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Sakshi Sharma Int. Journal of Engineering Research and Applications www.ijera.com
ISSN: 2248-9622, Vol. 5, Issue 9, (Part - 2) September 2015, pp.05-08
www.ijera.com 5 | P a g e
A review of Wireless Information and Power Transfer in
Multiuser OFDM Systems
Sakshi Sharma1
, Prof. Gaurav Gupta2
1
Research Scholar, Mahakal Institute of Technology, Ujjain
2
Mahakal Institute of Technology, Ujjain
Abstract
We study the resource allocation algorithm design for multiuser orthogonal frequency division multiplexing
(OFDM) downlink systems with simultaneous wireless information and power transfer. The algorithm design is
formulated as a non-convex optimization problem for maximizing the energy efficiency of data transmission
(bit/Joule delivered to the users). In particular, the problem formulation takes into account the minimum
required system data rate, heterogeneous minimum required power transfers to the users, and the circuit power
consumption. Subsequently, by exploiting the method of timesharing and the properties of nonlinear fractional
programming, the considered non-convex optimization problem is solved using an efficient iterative resource
allocation algorithm. Recently, simultaneous wireless information and power transfer (SWIPT) becomes
appealing by essentially providing a perpetual energy source for the wireless networks. For the TDMA-based
information transmission, we employ TS at the receivers; for the OFDMA-based information transmission, we
employ PS at the receivers. Under the above two scenarios, we address the problem of maximizing the weighted
sum-rate over all users by varying the time/frequency power allocation and either TS or PS ratio, subject to a
minimum harvested energy constraint on each user as well as a peak and/or total transmission power constraint.
I. Introduction
SWIPT have assumed that the same signal can
convey both energy and information without losses,
revealing a fundamental trade-off between
information and power transfer. However, this
simultaneous transfer is not possible in practice, as
the energy harvesting operation performed in the RF
domain destroys the information content. To
practically achieve SWIPT, the received signal has to
be split in two distinct parts, one for energy
harvesting and one for information decoding. In the
following, the techniques that have been proposed to
achieve this signal splitting in different domains
(time, power, antenna, space).For the TS scheme, by
an appropriate variable transformation the problem is
reformulated as a convex problem, for which the
optimal power allocation and TS ratio are obtained
by the Lagrange duality method.
Moreover, the SWIPT system offers great
convenience to mobile users, since it realizes both
useful utilizations of radio signals to transfer energy
as well as information. Therefore, SWIPT has drawn
an upsurge of research interests [9]–[12]. Varshney
first proposed the idea of transmitting information
and energy simultaneously in [2] assuming that the
receiver is able to decode information and harvest
energy simultaneously from the same received signal.
However, this assumption may not hold in practice,
as circuits for harvesting energy from radio signals
are not yet able to decode the carried information
directly. Two practical schemes for SWIPT, namely,
time switching (TS) and power splitting (PS), are
proposed in [1] , [3]. With TS applied at the receiver,
the received signal is either processed by an energy
receiver for energy harvesting (EH)
Fig: 1 A multiuser downlink SWIPT system.
or processed by an information receiver for
information decoding (ID). With PS applied at the
receiver, the received signal is split into two signal
streams with a fixed power ratio by a power splitter,
with one stream to the energy receiver an d the other
one to the information receiver. SWIPT for multi
antenna systems has been considered in [1], [4]–[6].
In particular, [1] studied the performance limits of a
three-node multiple input multiple-output (MIMO)
broadcasting system, where one receiver harvests
energy and another receiver decodes information
from the signals sent by a common transmitter. [4]
Extended the work in [1] by considering imperfect
channel state information (CSI) at the transmitter for
RESEARCH ARTICLE OPEN ACCESS
Sakshi Sharma Int. Journal of Engineering Research and Applications www.ijera.com
ISSN: 2248-9622, Vol. 5, Issue 9, (Part - 2) September 2015, pp.05-08
www.ijera.com 6 | P a g e
a multiple-input single-output (MISO) system. A
MISO SWIPT system without CSI at the transmitter
was considered in [5], where a new scheme that
employs random beam forming for opportunistic EH
was proposed.
II. Orthogonal frequency-division
multiplexing (OFDM)
OFDM is a form of multicarrier modulation. An
OFDM signal consists of a number of closely spaced
modulated carriers. When modulation of any form -
voice, data, etc. is applied to a carrier, then sidebands
spread out either side. It is necessary for a receiver to
be able to receive the whole signal to be able to
successfully demodulate the data. As a result when
signals are transmitted close to one another they must
be spaced so that the receiver can separate them using
a filter and there must be a guard band between them.
This is not the case with OFDM. Although the
sidebands from each carrier overlap, they can still be
received without the interference that might be
expected because they are orthogonal to each
another. This is achieved by having the carrier
spacing equal to the reciprocal of the symbol period.
Fig:2 OFDM Spectrum
The downlink received symbol at receiver k ∈
{1, . . . , K} on subcarrier i ∈ {1, . . . , nF } is given
where Xi,k, Pi,k, and Hi,k are the transmitted data
symbol, the transmitted power, and the multipath
fading coefficient from the transmitter to receiver k
on subcarrier i, respectively. lk and gk represent the
path loss and shadowing attenuation from the
transmitter to receiver k, respectively. Z s i,k and Z a
i,k are additive white Gaussian noises (AWGN)
originating from signal processing and the antenna on
subcarrier i of receiver k, respectively.
III. Techniques for SWIPT
A. Time Switching (TS)
If TS is employed, the receiver switches in time
between information decoding and energy harvesting.
In this case, the signal splitting is performed in the
time domain and thus the entire signal received in
one time slot is used either for information decoding
or power transfer .The TS technique allows for a
simple hardware implementation at the receiver but
requires accurate time synchronization and
information/energy scheduling.
Fig:4 Time Switching
B. Power Splitting (PS)
The PS technique achieves SWIPT by splitting
the received signal in two streams ofdifferent power
levels using a PS component; one signal stream is
sent to the rectenna circuit for energy harvesting and
the other is converted to baseband for information
decoding. The PS technique
Fig:5 Power Splitting
entails a higher receiver complexity compared to TS
and requires the optimization of the PS factor α;
however, it achieves instantaneous SWIPT, as the
signal received in one time slot is used for both
information decoding and power transfer. Therefore,
it is more suitable for applications with critical
information/energy or delay constraints and closer to
the information theoretical optimum.
C. Antenna Switching (AS)
Typically, antenna arrays are used to generate
DC power for reliable device operation. Inspired by
this approach, the AS technique dynamically
switches each antenna element between
decoding/rectifying to achieve SWIPT in the antenna
domain. In theAS scheme, the receiving antennas are
divided into two groups where one group is used for
information decoding and the other group for energy
harvesting [6]. The AS technique requires the
solution of an optimization problem in each
communication frame in order to decide the optimal
assignment of the antenna elements for information
decoding and energy harvesting. For a MIMO
decode-and-forward (DF) relay channel, where the
Sakshi Sharma Int. Journal of Engineering Research and Applications www.ijera.com
ISSN: 2248-9622, Vol. 5, Issue 9, (Part - 2) September 2015, pp.05-08
www.ijera.com 7 | P a g e
relay node uses the harvested energy in order to
retransmit the received signal, the optimization
problem was formulated as a knapsack problem and
solved using dynamic programming in.
Two practical schemes for SWIPT, namely, time
switching (TS) and power splitting (PS), are
proposed in. With TS applied at the receiver, the
received signal is either processed by an energy
receiver for energy
Fig: Antenna Switching
harvesting (EH) or processed by an information
receiver for information decoding (ID). With PS
applied at the receiver, the received signal is split into
two signal streams with a fixed power ratio by a
power splitter, with one stream to the energy receiver
and the other one to the information receiver. SWIPT
for multi-antenna systems has been considered in. In
particular, studied the performance limits of a three-
node multiple input multiple-output (MIMO)
broadcasting system, where one receiver harvests
energy and another receiver decodes information
from the signals sent by a common
transmitter.extended the work by considering
imperfect channel state information (CSI) at the
transmitter for a multiple-input single-output (MISO)
system.
IV. LITERATURE REVIEW
“MIMO broadcasting for simultaneous wireless
information and power transfer”, [11] in this paper
Energy-constrained wireless networks, such as sensor
networks, are typically powered by batteries that
have limited operation time. Although replacing or
recharging the batteries can prolong the lifetime of
the network to a certain extent, it usually incurs high
costs and is inconvenient, hazardous (say, in toxic
environments), or even impossible (e.g., for sensors
embedded in building structures or inside human
bodies). A more convenient, safer, as well as
“greener” alternative is thus to harvest energy from
the environment, which virtually provides perpetual
energy supplies to wireless devices. In addition to
other commonly used energy sources such as solar
and wind, ambient radio-frequency (RF) signals can
be a viable new source for energy scavenging. It is
worth noting that RF-based energy harvesting is
typically suitable for low-power applications (e.g.,
sensor networks), but also can be applied for
scenarios with more substantial power consumptions
if dedicated wireless power transmission is
implemented.
“Transporting information and energy
simultaneously”, [12] in this paper The fundamental
tradeoff between the rates at which energy and
reliable information can be transmitted over a single
noisy line is studied. Engineering inspiration for this
problem is provided by powerline communication,
RFID systems, and covert packet timing systems as
well as communication systems that scavenge
received energy. A capacity-energy function is
defined and a coding theorem is given. The capacity-
energy function is a non-increasing concave ∩
function. Capacity-energy functions for several
channels are computed.
“Wireless information and power transfer:
architecture design and rate-energy tradeoff”, [13] in
this paper Simultaneous information and power
transfer over the wireless channels potentially offers
great convenience to mobile users. Yet practical
receiver designs impose technical constraints on its
hardware realization, as practical circuits for
harvesting energy from radio signals are not yet able
to decode the carried information directly. To make
theoretical progress, we propose a general receiver
operation, namely, dynamic power splitting (DPS),
which splits the received signal with adjustable
power for energy harvesting and for information
decoding. Moreover, we propose two types of
practical receiver architectures, namely, separated
versus integrated information and energy receivers.
The integrated receiver integrates the front-end
components of the separated receiver, thus achieving
a smaller form factor. The rate-energy tradeoff for
these two architectures are characterized by a so-
called rate-energy (R-E) region. Numerical results
show that the R-E region of the integrated.
V. Conclusion
In this paper, the resource allocation algorithm
design for simultaneous wireless information and
power transfer in OFDMA systems was studied. We
focused on power splitting receivers which are able
to split the received signals into two power streams
for concurrent information decoding and energy
harvesting. The algorithm design was formulated as a
non-convex optimization problem which took into
account a minimum system data rate requirement,
minimum individual data rate requirements of the
receivers, a minimum required power transfer, and
the total system power dissipation. We first focused
on receivers with continuous sets of power splitting
ratios and proposed a resource allocation algorithm.
The derived solution served as a building block for
the design of a suboptimal resource allocation
algorithm for receivers with discrete sets of power
splitting ratios. Simulation results showed the
Sakshi Sharma Int. Journal of Engineering Research and Applications www.ijera.com
ISSN: 2248-9622, Vol. 5, Issue 9, (Part - 2) September 2015, pp.05-08
www.ijera.com 8 | P a g e
excellent performance of the two proposed
suboptimal algorithms and also unveiled the trade-off
between energy efficiency, system capacity, and
wireless power transfer.
REFERENCES
[1.] Z. Xiang and M. Tao, “Robust beamforming
for wireless informationand power
transmission,” IEEE Wireless Commun.
Letters, vol. 1, no.4, pp. 372-375, 2012.
[2.] H. Ju and R. Zhang, “A novel mode
switching scheme utilizing
randombeamforming for opportunistic
energy harvesting,” in Proc. IEEE
WirelessCommunications and Networking
Conference (WCNC), Apr. 2013.
[3.] J. Xu, L. Liu, and R. Zhang, “Multiuser
MISO beamforming forsimultaneous
wireless information and power transfer,” in
Proc. IEEEInternational Conference on
Acoustics, Speech, and Signal
Processing(ICASSP), May 2013.
[4.] L. Liu, R. Zhang, and K. C. Chua, “Wireless
information transfer withopportunistic
energy harvesting,” IEEE Trans. Wireless
Commun., vol.12, no. 1, pp. 288-300, Jan.
2013.
[5.] L. Liu, R. Zhang, and K. C. Chua, “Wireless
information and powertransfer: a dynamic
power splitting approach,” IEEE Trans.
Commun.,vol. 61, no. 9, pp. 3990-4001, Sep.
2013.
[6.] S. Timotheou, I. Krikidis, and B. Ottersten,
“MISO interference channelwith QoS and
RF energy harvesting constraints,” in Proc.
IEEE Int. Conf.on Commun. (ICC), June
2013.
[7.] J. Park and B. Clerckx, “Joint wireless
information and energy transferin a two-user
MIMO interference channel,” IEEE Trans.
WirelessCommun., vol. 12, no. 8, pp. 4210-
4221, Aug. 2013.
[8.] A. Nasir, X. Zhou, S. Durrani, and R. A.
Kennedy, “Relayingprotocols for wireless
energy harvesting and information
processing,”IEEE Trans. Wireless
Commun., vol. 12, no. 7, pp. 3622-3636,
July2013.
[9.] K. Huang and V. K. N. Lau, “Enabling
wireless power transfer in cellularnetworks:
architecture, modeling and deployment,” to
appear in IEEETrans. Wireless Commun.,
available on-line at arXiv:1207.5640.
[10.] S. Lee, R. Zhang, and K. Huang,
“Opportunistic wireless energyharvesting in
cognitive radio networks,” IEEE Trans.
Wireless Commun.,vol. 12, no. 9, pp. 4788-
4799, Sep. 2013.
[11.] R. Zhang and C. K. Ho, “MIMO
broadcasting for simultaneous wireless
information and power transfer,” IEEE
Trans. Wireless Commun., vol. 12, no. 5,
pp. 1989-2001, May 2013.
[12.] L. R. Varshney, “Transporting information
and energy simultaneously,” in Proc. IEEE
Int. Symp. Inf. Theory (ISIT), pp. 1612-
1616, July 2008.
[13.] X. Zhou, R. Zhang, and C. K. Ho,
“Wireless information and power transfer:
architecture design and rate-energy
tradeoff,” IEEE Trans. Commun., vol. 61,
no. 11, pp.4754-4767, Nov. 2013.

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Resource Allocation Algorithm Design for Multiuser OFDM Systems with Simultaneous Wireless Information and Power Transfer

  • 1. Sakshi Sharma Int. Journal of Engineering Research and Applications www.ijera.com ISSN: 2248-9622, Vol. 5, Issue 9, (Part - 2) September 2015, pp.05-08 www.ijera.com 5 | P a g e A review of Wireless Information and Power Transfer in Multiuser OFDM Systems Sakshi Sharma1 , Prof. Gaurav Gupta2 1 Research Scholar, Mahakal Institute of Technology, Ujjain 2 Mahakal Institute of Technology, Ujjain Abstract We study the resource allocation algorithm design for multiuser orthogonal frequency division multiplexing (OFDM) downlink systems with simultaneous wireless information and power transfer. The algorithm design is formulated as a non-convex optimization problem for maximizing the energy efficiency of data transmission (bit/Joule delivered to the users). In particular, the problem formulation takes into account the minimum required system data rate, heterogeneous minimum required power transfers to the users, and the circuit power consumption. Subsequently, by exploiting the method of timesharing and the properties of nonlinear fractional programming, the considered non-convex optimization problem is solved using an efficient iterative resource allocation algorithm. Recently, simultaneous wireless information and power transfer (SWIPT) becomes appealing by essentially providing a perpetual energy source for the wireless networks. For the TDMA-based information transmission, we employ TS at the receivers; for the OFDMA-based information transmission, we employ PS at the receivers. Under the above two scenarios, we address the problem of maximizing the weighted sum-rate over all users by varying the time/frequency power allocation and either TS or PS ratio, subject to a minimum harvested energy constraint on each user as well as a peak and/or total transmission power constraint. I. Introduction SWIPT have assumed that the same signal can convey both energy and information without losses, revealing a fundamental trade-off between information and power transfer. However, this simultaneous transfer is not possible in practice, as the energy harvesting operation performed in the RF domain destroys the information content. To practically achieve SWIPT, the received signal has to be split in two distinct parts, one for energy harvesting and one for information decoding. In the following, the techniques that have been proposed to achieve this signal splitting in different domains (time, power, antenna, space).For the TS scheme, by an appropriate variable transformation the problem is reformulated as a convex problem, for which the optimal power allocation and TS ratio are obtained by the Lagrange duality method. Moreover, the SWIPT system offers great convenience to mobile users, since it realizes both useful utilizations of radio signals to transfer energy as well as information. Therefore, SWIPT has drawn an upsurge of research interests [9]–[12]. Varshney first proposed the idea of transmitting information and energy simultaneously in [2] assuming that the receiver is able to decode information and harvest energy simultaneously from the same received signal. However, this assumption may not hold in practice, as circuits for harvesting energy from radio signals are not yet able to decode the carried information directly. Two practical schemes for SWIPT, namely, time switching (TS) and power splitting (PS), are proposed in [1] , [3]. With TS applied at the receiver, the received signal is either processed by an energy receiver for energy harvesting (EH) Fig: 1 A multiuser downlink SWIPT system. or processed by an information receiver for information decoding (ID). With PS applied at the receiver, the received signal is split into two signal streams with a fixed power ratio by a power splitter, with one stream to the energy receiver an d the other one to the information receiver. SWIPT for multi antenna systems has been considered in [1], [4]–[6]. In particular, [1] studied the performance limits of a three-node multiple input multiple-output (MIMO) broadcasting system, where one receiver harvests energy and another receiver decodes information from the signals sent by a common transmitter. [4] Extended the work in [1] by considering imperfect channel state information (CSI) at the transmitter for RESEARCH ARTICLE OPEN ACCESS
  • 2. Sakshi Sharma Int. Journal of Engineering Research and Applications www.ijera.com ISSN: 2248-9622, Vol. 5, Issue 9, (Part - 2) September 2015, pp.05-08 www.ijera.com 6 | P a g e a multiple-input single-output (MISO) system. A MISO SWIPT system without CSI at the transmitter was considered in [5], where a new scheme that employs random beam forming for opportunistic EH was proposed. II. Orthogonal frequency-division multiplexing (OFDM) OFDM is a form of multicarrier modulation. An OFDM signal consists of a number of closely spaced modulated carriers. When modulation of any form - voice, data, etc. is applied to a carrier, then sidebands spread out either side. It is necessary for a receiver to be able to receive the whole signal to be able to successfully demodulate the data. As a result when signals are transmitted close to one another they must be spaced so that the receiver can separate them using a filter and there must be a guard band between them. This is not the case with OFDM. Although the sidebands from each carrier overlap, they can still be received without the interference that might be expected because they are orthogonal to each another. This is achieved by having the carrier spacing equal to the reciprocal of the symbol period. Fig:2 OFDM Spectrum The downlink received symbol at receiver k ∈ {1, . . . , K} on subcarrier i ∈ {1, . . . , nF } is given where Xi,k, Pi,k, and Hi,k are the transmitted data symbol, the transmitted power, and the multipath fading coefficient from the transmitter to receiver k on subcarrier i, respectively. lk and gk represent the path loss and shadowing attenuation from the transmitter to receiver k, respectively. Z s i,k and Z a i,k are additive white Gaussian noises (AWGN) originating from signal processing and the antenna on subcarrier i of receiver k, respectively. III. Techniques for SWIPT A. Time Switching (TS) If TS is employed, the receiver switches in time between information decoding and energy harvesting. In this case, the signal splitting is performed in the time domain and thus the entire signal received in one time slot is used either for information decoding or power transfer .The TS technique allows for a simple hardware implementation at the receiver but requires accurate time synchronization and information/energy scheduling. Fig:4 Time Switching B. Power Splitting (PS) The PS technique achieves SWIPT by splitting the received signal in two streams ofdifferent power levels using a PS component; one signal stream is sent to the rectenna circuit for energy harvesting and the other is converted to baseband for information decoding. The PS technique Fig:5 Power Splitting entails a higher receiver complexity compared to TS and requires the optimization of the PS factor α; however, it achieves instantaneous SWIPT, as the signal received in one time slot is used for both information decoding and power transfer. Therefore, it is more suitable for applications with critical information/energy or delay constraints and closer to the information theoretical optimum. C. Antenna Switching (AS) Typically, antenna arrays are used to generate DC power for reliable device operation. Inspired by this approach, the AS technique dynamically switches each antenna element between decoding/rectifying to achieve SWIPT in the antenna domain. In theAS scheme, the receiving antennas are divided into two groups where one group is used for information decoding and the other group for energy harvesting [6]. The AS technique requires the solution of an optimization problem in each communication frame in order to decide the optimal assignment of the antenna elements for information decoding and energy harvesting. For a MIMO decode-and-forward (DF) relay channel, where the
  • 3. Sakshi Sharma Int. Journal of Engineering Research and Applications www.ijera.com ISSN: 2248-9622, Vol. 5, Issue 9, (Part - 2) September 2015, pp.05-08 www.ijera.com 7 | P a g e relay node uses the harvested energy in order to retransmit the received signal, the optimization problem was formulated as a knapsack problem and solved using dynamic programming in. Two practical schemes for SWIPT, namely, time switching (TS) and power splitting (PS), are proposed in. With TS applied at the receiver, the received signal is either processed by an energy receiver for energy Fig: Antenna Switching harvesting (EH) or processed by an information receiver for information decoding (ID). With PS applied at the receiver, the received signal is split into two signal streams with a fixed power ratio by a power splitter, with one stream to the energy receiver and the other one to the information receiver. SWIPT for multi-antenna systems has been considered in. In particular, studied the performance limits of a three- node multiple input multiple-output (MIMO) broadcasting system, where one receiver harvests energy and another receiver decodes information from the signals sent by a common transmitter.extended the work by considering imperfect channel state information (CSI) at the transmitter for a multiple-input single-output (MISO) system. IV. LITERATURE REVIEW “MIMO broadcasting for simultaneous wireless information and power transfer”, [11] in this paper Energy-constrained wireless networks, such as sensor networks, are typically powered by batteries that have limited operation time. Although replacing or recharging the batteries can prolong the lifetime of the network to a certain extent, it usually incurs high costs and is inconvenient, hazardous (say, in toxic environments), or even impossible (e.g., for sensors embedded in building structures or inside human bodies). A more convenient, safer, as well as “greener” alternative is thus to harvest energy from the environment, which virtually provides perpetual energy supplies to wireless devices. In addition to other commonly used energy sources such as solar and wind, ambient radio-frequency (RF) signals can be a viable new source for energy scavenging. It is worth noting that RF-based energy harvesting is typically suitable for low-power applications (e.g., sensor networks), but also can be applied for scenarios with more substantial power consumptions if dedicated wireless power transmission is implemented. “Transporting information and energy simultaneously”, [12] in this paper The fundamental tradeoff between the rates at which energy and reliable information can be transmitted over a single noisy line is studied. Engineering inspiration for this problem is provided by powerline communication, RFID systems, and covert packet timing systems as well as communication systems that scavenge received energy. A capacity-energy function is defined and a coding theorem is given. The capacity- energy function is a non-increasing concave ∩ function. Capacity-energy functions for several channels are computed. “Wireless information and power transfer: architecture design and rate-energy tradeoff”, [13] in this paper Simultaneous information and power transfer over the wireless channels potentially offers great convenience to mobile users. Yet practical receiver designs impose technical constraints on its hardware realization, as practical circuits for harvesting energy from radio signals are not yet able to decode the carried information directly. To make theoretical progress, we propose a general receiver operation, namely, dynamic power splitting (DPS), which splits the received signal with adjustable power for energy harvesting and for information decoding. Moreover, we propose two types of practical receiver architectures, namely, separated versus integrated information and energy receivers. The integrated receiver integrates the front-end components of the separated receiver, thus achieving a smaller form factor. The rate-energy tradeoff for these two architectures are characterized by a so- called rate-energy (R-E) region. Numerical results show that the R-E region of the integrated. V. Conclusion In this paper, the resource allocation algorithm design for simultaneous wireless information and power transfer in OFDMA systems was studied. We focused on power splitting receivers which are able to split the received signals into two power streams for concurrent information decoding and energy harvesting. The algorithm design was formulated as a non-convex optimization problem which took into account a minimum system data rate requirement, minimum individual data rate requirements of the receivers, a minimum required power transfer, and the total system power dissipation. We first focused on receivers with continuous sets of power splitting ratios and proposed a resource allocation algorithm. The derived solution served as a building block for the design of a suboptimal resource allocation algorithm for receivers with discrete sets of power splitting ratios. Simulation results showed the
  • 4. Sakshi Sharma Int. Journal of Engineering Research and Applications www.ijera.com ISSN: 2248-9622, Vol. 5, Issue 9, (Part - 2) September 2015, pp.05-08 www.ijera.com 8 | P a g e excellent performance of the two proposed suboptimal algorithms and also unveiled the trade-off between energy efficiency, system capacity, and wireless power transfer. REFERENCES [1.] Z. Xiang and M. Tao, “Robust beamforming for wireless informationand power transmission,” IEEE Wireless Commun. Letters, vol. 1, no.4, pp. 372-375, 2012. [2.] H. Ju and R. Zhang, “A novel mode switching scheme utilizing randombeamforming for opportunistic energy harvesting,” in Proc. IEEE WirelessCommunications and Networking Conference (WCNC), Apr. 2013. [3.] J. Xu, L. Liu, and R. Zhang, “Multiuser MISO beamforming forsimultaneous wireless information and power transfer,” in Proc. IEEEInternational Conference on Acoustics, Speech, and Signal Processing(ICASSP), May 2013. [4.] L. Liu, R. Zhang, and K. C. Chua, “Wireless information transfer withopportunistic energy harvesting,” IEEE Trans. Wireless Commun., vol.12, no. 1, pp. 288-300, Jan. 2013. [5.] L. Liu, R. Zhang, and K. C. Chua, “Wireless information and powertransfer: a dynamic power splitting approach,” IEEE Trans. Commun.,vol. 61, no. 9, pp. 3990-4001, Sep. 2013. [6.] S. Timotheou, I. Krikidis, and B. Ottersten, “MISO interference channelwith QoS and RF energy harvesting constraints,” in Proc. IEEE Int. Conf.on Commun. (ICC), June 2013. [7.] J. Park and B. Clerckx, “Joint wireless information and energy transferin a two-user MIMO interference channel,” IEEE Trans. WirelessCommun., vol. 12, no. 8, pp. 4210- 4221, Aug. 2013. [8.] A. Nasir, X. Zhou, S. Durrani, and R. A. Kennedy, “Relayingprotocols for wireless energy harvesting and information processing,”IEEE Trans. Wireless Commun., vol. 12, no. 7, pp. 3622-3636, July2013. [9.] K. Huang and V. K. N. Lau, “Enabling wireless power transfer in cellularnetworks: architecture, modeling and deployment,” to appear in IEEETrans. Wireless Commun., available on-line at arXiv:1207.5640. [10.] S. Lee, R. Zhang, and K. Huang, “Opportunistic wireless energyharvesting in cognitive radio networks,” IEEE Trans. Wireless Commun.,vol. 12, no. 9, pp. 4788- 4799, Sep. 2013. [11.] R. Zhang and C. K. Ho, “MIMO broadcasting for simultaneous wireless information and power transfer,” IEEE Trans. Wireless Commun., vol. 12, no. 5, pp. 1989-2001, May 2013. [12.] L. R. Varshney, “Transporting information and energy simultaneously,” in Proc. IEEE Int. Symp. Inf. Theory (ISIT), pp. 1612- 1616, July 2008. [13.] X. Zhou, R. Zhang, and C. K. Ho, “Wireless information and power transfer: architecture design and rate-energy tradeoff,” IEEE Trans. Commun., vol. 61, no. 11, pp.4754-4767, Nov. 2013.