design of the relay which has a large post SNR
is
1 2
3 4
,
X
M
X
 
  
 
(4)
The code design of the relay which has a small post
SNR is
1
3
,
X
M
X
 
  
 
(5)
Seung-Jun Yuet al. Int. Journal of Engineering Research and Applicationswww.ijera.com
ISSN: 2248-9622, Vol. 6, Issue 2, (Part - 6) February 2016, pp.00-00
www.ijera.com 22|P a g e
At second time slot, the destination receives adaptive
modulated symbols from a relay. In cased of a large
post SNR, the received symbols in the frequency
domain can be expressed as
1 1
2 2
1,1 1 2 2 ,1 3 4
1,2 1 2 2 ,2 3 4
,
,
D R
D R
Y H X H X N
Y H X H X N
  
  
(6)
whereDn is an index of the n-th destination antenna,
Hi,jis the channel frequency response of link between
i-th antenna at R and j-th antenna at D, and N is a
complex Gaussian random variable with zero mean
and variance σ2
.
In cased of a small post SNR, the received symbols in
the frequency domain can be expressed as
1 1
2 2
1,1 1 2 ,1 3
1,2 1 2 ,2 3
,
,
D R
D R
Y H X H X N
Y H X H X N
  
  
(6)
Finally, we can reconstruct the original signal with
simple V-BLAST detection algorithm in a
destination. The linear scheme with MMSES is used.
The MMSE Moore-Penrose pseudo-inverse matrix is
as
2 2 1
( / ) ,
R
H H
M M SE n x N
 

 G H H H Ι (7)
where (·)H
is the conjugate transpose operation.
Finally, the estimated symbols are as
11 2
23 4
.
D
M M S E
D
YX
YX
   
   
  
G

 (8)
IV. SIMUATION RESULTS
In the relay model, we consider perfect
synchronization and complete equalization.
Moreover, the total power of the transmitting
terminals is the same as the transmit power of a
single hop transmission for pair comparison and all
terminals have the same noise characteristics.
Simulations are accomplished with following
parameters. The fast Fourier transform (FFT) size is
128 and the cyclic prefix (CP) length is 32. For
simulations, a source, a relay and a destination
terminal are used over 8-path Rayleigh fading
channel. Fig. 2 shows the SER performance of the
proposed scheme. In the simulation, depending on the
channel state, a relay adaptively transmitsmodulated
symbols. Consequently, the proposed scheme shows
higher SER performance than that of the
conventional scheme.
Fig 2: The SER performance of
theproposedscheme
V. CONCLUSION
In this paper, we propose an adaptive relay
scheme based on channel state in dual-hop system.
The simulation result has shown that the SER
performance of the proposed scheme is improved by
using an adaptive modulation. In particular, the
proposed scheme guarantees reliable transmission for
low SNR.
VI. ACKNOWLEDGMENTS
This work was supported by the IT R&D
program of MOTIE/KEIT [10054819, Development
of modular wearable platform technology for the
disaster and industrial site] and by Basic Science
Research Program through the National Research
Foundation of Korea(NRF) funded by the Ministry of
Science, ICT and future Planning(No.
2013R1A2A2A01067708).
REFERENCES
[1] Laneman, J. N., Wornell, G. W., and Tse, D.
N. C. 2001. An efficient protocol for
realizing cooperative diversity in wireless
networks. In Proc. Int. Symp. Inf. Theory
[2] Laneman, J. N. and Wornell, G. W. 2000.
Exploiting distributed spatial diversity in
wireless networks. In Proc. Allertorn conf.
Comm.
[3] Janani, M., Hedayat, A., Hunter, T. E., and
Nosratinia, A. 2004. Coded cooperation in
wireless communications: Space-time
transmission and iterative decoding. IEEE
Seung-Jun Yuet al. Int. Journal of Engineering Research and Applicationswww.ijera.com
ISSN: 2248-9622, Vol. 6, Issue 2, (Part - 6) February 2016, pp.00-00
www.ijera.com 23|P a g e
Trans. Signal Process. 52 (Feb. 2004), 362 -
371.
[4] Kramer, G., Gastpar, M., and Gupta, P.
2005. Cooperative strategies and capacity
theorem for relay networks. IEEE Trans. Inf.
Theory. 51 (Sep. 2005), 3037 - 3063.
[5] Nabar, R. U., Bölcskei, H., and Kneubuhler,
F. W. 2004. Fading relay channels:
Performance limits and space-time signal
design. IEEE J. Sel. Areas Commun. 22
(Aug. 2004), 1099 - 1109.
[6] Abe, T., Hui, S., Asai, T., Yoshino, H. 2005.
A Relaying Scheme for MIMO Wireless
Networks with Multiple Source and
Destination Pairs. In Proc. Asia-Pacific
Conference on Communications
[7] Shin, J.-C., Song, J.-H., Kim, J.-H., and
Song, H.-K. 2010. Dual-Hop Transmission
Scheme Based on Hierarchical Modulation
in Wireless Networks. 2010. IEICE Trans.
Commun. E93-B (June 2010), 1645 – 1648.

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Mohammad Mahdi Farshadian CV - Prospective PhD Student 2026

Adaptive Relay Scheme Based on Channel State in Dual-Hop System

  • 1. Seung-Jun Yuet al. Int. Journal of Engineering Research and Applicationswww.ijera.com ISSN: 2248-9622, Vol. 6, Issue 2, (Part - 6) February 2016, pp.20-23 www.ijera.com 20|P a g e Adaptive Relay Scheme Based on Channel State in Dual-Hop System Seung-Jun Yu, Yong-Jun Kim, Hyoung-Kyu Song* uT Communication Research Institute, Sejong University, Seoul, Korea uT Communication Research Institute, Sejong University, Seoul, Korea uT Communication Research Institute, Sejong University, Seoul, Korea. * Corresponding Author’s E-mail: songhk@sejong.ac.kr ABSTRACT Conventional dual-hop scheme has used the same modulation method for the source and the relays. Given that the distances between the source and the relays are close, in other words, when the quality of the source-relays link is good, the usage of higher order modulation at the source improves total system throughput. However, in opposite case, bit error probability is increased through using higher order modulation. Therefore, we propose a relay scheme that uses hierarchical modulation at the source and adaptive modulation based on the channel state at the relays. Accordingly, the symbol error rate (SER) and throughput performances are improved by the proposed scheme. Keywords: Dual-hop, Relay, Adaptive modulation, Channel state, Hierarchical modulation. I. INTRODUCTION In recent years, using relays in wireless networks has garneredsignificant interest. It is well known that due to shadowing,multipath fading, distance- dependent path losses and interference,the link quality between the source and destinationin a wireless network often degrades severely. In such a scenario,relays can be employed between the source and destination terminals for assisting the transmission of data from thesource to destination [1], [2]. In particular, source can cooperatewiththe relays to relay the replicas of the source signalto the destination thereby providing additional diversity and improvedsignal quality at the destination. In the literature, variousschemes of cooperative communications such as amplify-andforward(AF), decode-and-forward [2], coded-cooperation [3],and compress-and-forward [4] have been presented. In [5], theoutage and ergodic capacities have been analyzed for a three terminal network where one of the relays the messages ofanother terminals towards the third one.A multiple-input multiple-output (MIMO) relay network [6] iscomposed of source, relay, and destination terminals, each of which isequipped with multiple antennas. Network information theory hasshown that the use of multiple relay terminals in source and destination(S-D) communication makes the capacity of the S-D systemlogarithmically increase with the number of relay terminals. A simple description of the dual-hop relaying protocol [7] is following. In the first hop, the source broadcasts to the relays. In the second hop, the relays simply transmit sources signals in separated channels or transmit them using a space-time code to the destination. Consequently, the reliability of the communications is improved whereas the throughput might go down since the transmission is performed by two times. Conventional dual-hop scheme has used the same modulation method for the source and the relays. Given that the distances between the source and the relays are close, in other words, when the quality of the source-relays link is good, the usage of higher order modulation at the source improves total system throughput. However, in opposite case, bit error probability is increased through using higher order modulation. Therefore, we propose a relay scheme that uses hierarchical modulation [7] at the source and adaptive modulation based on the channel state at the relays. Accordingly, the symbol error rate (SER) and throughput performances are improved by the proposed scheme. II. SYSTEM MODEL In this section, we consider a dual-hop relay system with 3 terminals which is made up of a source S, a relay R and a destination D. A source S and a relay R have a single antenna. We assume that communication takes place only over dual-hop links and there is no direct between S and D. The coefficient of the link between i-th antenna atS and j- th antenna at R is gi,j and hi,j is the coefficient of the link between i-th antenna atR and j-th antenna at D, where i, j = 1, 2. It is assumed that each channel goes through Rayleigh fading and the link coefficients gi,j and hi,jare independent and identically distributed (i.i.d). Also, the channel state information (CSI) is known to R and D. We assume a half-duplex channel, for which all terminals cannot transmit and receive symbols at the same time over the same frequency band. RESEARCH ARTICLE OPEN ACCESS
  • 2. Seung-Jun Yuet al. Int. Journal of Engineering Research and Applicationswww.ijera.com ISSN: 2248-9622, Vol. 6, Issue 2, (Part - 6) February 2016, pp.20-23 www.ijera.com 21|P a g e III. PROPOSED SCHEME Fig 1: Dual-Hop Relay System In this section, we propose an adaptive relay scheme based on channel statein dual-hop relay system. The proposed relay scheme provides high throughput in good channel condition and maintain SER performance in bad channel condition. In order to adaptively transmit signals in a relay, the post SNR is calculated.To know the channel state for each subcarrier, post-signal-to-noise ratio (Post SNR) which can be determined by the channel state is used. The post SNR value for k-th subcarrier ( 𝜌𝑖 ) is represented as follows, 2 22 ( ) , ( ) i n i X k k    G (1) where 𝑋(𝑘) 2 means transmit power of subcarrier, 𝜎𝑛 2 denotes noise power and 𝐺𝑖(𝑘) is the i-th row of the Moore-Penrose pseudo-inverse matrix. The noise considered by the minimum mean square error (MMSE) method which can be expressed as, 2 2 1 ( / ) , R H H M M SE n x N     G H H H Ι (2) where Ι is identity matrix and the 𝜎𝑥 2 denotes the power for the transmit signal. In Eq. (1), because the transmit signal power is 1, transmit power little impacts on the post SNR. Most impact on the post SNR power value is obtained by a Moore-Penrose pseudo-inverse matrix. If the 𝐺(𝑘) 2 value is large, the post SNR is to be small and the channel state is determined to poor state. And vice versa, if the 𝐺(𝑘) 2 value is small, the channel state is determined good state. The proposed scheme uses hierarchical 16- QAM, which can be regarded as the combination of two QPSK modulations. The former 2 bits choose a position of large quadrant and the latter 2 bits determine a position of the small quadrant within the former 2 bits selected position. We name them hierarchical modulation class 1 (HM class 1) and class 2 (HM class 2), respectively. In conventional use of hierarchical 16-QAM, these distinctive classes enable a QPSK or a 16-QAM demodulator according to the channel quality. In contrast to that, we use hierarchical 16-QAM to let a relay always demodulate with a 16-QAM demodulator. If the 𝐺(𝑘) 2 value is large,a relay discard the latter 2 bits. In voice and video signals, any most significant bits (MSBs) errors cause significantly more degradation in the symbol quality as compared to errors in the least significant bits (LSBs). Let us consider 4 bits data with 2 MSBs and LSBs. In hierarchical 16-QAM, groups of 2 MSBs are mapped to HM class 1 and groups of 2 LSBs are mapped to HM class 2, respectively. Hence, a very small performance drop is caused by omitting the latter 2 bits. For easier understanding of the proposed scheme, a simple relay example which considers a relay with 2 antennas is provided. The proposed scheme may be operated using following steps. A source broadcasts hierarchically 16-QAM modulated symbols X12 and X34 to a relay. The received symbols at a relay in frequency domain are represented as 1 1 2 2 1,1 1 2 2 ,1 3 4 1,2 1 2 2 ,2 3 4 , , R R R R Y G X G X N Y G X G X N       (3) where the subscript Ri stands at the i-thantennain a relay, Gi,j represents the frequency responses of link between i-th antenna atS and j-th antenna at R and N is a complex Gaussian random variable with zero mean and variance σ2 . A relay demodulates symbols with a 16-QAM demodulator and uses an adaptive modulation method according to the channel state. If the measured pose SNR is large at a relay, a relay modulates 4 bits with a 16-QAM modulator. If the measured pose SNR is small at a relay,a relay discard latter 2 bits. And then, a relay modulates former 2 bits with a QPSK modulator. Modulated symbols are implemented by using IFFT of size NF in a relay. The code design of the relay which has a large post SNR is 1 2 3 4 , X M X        (4) The code design of the relay which has a small post SNR is 1 3 , X M X        (5)
  • 3. Seung-Jun Yuet al. Int. Journal of Engineering Research and Applicationswww.ijera.com ISSN: 2248-9622, Vol. 6, Issue 2, (Part - 6) February 2016, pp.00-00 www.ijera.com 22|P a g e At second time slot, the destination receives adaptive modulated symbols from a relay. In cased of a large post SNR, the received symbols in the frequency domain can be expressed as 1 1 2 2 1,1 1 2 2 ,1 3 4 1,2 1 2 2 ,2 3 4 , , D R D R Y H X H X N Y H X H X N       (6) whereDn is an index of the n-th destination antenna, Hi,jis the channel frequency response of link between i-th antenna at R and j-th antenna at D, and N is a complex Gaussian random variable with zero mean and variance σ2 . In cased of a small post SNR, the received symbols in the frequency domain can be expressed as 1 1 2 2 1,1 1 2 ,1 3 1,2 1 2 ,2 3 , , D R D R Y H X H X N Y H X H X N       (6) Finally, we can reconstruct the original signal with simple V-BLAST detection algorithm in a destination. The linear scheme with MMSES is used. The MMSE Moore-Penrose pseudo-inverse matrix is as 2 2 1 ( / ) , R H H M M SE n x N     G H H H Ι (7) where (·)H is the conjugate transpose operation. Finally, the estimated symbols are as 11 2 23 4 . D M M S E D YX YX            G   (8) IV. SIMUATION RESULTS In the relay model, we consider perfect synchronization and complete equalization. Moreover, the total power of the transmitting terminals is the same as the transmit power of a single hop transmission for pair comparison and all terminals have the same noise characteristics. Simulations are accomplished with following parameters. The fast Fourier transform (FFT) size is 128 and the cyclic prefix (CP) length is 32. For simulations, a source, a relay and a destination terminal are used over 8-path Rayleigh fading channel. Fig. 2 shows the SER performance of the proposed scheme. In the simulation, depending on the channel state, a relay adaptively transmitsmodulated symbols. Consequently, the proposed scheme shows higher SER performance than that of the conventional scheme. Fig 2: The SER performance of theproposedscheme V. CONCLUSION In this paper, we propose an adaptive relay scheme based on channel state in dual-hop system. The simulation result has shown that the SER performance of the proposed scheme is improved by using an adaptive modulation. In particular, the proposed scheme guarantees reliable transmission for low SNR. VI. ACKNOWLEDGMENTS This work was supported by the IT R&D program of MOTIE/KEIT [10054819, Development of modular wearable platform technology for the disaster and industrial site] and by Basic Science Research Program through the National Research Foundation of Korea(NRF) funded by the Ministry of Science, ICT and future Planning(No. 2013R1A2A2A01067708). REFERENCES [1] Laneman, J. N., Wornell, G. W., and Tse, D. N. C. 2001. An efficient protocol for realizing cooperative diversity in wireless networks. In Proc. Int. Symp. Inf. Theory [2] Laneman, J. N. and Wornell, G. W. 2000. Exploiting distributed spatial diversity in wireless networks. In Proc. Allertorn conf. Comm. [3] Janani, M., Hedayat, A., Hunter, T. E., and Nosratinia, A. 2004. Coded cooperation in wireless communications: Space-time transmission and iterative decoding. IEEE
  • 4. Seung-Jun Yuet al. Int. Journal of Engineering Research and Applicationswww.ijera.com ISSN: 2248-9622, Vol. 6, Issue 2, (Part - 6) February 2016, pp.00-00 www.ijera.com 23|P a g e Trans. Signal Process. 52 (Feb. 2004), 362 - 371. [4] Kramer, G., Gastpar, M., and Gupta, P. 2005. Cooperative strategies and capacity theorem for relay networks. IEEE Trans. Inf. Theory. 51 (Sep. 2005), 3037 - 3063. [5] Nabar, R. U., Bölcskei, H., and Kneubuhler, F. W. 2004. Fading relay channels: Performance limits and space-time signal design. IEEE J. Sel. Areas Commun. 22 (Aug. 2004), 1099 - 1109. [6] Abe, T., Hui, S., Asai, T., Yoshino, H. 2005. A Relaying Scheme for MIMO Wireless Networks with Multiple Source and Destination Pairs. In Proc. Asia-Pacific Conference on Communications [7] Shin, J.-C., Song, J.-H., Kim, J.-H., and Song, H.-K. 2010. Dual-Hop Transmission Scheme Based on Hierarchical Modulation in Wireless Networks. 2010. IEICE Trans. Commun. E93-B (June 2010), 1645 – 1648.