Mạng chuyển tiếp thu thập năng lượng không dây trong điều kiện ước lượng kênh không hoàn hảo: Phân tích thông lượng
Journal of Technical EducationScience No.40 (1/2017)
Ho Chi Minh City University of Technology and Education
76
WIRELESS ENERGY HARVESTING RELAYING NETWORKS
UNDER IMPERFECT CSI: THROUGHPUT ANALYSIS
MẠNG CHUYỂN TIẾP THU THẬP NĂNG LƯỢNG KHÔNG DÂY
TRONG ĐIỀU KIỆN ƯỚC LƯỢNG KÊNH KHÔNG HOÀN HẢO:
PHÂN TÍCH THÔNG LƯỢNG
Dinh Viet Hoa, Nguyen Thai Anh, Do Dinh Thuan
Ho Chi Minh City university of Technology and Education
Received 16/5/2016, Peer reviewed 19/6/2016, Accepted for publication 5/12/2016
ABSTRACT
The purpose of this research aims to investigate an amplify-and-forward-based (AF)
energy harvesting (EH) system with imperfect channel state information (CSI), where two-
end-nodes and one relay are operated in half-duplex mode. Power splitting-based relaying
(PSR) protocol is used to transmit information from source to destination by the energy
harvesting enabled relay. The authors propose that the initial power contained in the battery
is used to run the relay. After that, to transmit signal the relay has to harvest energy from the
attained RF signals. The exact integral and approximate closed-form expressions for the
outage probability and throughput of this system have been derived. The validity of analytical
results is verified by Monte Carlo simulations.
Keywords: Energy harvesting; imperfect channel state information (CSI); PSR protocol; half-
duplex; amplify-and-forward-based.
TÓM TẮT
Trong bài báo này, tác giả nghiên cứu một hệ thống thu thập năng lượng (EH) dựa trên
khuếch đại và chuyển tiếp (AF) trong điều kiện ước lượng kênh không hoàn hảo, nơi mà 2 nút
đầu cuối và một nút chuyển tiếp được hoạt động ở chế độ bán song công. Giao thức PSR
được sử dụng để truyền thông tin và năng lượng từ nguồn đến đích bằng nút chuyển tiếp. Cụ
thể, để truyền tín hiệu đến đích, nút chuyển tiếp phải thu thập năng lượng từ tín hiệu RF thu
được và dùng chính năng lượng đó để xử lý thông tin chuyển tiếp. Bài báo đưa ra công thức
tích phân chính xác và biểu thức gần đúng của xác suất dừng, thông lượng của hệ thống này.
Giá trị của kết quả phân tích được kiểm chứng bởi mô phỏng Monte Carlo.
Từ khóa: Thu thập năng lượng; ước lượng kênh không hoàn hảo; giao thức PSR; bán song
công; khuếch đại và chuyển tiếp.
1. INTRODUCTION
In conventional sensor networks and disadvantages such as inconveniences in the
cellular networks, wireless devices are operation of a sensor network with thousands
normally powered by replaceable or of distributed sensor nodes, danger to the
rechargeable batteries, which have the technicians when the devices are located in
limited life-time. Replacing or recharging the toxic environments, and even impossibility in
batteries periodically leads to several the case of the medical sensors implanted
Journal of Technical EducationScience No.40 (1/2017)
Ho Chi Minh City University of Technology and Education
77
inside human bodies. In such situations, system using PSR protocol [7] with
energy harvesting (EH) is a potential solution
to provide a perpetual power supply and also
is an attractive approach to prolong the
wireless networks’ lifetime [1,2]. Typical
sources for energy harvesting are solar,
constraint of imperfect CSI [8,9] is proposed.
The main contributions of this paper are
summarized as follows:
We use a protocol termed ‘‘power
switching based relaying’’ for the EH-
based system as depicted in Fig. 1,
where the relay node receives wireless
energy from source node.
vibration
and
wind.
Recently,
electromagnetic (EM) power in the radio
signals has been proposed as a new viable
source for EH, supported by the advantage
that the wireless signals can carry both
energy as well as information [3]. This is an
attractive direction for many researchers.
The
closed-form
of
system’s
performance, in terms of outage
probability, throughput is derived.
On the other hand, there are a number of
applications of relay stations (RS) to improve
the performances of wireless networks. The
application of relays was first standardized in
IEEE 802.16j [4]. For example, the RS have
also been considered in the LTE-advanced
systems to reach target throughput and
coverage requirements. Moreover, relaying
strategy is a promising technique to deal with
fading channel and path-loss in wireless
networks. The extensive studies in the
In the remainder of this study, the paper
is arranged as follows. Section 2 presents the
depiction of suggested EH relaying system.
Then Section 3 will analysis outage
probability and throughput of proposed
system. Next, in Section 4 some numerical
examples are picked and analyzed. We will
also give conclusions in this section.
T
EH at R (β)
IT: R to D
IT: S to R (1-β)
literature
showed
that
the
T/2
T/2
transmission/reception cooperation between
nodes of a network provides significant
Fig.1 Power switching based relaying protocol.
benefits including bandwidth and energy 2. SYSTEM MODEL
efficiencies and reliability. In the studies
presented in [4–6], RS operate in a half-
2.1. Channel model
We consider system performance under
duplex (HD) mode due to the non-trivial
implementation problems related to
impacts of Imperfect Channel State
Information (CSI) estimation model. In
particular, all the channels are assumed to be
block fading, i.e., the channel remains
transmitting and receiving in the same
frequency band and during the same time
slot. Since a half-duplex relay can forward a
message from source to destination over two
time slots, it makes an inefficient use of the
radio channel resource.
constant over
a
block but changes
independently from one block to another. It
is assumed that the channel from S to R and
h t
R to D has the channel coefficient
and
However, most of previous works
assume that CSI is well known at receiver.
This assumption is not true in real practice
g t
, respectively. They are zero-mean and
variance.We model the channel h, g as the
and hence in this work, an AF-based EH sum of the channel estimate h, g and the
Journal of Technical EducationScience No.40 (1/2017)
Ho Chi Minh City University of Technology and Education
78
We propose that the initial power contained
in the battery is used to run to initial the
relay. After that, to transmit signal the relay
has to harvest energy from attained RF
signals. The transferring channel from the
source to relay and then to destination are
respectively assigned as h and g. The factors
of complicated channel of A and B points are
channel estimation error
and g
h
respectively, as in [8].
h t h t t ,
h
(1)
g t g t t .
g
2.2 Relay model
denoted by hAB with α is path
We make the following assumptions
regarding relay node:
AB
loss exponent. Information is transmitted
The relay node has no other embedded
energy supply and thus needs to first
harvestenergy from source node for
information processing. In practice,
harvested power canbe stored in batteries
and then are supplied asa source of
transmitting power in order toforward the
source information to the destination node.
mutually from
in the TWR protocol. Due to implementing
request-to-send/clear-to-send (RTS/CTS)
s
1 point to s2 point by the relay
based channel guess program, relaying
system can be supported by estimating CSI.
2.4 Signal model
The signal received at the input of the
energy harvesting receiver is expressed as:
The receiver structure at relay node
isdesigned for energy havesting.
ps
y t
r
h h s t nr
(2)
s
a
d1m
2.3 Energy harvesting model
Fig.2 shows that we examine an AF-
based energy harvesting system that contains
two-end-nodes and one relay respectively
designated by S, D, and R. In usual relaying
network, with half-duplex transmission,
source-nodes S transfers their signal to relay
nodes in the first-time slot, then the signal will
be amplified and forwarded to destination
node in the second time slot by the relay.
In the PSR protocol, received signal is
divided into two paths: yr (t) is sent to
the energy harvesting receiver and the
information receiver got the remaining signal
1 y (t)
strength,
. At the input of the
r
energy harvesting receiver, the signal is:
1
d1m
yr (t)
ps hs(t) na[r](t) [9].
g
h
S
R
D
Hence, the energy harvested in PSR
protocol is given by:
d1
d2
p h 2 2
Fig.2 System model.
s
h
T
2
EhPSR
(3)
Furthermore, we examine a one-way
linear relaying network which the normalized
d1m
r d
d2 d1
d
distances are denoted by
,
,
.
where 0 1 denotes the energy
1
r
harvesting efficiency at the energy receiver
and it depends on the rectifier and the energy
harvesting circuitry.
We implement single antenna for the source
and destination while the AF relay has single
receive antenna and single transmit antenna.
Journal of Technical EducationScience No.40 (1/2017)
Ho Chi Minh City University of Technology and Education
79
Next, the energy of end-to-end signal is
Subtituting (5), (6) and (7) into (8), the
deployed in case of implementing non- end-to-end signal can be restored as (9).
oscillating relay. In that condition, all coming
p
ps
signal and noise samples are separated
individually, and the power of transmitting
relay is illustrated by:
y t
d
s hgs t
s
d1md2m
d1md2m
(9)
g s t h s t s t
s
s
h
g
h
g
s
p h 2 2
1 dm
EhPSR
n[R] g n[D]
t
s
h
g
(4)
pr
T 2
d1m
2
The SNR is show in (10) at the top of
next page.
Therefore, the received signal at the
input of the information receiver in the PSR
protocol is expressed as:
3. OUTAGE
PROBABILITY AND
THROUGHPUT
1 p
s
y t
r
h h s t 1 nr
a (5)
3.1 Outage probability
s
d1m
Hence, the outage probability of system
is defined as:
By utilizing attained energy, the relay
uses a relay gain S to magnify the obtained
signal. So the received signal at the relay is
computed by:
P Pr SNR
0
(11)
out
Subtituting (10) into (11) and putting:
s t y t S
r r
(6)
a 2g
where S is amplifying parameter, and given
by (7).
d1m
b 2
2
n[ R]
h
1 P
S
prd1m
S
d1m
1 p h 2 2 dm 2
c 2g2h
2gn2[ R]
n[ R]
s
h
1
1 P
(7)
S
1
1 dmdm 2
n[ D]
1
2
2P
S
In (7), the approximation value can be
derived for high transmission power case.
The sampled attained signal at the end-node
Y g 2
X h 2
y t
d
can be calculated as:
The outage probability is determined as:
1
y t
d
g s t n[D]
t
r
g
(8)
XY
d2m
P Pr
th
out
Xa Yb c
n[D](k) nd (k)nd (k)
th
(12)
th c ab
g
y
thb
where
, where the range
a
c
1
h
y a
th
g
1
e
e
dy
d
from relay to end-node is denoted by
n[D] nad ncd
;
2
h
tha
is AWGN which the average is
2 2
Finally, apply (eq. 8.407.1) given in [10]
we obtained proposition 1 as (13).
zero and the variance is
.
n[D]
nc[D]
Journal of Technical EducationScience No.40 (1/2017)
Ho Chi Minh City University of Technology and Education
80
3.2 Throughput
The delay-limited transmission of
throughput is shown as:
1
R(1 P )
(14)
out
2
4. NUMERICAL
DISCUSSION
RESULTS
AND
This section includes the comparison of
trial test results and analytical outcomes of
outage probability and throughput. To be
simple, it is proposed that the connection
channels of base station and practical energy
station are independent with each other
andsimilarly Rayleigh fading. It is supposed
that energy transmission at S, R, D are the
same. The unit of SNR is dB. The length
between S and R, R and D are equal to each
other. The authors set the source transmission
rate as R = 3 bps/Hz, energy harvesting
efficiency η = 1, source transmission Ps = 1
Joules/sec, path loss exponent m = 2.7 and
the outage SINR threshold is given by γ0 =
2R-1; then make use of the notation δh and δg
in figure to denote the variances of the
channel estimation errors from S to R and R
to D, respectively.
Fig.4 Outage probability of proposed system in
different β.
Fig.5 Outage probability of proposed system in
different SNR.
Fig.6 Through put of proposed system in
different SNR
g 2 h 2
SNR
1 dmdm 2
d1m
d1m
(10)
n[D]
g 2 2
n2[ R] h 2 2 2g2h
n2[ R]2g
1
2
h
g
1 p
1 p
ps
s
s
b
g
h
tha
th
1
4thh (c thab)
4th (c thab)
P 1
e
K
1
(13)
out
h
g
gh
Fig.5 shows the outage probability at increased at source node. In this experiment,
noise = 0.01; β = 0.03; δh = δg = 0, 0.01, 0.02, the impact of imperfect CSI noise on outage
0.03, 0.04, 0.05; 0 ≤ SNR ≤ 30. The system probability and throughput can also be seen
performance will be enhanced when SNR is in Fig.5 and Fig.6, respectively. It is noted
Journal of Technical EducationScience No.40 (1/2017)
Ho Chi Minh City University of Technology and Education
81
that Fig. 6 shows the throughput at noise = SNR variation of the fading channels, the
0.01; β = 0.03; δh = δg = 0.05, 0.04, 0.03, authors formulate the outage probability and
0.02, 0.01, 0; 0 ≤ SNR ≤ 30.
the throughput is evaluated for the best
performance at high SNR scenario in terms
of imperfect channel state information (CSI).
With such a practical CSI modeling, exact
approximation expression for the overall
outage probability with proper power
splitting fraction in energy harvesting to
obtain optimal throughput have been derived.
5. CONCLUSION
In this paper, the impact of imperfect
channel estimates on the overall performance
of a two-hop relay system that employs a
two-phase AF network over Rayleigh fading
has
been
investigated.
Specifically,
considering the imperfect estimation and
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[8] K. Eshteiwi, G. Kaddoum, and F. Gagnon, “Impact of imperfect channelestimation error
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Corresponding author:
Do DinhThuan
Ho Chi Minh City University of Technology and Education
Email: [email protected]n
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