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International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056
Volume: 03 Issue: 02 | Feb-2016 www.irjet.net p-ISSN: 2395-0072
© 2016, IRJET ISO 9001:2008 Certified Journal Page 1563
A Review on Transmit Antenna Selection for Massive MIMO Systems
Sachin Dogra Atul Mishra Mukti Verma
Astt. Prof. (ECE) Astt. Prof. (ECE) M.Tech (ECE)
SSU, Palampur SIET, Bilaspur SSU, Palampur
dograsachin66@gmail.com atulmishra005@gmail.com mukti.nannu@gmail.com
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Abstract— According to previous approaches consider the issue
of transmit antenna choice for massive multiple-input multiple-
output systems by maximizing the determinant modulus of the
chosen channel matrix. In view of the most extreme volume
submatrix discovering technique, a real-time antenna-by-antenna
iterative swapping enhancement (RAISE) transmit antenna
choice calculation with low memory cost and lowcomputational
many-sided quality. The merging of the calculation is
demonstrated and the execution of it is assessed by means of
numerical reproductions. Outcomes demonstrate that, contrasted
with the conventional reception apparatus choice calculations,
RAISE can accomplish close ideal limit execution while the
computational intricacy and the memory expense are essentially
lessened.
Keywords—Massive Multiple-Input Multiple-Output MIMO,
Antenna Selection, Low many-sided quality.
I. INTRODUCTION
MIMO stands for Multiple Input and Multiple Output that means
we use multiple antennas at the transmitter and receiver, by
doing so we are increasing the channel capacity as we can
accommodate more number of subscribers in wireless
communication system [3].
Figure 1: MIMO.
If increase the number of antenna we are increasing the degree
of freedom of channel, improving its performance or flexibility
and even the gain also improves. The price for MIMO is more
because of the hardware used, its complexity and energy
consumption for signal processing at both ends. In a point-to-
point communication complexity at the receiver is more
important but in multiuser communication the complexity at the
transmitter along with the receiver is also important because
advances coding schemes are used for transmitting data
simultaneously to more than one user and maintaining the
interference. One more challenge to MIMO system is that we
require physical space to accommodate the antennas including
the rent. There are four basic types of MIMO system based on
the number of transmitter and receiver antennas used.
A. MIMO-SISO (Single Input Single Output)
The advantage of SISO system is that it is simple and requires
less processing. But it is limited in performance due to
interference and fading [9].
Figure 2: SISO.
B. MIMO-SIMO (Single Input Multiple Output)
This system is relatively easy to implement, but as there is
multiple antennas at the receiver we require some processing at
the receiver [9].
Figure 3: SIMO.
C. MIMO-MISO (Single Input Multiple Output)
The advantage here is that the processing is at the transmitter
than at the receiver. The receiver can be handheld device with
limited power as the processing is reduced the life time of
battery is improved [9].
Figure 4: MISO.
D. MIMO (Multiple Input Multiple Output)
As we have multiple antennas at the receiver and transmitter we
have processing at both the ends but we are increasing the
number of user, the data rate is increased and good quality of
service [9].
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056
Volume: 03 Issue: 02 | Feb-2016 www.irjet.net p-ISSN: 2395-0072
© 2016, IRJET ISO 9001:2008 Certified Journal Page 1564
Figure 5: MIMO.
In Massive MIMO or larger MIMO there are going to be more
than 100 antennas. But not all the antennas will work at the same
time; a limited number of antennas will be operating at a time
because of limitation to acquire channel state information.
Massive MIMO technology can be made possible by combining
the conventional TDMA, FDMA and OFDM multiplexing
technology. Future prediction is that the Massive MIMO
technology will use very low power in the order of milliwatts.
The major challenges are multiuser multiplexing gains, error in
channel state information and interference. The power
consumption at the base stations is a growing concern. Massive
MIMO system will be designed in such a way that it will be
robust to the failure of the antenna [1].
II. LITERATURE REVIEW
MASSIVE multiple-input multiple-output (MIMO) systems
have as of late gotten much consideration because of their
emotional ability to give higher date rates, improved connection
unwavering quality, what's more, critical force funds for future
past 4G frameworks [1,2]. With hundreds on the other hand a
significantly bigger number of low-influence receiving wires
being utilized at base station (BS), rich dispersing environment
that once restrains the job of ordinary MIMO system is no more
an issue since enough autonomous channel can unquestionably
be found in such a colossal channel space [2]. In any case, the
sign handling and equipment cost turn into an overwhelming
trouble with the expanding number of radio wires. With a
specific end goal to decrease the equipment cost and
computational many-sided quality, while holding a large portion
of the differences or multiplexing advantages of all radio wires,
transmit reception apparatus choice method can be utilized to
utilize a littler number of RF modules than the quantity of every
single accessible reception apparatus [2,4]. It is realized that the
ideal reception apparatus subset can be found through
comprehensive looking. In any case, the computational many-
sided quality of comprehensive hunt becomes exponentially with
the all out number of the accessible radio wires [12, 13]. Hence,
comprehensive hunt is unrealistic because of the enormous
number of radio wires utilized in monstrous MIMO frameworks.
Heaps of existing low many-sided quality reception apparatus
determination calculations have been proposed to discover an
imperfect arrangement in routine MIMO frameworks [5–8].
Notwithstanding, the calculations in these works are not suitable
for continuous execution of transmit radio wire determination in
gigantic MIMO frameworks. For cases, the execution of the
calculation in [5] is restricted by its 'neighborhood seek'
trademark and this calculation additionally might experience the
ill effects of extensive limit misfortune in more awful cases. A
promising path, proposed in [7] and [8], includes a considerable
measure of framework operation and requires countless, which
is likewise illogical for realtime usage. Ongoing execution raises
some new difficulties, specifically, it requires arrangement
techniques that are to a great degree dependable and finished in
an anticipated sum of time and memory [10].
As of late, reception apparatus determination strategy in
enormous MIMO frameworks has been examined in [3]
furthermore, [4]. In any case, [3] just centered around the
frameworks with single-receiving wire clients and the number of
accessible reception apparatuses was not all that substantial as
"enormous" in [4]. Subsequently, the radio wire choice for
enormous MIMO frameworks has not been adequately explored
and it is trying to devise low multifaceted nature and low
memory cost radio wire determination calculation for gigantic
MIMO systems.
According to previous approaches focus on designing a low
computational complexity and low memory cost transmit
antenna selection algorithm for real-time implementation in
massive MIMO systems through an iterative antenna-by-antenna
swapping enhancement procedure. The algorithm is based on
solving a determinant modulus maximization problem by using
maximum-volume submatrix finding method [11] rather than
directly solving the complicated capacity maximization problem.
Theoretical analysis and simulation results reveal that the
proposed algorithm is sure to converge (the speed is fast) and
can significantly reduce the computational complexity and
memory requirement while achieving near optimal capacity
performance.
A MIMO system consists of a number of transmitter and
receiver antennas and a fading channel through which the data
will be sent. Let us consider we have t number of transmitter
antennas and r number of receiver antenna i.e. we form a matrix
for transmitter and receiver antennas having t number of rows in
transition matrix similarly r number of rows in receiver matrix.
The basic equation for MIMO system is given by
Y= H.X + W
Where, Y= r x 1 Receiver matrix
H= r x t Channel matrix
X= t x 1 Transition matrix
W= Noise
In a point-to-point communication complexity at the receiver is
more important but in multiuser communication the complexity
the transmitter is also important because advances coding
schemes are used for transmitting data simultaneously to more
than one user and maintaining the interference. One more
challenge to MIMO system is that we require physical space to
accommodate the antennas including the rent. In Massive
MIMO or larger MIMO there are going to be more than 100
antennas. But not all the antennas will work at the same time; a
limited number of antennas will be operating at a time because
of limitation to acquire channel state information. Massive
MIMO technology can be made possible by combining the
conventional TDMA, FDMA and OFDM multiplexing
technology. Future prediction is that the Massive MIMO
technology will use very low power in the order of milliwatts
[4].
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056
Volume: 03 Issue: 02 | Feb-2016 www.irjet.net p-ISSN: 2395-0072
© 2016, IRJET ISO 9001:2008 Certified Journal Page 1565
III. CONCLUSION
According to previous contemplated the issue of transmit
radio wire determination for huge MIMO systems or
frameworks. By changing the limit expansion issue to the
determinant modulus expansion issue, it introduced a real-time
iterative transmit antenna selection algorithm (i.e., RAISE)
whose merging has been demonstrated. On account of the
antenna by radio wire iterative swapping strategy, the
computational many-sided quality and the memory cost of
RAISE are fundamentally diminished contrasted with customary
calculations. Recreation results demonstrated that RAISE can
accomplish close ideal execution even with a little emphasis
number. Accordingly, the introduced algorithm or calculation is
of practical significance for massive MIMO frameworks or
systems.
REFERENCES
1) VahidTarokh, Hamid Jafarkhani, A. Robert Calderbank,
“Space–Time Block Coding for WirelessCommunications:
Performance Results”, IEEE Journal, vol.17, 1999.
2) Yang-Seok Choi, Andreas F. Molisch, Moe Z. Win, Jack
H. Winters, “Fast algorithms for antenna selection in
MIMOsystems”, IEEE 58th
conference paper, 2003.
3) Hongyuan Zhang, Huaiyu Dai, “Fast Transmit Antenna
Selection Algorithms for MIMO Systems with Fading
Correlation” IEEE conference paper, 2004.
4) Gharavi-Alkhansari, M., & Gershman, A. B. (2004). Fast
antenna subset selection in MIMO systems. IEEE
Transactions on Signal Processing, 52(2), 339–347.
5) Sanayei, S., & Nosratinia, A. (2004). Antenna selection in
MIMO systems. IEEE Communications Magazine, 42(10),
68–73.
6) Wang, B. H., Hui, H. T., & Leong, M. S. (2010). Global
and fast receiver antenna selection for MIMO systems.
IEEE Transactions on Communications, 58(9), 2505–2510.
7) Dong, K., Prasad, N., Wang, X., & Zhu, S. (2011).
Adaptive antenna selection and Tx/Rx beamforming for
large-scale MIMO systems in 60 GHz channels. EURASIP
Journal on Wireless Communications and Networking,
2011(1), 1–14.
8) Huh, H., Caire, G., Papadopoulos, H. C., & Ramprashad,
S. A. (2012). Achieving „massive MIMO‟ spectral
efficiency with a not-so-large number of antennas. IEEE
Transactions on Wireless Communications, 11(9), 3226–
3239.
9) Gao, X., Edfors, O., Liu, J., & Tufvesson, F. (2013).
Antenna selection in measured massive MIMO channels
using convex optimization. In Proceedings of the IEEE
GLOBECOM workshop on emerging technologies for
LTE-advanced and beyond-4G.
10)Fredrik Rusek, Daniel Persson, BuonKiong Lau, Erik G.
Larsson, Thomas L. Marzetta, OveEdfors, and Fredrik
Tufvesson, “Scaling up MIMO” IEEE signal processing
magazine, pp 40-60, Dec 2012.
11)S. P. Premnath, J. R. Jenifer, C. Arunachalaperumal,”
Performance enhancement of MIMO systems using
antenna selection algorithm”, International Journal of
Emerging Technology and Advanced Engineering, Jan
2013.
12)Bing Fang, ZupingQian, Wei Shao, Wei Zhong,”RAISE: A
New Fast Transmit Antenna SelectionAlgorithm for
Massive MIMO Systems”, Springer
Science+Business,Media New York, 2014.
13)Akhilgupta and Rakeshkumarjha, “A survey of 5g
network: architecture and emerging technologies” IEEE
Access, July 2015.
14) Chen Sun, XiqiGao, Shi Jin, MichailMatthaiou, Zhi
Ding, Chengshan Xiao,” Beam Division Multiple Access
Transmission forMassive MIMO Communications”, IEEE,
2015.

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A Review on Transmit Antenna Selection for Massive MIMO Systems

  • 1. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056 Volume: 03 Issue: 02 | Feb-2016 www.irjet.net p-ISSN: 2395-0072 © 2016, IRJET ISO 9001:2008 Certified Journal Page 1563 A Review on Transmit Antenna Selection for Massive MIMO Systems Sachin Dogra Atul Mishra Mukti Verma Astt. Prof. (ECE) Astt. Prof. (ECE) M.Tech (ECE) SSU, Palampur SIET, Bilaspur SSU, Palampur dograsachin66@gmail.com atulmishra005@gmail.com mukti.nannu@gmail.com ---------------------------------------------------------------------***--------------------------------------------------------------------- Abstract— According to previous approaches consider the issue of transmit antenna choice for massive multiple-input multiple- output systems by maximizing the determinant modulus of the chosen channel matrix. In view of the most extreme volume submatrix discovering technique, a real-time antenna-by-antenna iterative swapping enhancement (RAISE) transmit antenna choice calculation with low memory cost and lowcomputational many-sided quality. The merging of the calculation is demonstrated and the execution of it is assessed by means of numerical reproductions. Outcomes demonstrate that, contrasted with the conventional reception apparatus choice calculations, RAISE can accomplish close ideal limit execution while the computational intricacy and the memory expense are essentially lessened. Keywords—Massive Multiple-Input Multiple-Output MIMO, Antenna Selection, Low many-sided quality. I. INTRODUCTION MIMO stands for Multiple Input and Multiple Output that means we use multiple antennas at the transmitter and receiver, by doing so we are increasing the channel capacity as we can accommodate more number of subscribers in wireless communication system [3]. Figure 1: MIMO. If increase the number of antenna we are increasing the degree of freedom of channel, improving its performance or flexibility and even the gain also improves. The price for MIMO is more because of the hardware used, its complexity and energy consumption for signal processing at both ends. In a point-to- point communication complexity at the receiver is more important but in multiuser communication the complexity at the transmitter along with the receiver is also important because advances coding schemes are used for transmitting data simultaneously to more than one user and maintaining the interference. One more challenge to MIMO system is that we require physical space to accommodate the antennas including the rent. There are four basic types of MIMO system based on the number of transmitter and receiver antennas used. A. MIMO-SISO (Single Input Single Output) The advantage of SISO system is that it is simple and requires less processing. But it is limited in performance due to interference and fading [9]. Figure 2: SISO. B. MIMO-SIMO (Single Input Multiple Output) This system is relatively easy to implement, but as there is multiple antennas at the receiver we require some processing at the receiver [9]. Figure 3: SIMO. C. MIMO-MISO (Single Input Multiple Output) The advantage here is that the processing is at the transmitter than at the receiver. The receiver can be handheld device with limited power as the processing is reduced the life time of battery is improved [9]. Figure 4: MISO. D. MIMO (Multiple Input Multiple Output) As we have multiple antennas at the receiver and transmitter we have processing at both the ends but we are increasing the number of user, the data rate is increased and good quality of service [9].
  • 2. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056 Volume: 03 Issue: 02 | Feb-2016 www.irjet.net p-ISSN: 2395-0072 © 2016, IRJET ISO 9001:2008 Certified Journal Page 1564 Figure 5: MIMO. In Massive MIMO or larger MIMO there are going to be more than 100 antennas. But not all the antennas will work at the same time; a limited number of antennas will be operating at a time because of limitation to acquire channel state information. Massive MIMO technology can be made possible by combining the conventional TDMA, FDMA and OFDM multiplexing technology. Future prediction is that the Massive MIMO technology will use very low power in the order of milliwatts. The major challenges are multiuser multiplexing gains, error in channel state information and interference. The power consumption at the base stations is a growing concern. Massive MIMO system will be designed in such a way that it will be robust to the failure of the antenna [1]. II. LITERATURE REVIEW MASSIVE multiple-input multiple-output (MIMO) systems have as of late gotten much consideration because of their emotional ability to give higher date rates, improved connection unwavering quality, what's more, critical force funds for future past 4G frameworks [1,2]. With hundreds on the other hand a significantly bigger number of low-influence receiving wires being utilized at base station (BS), rich dispersing environment that once restrains the job of ordinary MIMO system is no more an issue since enough autonomous channel can unquestionably be found in such a colossal channel space [2]. In any case, the sign handling and equipment cost turn into an overwhelming trouble with the expanding number of radio wires. With a specific end goal to decrease the equipment cost and computational many-sided quality, while holding a large portion of the differences or multiplexing advantages of all radio wires, transmit reception apparatus choice method can be utilized to utilize a littler number of RF modules than the quantity of every single accessible reception apparatus [2,4]. It is realized that the ideal reception apparatus subset can be found through comprehensive looking. In any case, the computational many- sided quality of comprehensive hunt becomes exponentially with the all out number of the accessible radio wires [12, 13]. Hence, comprehensive hunt is unrealistic because of the enormous number of radio wires utilized in monstrous MIMO frameworks. Heaps of existing low many-sided quality reception apparatus determination calculations have been proposed to discover an imperfect arrangement in routine MIMO frameworks [5–8]. Notwithstanding, the calculations in these works are not suitable for continuous execution of transmit radio wire determination in gigantic MIMO frameworks. For cases, the execution of the calculation in [5] is restricted by its 'neighborhood seek' trademark and this calculation additionally might experience the ill effects of extensive limit misfortune in more awful cases. A promising path, proposed in [7] and [8], includes a considerable measure of framework operation and requires countless, which is likewise illogical for realtime usage. Ongoing execution raises some new difficulties, specifically, it requires arrangement techniques that are to a great degree dependable and finished in an anticipated sum of time and memory [10]. As of late, reception apparatus determination strategy in enormous MIMO frameworks has been examined in [3] furthermore, [4]. In any case, [3] just centered around the frameworks with single-receiving wire clients and the number of accessible reception apparatuses was not all that substantial as "enormous" in [4]. Subsequently, the radio wire choice for enormous MIMO frameworks has not been adequately explored and it is trying to devise low multifaceted nature and low memory cost radio wire determination calculation for gigantic MIMO systems. According to previous approaches focus on designing a low computational complexity and low memory cost transmit antenna selection algorithm for real-time implementation in massive MIMO systems through an iterative antenna-by-antenna swapping enhancement procedure. The algorithm is based on solving a determinant modulus maximization problem by using maximum-volume submatrix finding method [11] rather than directly solving the complicated capacity maximization problem. Theoretical analysis and simulation results reveal that the proposed algorithm is sure to converge (the speed is fast) and can significantly reduce the computational complexity and memory requirement while achieving near optimal capacity performance. A MIMO system consists of a number of transmitter and receiver antennas and a fading channel through which the data will be sent. Let us consider we have t number of transmitter antennas and r number of receiver antenna i.e. we form a matrix for transmitter and receiver antennas having t number of rows in transition matrix similarly r number of rows in receiver matrix. The basic equation for MIMO system is given by Y= H.X + W Where, Y= r x 1 Receiver matrix H= r x t Channel matrix X= t x 1 Transition matrix W= Noise In a point-to-point communication complexity at the receiver is more important but in multiuser communication the complexity the transmitter is also important because advances coding schemes are used for transmitting data simultaneously to more than one user and maintaining the interference. One more challenge to MIMO system is that we require physical space to accommodate the antennas including the rent. In Massive MIMO or larger MIMO there are going to be more than 100 antennas. But not all the antennas will work at the same time; a limited number of antennas will be operating at a time because of limitation to acquire channel state information. Massive MIMO technology can be made possible by combining the conventional TDMA, FDMA and OFDM multiplexing technology. Future prediction is that the Massive MIMO technology will use very low power in the order of milliwatts [4].
  • 3. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056 Volume: 03 Issue: 02 | Feb-2016 www.irjet.net p-ISSN: 2395-0072 © 2016, IRJET ISO 9001:2008 Certified Journal Page 1565 III. CONCLUSION According to previous contemplated the issue of transmit radio wire determination for huge MIMO systems or frameworks. By changing the limit expansion issue to the determinant modulus expansion issue, it introduced a real-time iterative transmit antenna selection algorithm (i.e., RAISE) whose merging has been demonstrated. On account of the antenna by radio wire iterative swapping strategy, the computational many-sided quality and the memory cost of RAISE are fundamentally diminished contrasted with customary calculations. Recreation results demonstrated that RAISE can accomplish close ideal execution even with a little emphasis number. Accordingly, the introduced algorithm or calculation is of practical significance for massive MIMO frameworks or systems. REFERENCES 1) VahidTarokh, Hamid Jafarkhani, A. Robert Calderbank, “Space–Time Block Coding for WirelessCommunications: Performance Results”, IEEE Journal, vol.17, 1999. 2) Yang-Seok Choi, Andreas F. Molisch, Moe Z. Win, Jack H. Winters, “Fast algorithms for antenna selection in MIMOsystems”, IEEE 58th conference paper, 2003. 3) Hongyuan Zhang, Huaiyu Dai, “Fast Transmit Antenna Selection Algorithms for MIMO Systems with Fading Correlation” IEEE conference paper, 2004. 4) Gharavi-Alkhansari, M., & Gershman, A. B. (2004). Fast antenna subset selection in MIMO systems. IEEE Transactions on Signal Processing, 52(2), 339–347. 5) Sanayei, S., & Nosratinia, A. (2004). Antenna selection in MIMO systems. IEEE Communications Magazine, 42(10), 68–73. 6) Wang, B. H., Hui, H. T., & Leong, M. S. (2010). Global and fast receiver antenna selection for MIMO systems. IEEE Transactions on Communications, 58(9), 2505–2510. 7) Dong, K., Prasad, N., Wang, X., & Zhu, S. (2011). Adaptive antenna selection and Tx/Rx beamforming for large-scale MIMO systems in 60 GHz channels. EURASIP Journal on Wireless Communications and Networking, 2011(1), 1–14. 8) Huh, H., Caire, G., Papadopoulos, H. C., & Ramprashad, S. A. (2012). Achieving „massive MIMO‟ spectral efficiency with a not-so-large number of antennas. IEEE Transactions on Wireless Communications, 11(9), 3226– 3239. 9) Gao, X., Edfors, O., Liu, J., & Tufvesson, F. (2013). Antenna selection in measured massive MIMO channels using convex optimization. In Proceedings of the IEEE GLOBECOM workshop on emerging technologies for LTE-advanced and beyond-4G. 10)Fredrik Rusek, Daniel Persson, BuonKiong Lau, Erik G. Larsson, Thomas L. Marzetta, OveEdfors, and Fredrik Tufvesson, “Scaling up MIMO” IEEE signal processing magazine, pp 40-60, Dec 2012. 11)S. P. Premnath, J. R. Jenifer, C. Arunachalaperumal,” Performance enhancement of MIMO systems using antenna selection algorithm”, International Journal of Emerging Technology and Advanced Engineering, Jan 2013. 12)Bing Fang, ZupingQian, Wei Shao, Wei Zhong,”RAISE: A New Fast Transmit Antenna SelectionAlgorithm for Massive MIMO Systems”, Springer Science+Business,Media New York, 2014. 13)Akhilgupta and Rakeshkumarjha, “A survey of 5g network: architecture and emerging technologies” IEEE Access, July 2015. 14) Chen Sun, XiqiGao, Shi Jin, MichailMatthaiou, Zhi Ding, Chengshan Xiao,” Beam Division Multiple Access Transmission forMassive MIMO Communications”, IEEE, 2015.