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International Journal of Trend in Scientific Research and Development (IJTSRD)
Volume 6 Issue 6, September-October 2022 Available Online: www.ijtsrd.com e-ISSN: 2456 – 6470
@ IJTSRD | Unique Paper ID – IJTSRD52201 | Volume – 6 | Issue – 6 | September-October 2022 Page 2016
Performance Evaluation of MIMO-OFDM using AWGN Channel
with Different Modulation Scheme in WiMAX Technology
Mangukiya Hiteshkumar Bhupatbhai
Gangamai College of Engineering, Nagaon, Maharashtra, India
ABSTRACT
MIMO-OFDM is a critical technology and a good option for 5G
telecommunications networks. The present MIMO hardware and
software developments, as well as MIMO-OFDM equalisation
approaches, are briefly covered. Mobile devices have grown into very
sophisticated communication tools that serve as sensors in a cloud
computing environment. Several improvements have been made to
the core network in order to provide a high quality of service (QoS)
and to support novel and diverse access ways. With the introduction
of the IEEE 802.22 standard, cognitive radio (CR) networks have
become increasingly important in the optimal utilisation of available
spectrum resources with less interference between neighbouring
users. In this paper, performance analysis of MIMO-ODFM using
AWGN with different modulation scheme in WiMAX technology.
The results of this investigation are performing between signal to
noise ratio verses BER using MatlabR2013a tool.
KEYWORDS: Bit Error Rate (BER), MIMO, Signal to Noise Ratio
(SNR), OFDM, Modulation scheme, AWGN
How to cite this paper: Mangukiya
Hiteshkumar Bhupatbhai "Performance
Evaluation of MIMO-OFDM using
AWGN Channel with Different
Modulation Scheme in WiMAX
Technology" Published in International
Journal of Trend in
Scientific Research
and Development
(ijtsrd), ISSN: 2456-
6470, Volume-6 |
Issue-6, October
2022, pp.2016-
2020, URL:
www.ijtsrd.com/papers/ijtsrd52201.pdf
Copyright © 2022 by author(s) and
International Journal of Trend in
Scientific Research and Development
Journal. This is an
Open Access article
distributed under the
terms of the Creative Commons
Attribution License (CC BY 4.0)
(http://creativecommons.org/licenses/by/4.0)
1. INTRODUCTION
The most recent technological advancements,
particularly in wireless communication systems, have
raised the demand for quicker and more effective data
transmission solutions. This need resulted in the
development of the Fifth Generation Wireless System
(5G) system. 5G is a new technology that offers new
and powerful capabilities. It will improve the user
experience a whole new level by meeting various
communication requirements such as high speed, low
latency, and dependable connectivity Furthermore,
5G will be able to handle the dramatic rise in traffic
demand for connected devices.
The usage of massive multiple-input multiple-output
(MIMO) with a high number of antennas at the base
station has received substantial attention in fifth
generation (5G) and subsequent systems (B5G/6G)
[1]. In MIMO-OFDM systems, like STBC-based
transmit diversity system; channel state information
(CSI) is required for coherent detection and decoding
[2]. MIMO-OFDM is an appealing system for high
data rate, yet it shows a significant reduction in PAPR
because of the nonlinear region of the High Power
Amplifier and degradation of Bit Error Rate (BER)
[3].
WiMAX, which stands for Worldwide
Interoperability for Microwave Access, is a standard-
based technology that aims to provide wireless data
over long distances in a number of methods, ranging
from point-to-point connectivity to complete mobile
cellular access. It is based on the IEEE 802.16
standard, often known as Wireless MAN. The
WiMAX Forum, which was founded in June 2001 to
promote standard conformity and interoperability,
coined the term "WiMAX." According to the forum,
WiMAX is "a standards-based technology that
enables the delivery of last-mile wireless broadband
connectivity as an alternative to cable and DSL."
Mobile WiMAX, the latest WiMAX iteration, is
based on IEEE Standard 802.16e, which was adopted
in December 2005. It is an addition to IEEE Std
802.16-2004 [3].
IJTSRD52201
International Journal of Trend in Scientific Research and Development @ www.ijtsrd.com eISSN: 2456-6470
@ IJTSRD | Unique Paper ID – IJTSRD52201 | Volume – 6 | Issue – 6 | September-October 2022 Page 2017
2. ORTHOGONAL FREQUENCY DIVISION
MULTIPLEXING
Furthermore, the combination of Orthogonal
Frequency Division Multiplexing (OFDM) with
MIMO produced an intriguing result. Over the last
decade, MIMO-OFDM systems have piqued the
interest of academics [4]. One of the first fully
validated and functional massive MIMO test beds is
proposed in the context of collaboration between the
University of Bristol and Lund University, associated
with National Instruments (NI) [5]
Orthogonal frequency-division multiplexing (OFDM)
is a digital communication method that was originally
designed for use in cable television networks. OFDM
is comparable to the broadcasting technology known
as frequency division multiplexing (also known as
FDM), which employs a large number of transmitters
and receivers to transport information on different
frequencies across a single wire, such as an electrical
power cable [7].
Bell Labs was the first to adopt OFDM in 1984 [7],
and it has since become extensively employed in
wireless applications such as mobile telephony and
broadband communications. OFDM has emerged as a
viable alternative to single-carrier modulation
systems such as frequency division multiple access
(FDMA), time-division multiple access (TDMA), and
CDMA in wireless communications. It is utilised in
applications such as digital video transmission, digital
audio broadcasting, and digital cable television [7].
The Figure 1 shows the FDM and OFDM.
Fig.1: FDM and OFDM [7]
3. MIMO SYSTEM
Only a few papers [8] discuss the waveforms tested
using MIMO systems. Nonetheless, several authors
[9–14] have analyzed the MIMO channel estimation
and modeling problem. Let us consider the MIMO
system model with Nt (Tx) transmit and Nr (Rx)
receive antennas, as depicted in Figure 2.
(1)
Where x is the transmit signal vector, and C and n are
the fading channel matrix and the noise vector,
respectively.
Advantages of a MIMO system [15]
A MIMO system provides better signal strength even
without clear line-of-site as they utilize the bounced
and reflected RF transmissions. The higher
throughput allows better quality and quantity of video
sent over the network. Multiple data streams reduce
the number of lost data packets, which results in
better video or audio quality.
Typical MIMO Configurations [15]
2x2 MIMO (two transmit antennas, two receive
antennas)
3x3 MIMO (three transmit antennas, three receive
antennas)
4x4 MIMO (four transmit antennas, four receive
antennas)
8x8 MIMO (eight transmit antennas, eight receive
antennas)
Fig. 2: Structure of MIMO system [15]
4. MODULATION TECHNIQUE
The technique of superimposing a low-frequency
signal over a high-frequency carrier signal is known
as modulation. Modulation is classified into three
types: frequency modulation, amplitude modulation,
and phase modulation. Modulation is a method used
in electronics to impose information (speech, music,
graphics, or data) on a radio-frequency carrier wave
by modifying one or more wave properties in line
with the information signal.
Fig. 3: Modulation schemes [16]
International Journal of Trend in Scientific Research and Development @ www.ijtsrd.com eISSN: 2456-6470
@ IJTSRD | Unique Paper ID – IJTSRD52201 | Volume – 6 | Issue – 6 | September-October 2022 Page 2018
There are several types of modulation, each of which
is intended to change a certain feature of the carrier
wave. Amplitude, frequency, phase, pulse sequence,
and pulse length are the most regularly changed
features. The Figure 3 shows the modulation scheme.
5. BLOCK DIAGRAM OF PROPOSED WORK
In this work, the principles of MIMO and OFDM are
addressed, as well as a space-time block coding
scheme for MIMO- OFDM and an analysis of the
system using AWGN Channel OFDM Technology.
This Technology is a Digital Communication method
that divides a large transmission capacity into little
subcarriers using the Inverse Fast Fourier Transform
(IFFT). This method is known as orthogonal FDM or
OFDM. Figure 4 depicts the block diagram of the
OFDM system. The figure 4 shown the Block
diagram of OFDM using IFFT, Modulation, P to S
and Channel [17]
Fig. 4: Block diagram of OFDM using IFFT, Modulation, P to S and Channel [17]
6. SIMULATION RESULTS
The sent and received signals in a MIMO-OFDM system are independent of each other signal interference
produced by AWGN or multipath is significantly diminished. The theoretical analysis would be validated by
simulation. The simulation is carried out in a static AWGN channel and uses five different types of modulation
modes. The following simulation parameters are used for MIMO-OFDM system. Figure 5 shows performance
analysis of 2*4 MIMO using BPSK, QPSK, 8-QAM and 16-QAM Modulation with AWGN. Figure 6
Performance of BPSK Modulation using 2*2, 2*4 and 2*8 MIMO with AWGN.
Parameters of MIMO-OFDM system
Modulation mode: BPSK/QPSK/8PSK/16QAM/64QAM
System model: MIMO-OFDM
Transmitting antenna number: 2
Receiving antenna number: 2
CP length (subcarriers): 512
IFFT length (subcarriers): 2048
Pilot interval: n 2, 4, 8, 20, 50, 100
-4 -2 0 2 4 6 8 10 12 14 16 18
10
-4
10
-3
10
-2
10
-1
10
0
SNR(dB)
BER
2*4 MIMO using BPSK,QPSK, 8-QAM and 16-QAM Modulation with AWGN
BPSK
QPSK
8-QAM
16-QAM
Fig.5 Performance analysis of 2*4 MIMO using BPSK, QPSK, 8-QAM and 16-QAM Modulation with
AWGN
International Journal of Trend in Scientific Research and Development @ www.ijtsrd.com eISSN: 2456-6470
@ IJTSRD | Unique Paper ID – IJTSRD52201 | Volume – 6 | Issue – 6 | September-October 2022 Page 2019
-10 -8 -6 -4 -2 0 2 4
10
-4
10
-3
10
-2
10
-1
10
0
SNR(dB)
BER
BPSK Modulation using 2*2, 2*4 and 2*8 MIMO with AWGN
2*2MIMO
2*4MIMO
2*8MIMO
Fig. 6: Performance of BPSK Modulation using 2*2, 2*4 and 2*8 MIMO with AWGN
Result analysis: Figure 5. Shows the BER performance of different modulation scheme’s such as BPSK, QPSK,
8-QAM and 16-QAM modulated for 2 ×4 MIMO-OFDM system under AWGN. At the target BER = 10−2
, the
SNR have been received -1 dB, 1.00dB, 3.2dB and 10.4dB for BPSK, QPSK, 8-QAM and 16-QAM modulation
scheme respectively. In Figure 6, shows BER performance of BPSK modulated 2 × 2, 2 × 4 and 2 × 8 MIMO-
OFDM system under AWGN. At the target BER = 10−2
, the SNR have been received -5 dB, 0.5dB and 0.53dB
for 2 × 2, 2 × 4 and 2 × 8 MIMO-OFDM system respectively.
7. CONCLUSION
The combination of MIMO transmission techniques
with the OFDM waveform has brought an emerging
technology to the wireless telecommunication field.
In the last decade, MIMO-OFDM has drawn
distinguished advances in terms of hardware and
software innovations. The purpose of this work is to
investigate a variable pilot aided channel estimate
method in MIMO-OFDM system with many
modulation modes Variable pilot patterns are
suggested to estimate the transmitted OFDM symbols
by allocating comb type pilot efficiently cycle across
the frequency subcarriers.
References
[1] Issei Watanabe and et al. “Effectiveness of the
virtual massive MIMO in 5G with OFDM”
Proceedings of ISAP2020, Osaka, Japan.
[2] Qun Wu, Xiao Zhou, Chengyou Wang and Hai
Cao “Variable pilot assisted channel estimation
in MIMO‑OFDM system with STBC and
different modulation modes” (2022) 2022:45.
https://doi.org/10.1186/s13638-022-02126-2
[3] N. Taşpınar and M. Yıldırım, “A novel parallel
artificial bee colony algorithm and its PAPR
reduction performance using SLM scheme in
OFDM and MIMO-OFDM systems”, IEEE
Communications Letters, Vol. 19, No. 10, pp.
1830-1833, 2015.
[4] http://4g5gworld.com/about-wimax
[5] L. Wang, Y. Kuang, J. Liu, Pilot-assistant
subcarrier allocation in virtual MISO-OFDM
system, in Proceedings of the 12th
IEEE
International Conference on Information &
Communication Technology and System,
Nanjing, China, pp. 713–716 (2010).
[6] Harkat, H.; Monteiro, P.; Gameiro, A.;
Guiomar, F.; Farhana, Thariq Ahmed, H. A
Survey on MIMO-OFDM Systems: Review of
Recent Trends. Signals 2022, 3, 359–395.
https://doi.org/10.3390/signals3020023
[7] https://www.geeksforgeeks.org/orthogonal-
frequency-division-multiplexing-ofdm/
[8] Mokhtari, Z.; Sabbaghian, M.; Dinis, R. A
Survey on Massive MIMO Systems in Presence
of Channel and Hardware Impairments. Sensors
2019, 19, 164.
[9] Ijiga, O.E.; Ogundile, O.O.; Familua, A.D.;
Versfeld, D.J. Review of channel estimation for
candidate waveforms of next generation
networks. Electronics 2019, 8, 956.
International Journal of Trend in Scientific Research and Development @ www.ijtsrd.com eISSN: 2456-6470
@ IJTSRD | Unique Paper ID – IJTSRD52201 | Volume – 6 | Issue – 6 | September-October 2022 Page 2020
[10] Wen, F.; Wymeersch, H.; Peng, B.; Tay, W.P.;
So, H.C.; Yang, D. A survey on 5G massive
MIMO localization. Digit. Signal Process.
2019, 94, 21–28.
[11] Zheng, K.; Zhao, L.; Mei, J.; Shao, B.; Xiang,
W.; Hanzo, L. Survey of Large-Scale MIMO
Systems. IEEE Commun. Surv. Tutor. 2015,
17, 1738–1760.
[12] Yang, S.; Hanzo, L. Fifty Years of MIMO
Detection: The Road to Large-Scale MIMOs.
IEEE Commun. Surv. Tutor. 2015, 17, 1941–
1988.
[13] Paul, B.S.; Bhattacharjee, R. MIMO channel
modeling: A review. IETE Tech. Rev. 2008,
25, 315–319.
[14] Yu, K.; Ottersten, B. Models for MIMO
propagation channels: A review. Wirel.
Commun. Mob. Comput. 2002, 2, 653–666.
[15] https://www.everythingrf.com/community/what
-is-mimo-technology
[16] https://www.britannica.com/technology/modula
tion-communications
[17] Anandbabu Gopatoti, kiran Kumar Gopathoti,
Nimma Swathi and Janagamwar Santoshini
“BER & SNR Performance of MIMO OFDM
with Space-Time Block Coding” International
Journal of Applied Engineering Research ISSN
0973-4562 Volume 13, Number 9 (2018) pp.
6790-6794.

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Performance Evaluation of MIMO OFDM using AWGN Channel with Different Modulation Scheme in WiMAX Technology

  • 1. International Journal of Trend in Scientific Research and Development (IJTSRD) Volume 6 Issue 6, September-October 2022 Available Online: www.ijtsrd.com e-ISSN: 2456 – 6470 @ IJTSRD | Unique Paper ID – IJTSRD52201 | Volume – 6 | Issue – 6 | September-October 2022 Page 2016 Performance Evaluation of MIMO-OFDM using AWGN Channel with Different Modulation Scheme in WiMAX Technology Mangukiya Hiteshkumar Bhupatbhai Gangamai College of Engineering, Nagaon, Maharashtra, India ABSTRACT MIMO-OFDM is a critical technology and a good option for 5G telecommunications networks. The present MIMO hardware and software developments, as well as MIMO-OFDM equalisation approaches, are briefly covered. Mobile devices have grown into very sophisticated communication tools that serve as sensors in a cloud computing environment. Several improvements have been made to the core network in order to provide a high quality of service (QoS) and to support novel and diverse access ways. With the introduction of the IEEE 802.22 standard, cognitive radio (CR) networks have become increasingly important in the optimal utilisation of available spectrum resources with less interference between neighbouring users. In this paper, performance analysis of MIMO-ODFM using AWGN with different modulation scheme in WiMAX technology. The results of this investigation are performing between signal to noise ratio verses BER using MatlabR2013a tool. KEYWORDS: Bit Error Rate (BER), MIMO, Signal to Noise Ratio (SNR), OFDM, Modulation scheme, AWGN How to cite this paper: Mangukiya Hiteshkumar Bhupatbhai "Performance Evaluation of MIMO-OFDM using AWGN Channel with Different Modulation Scheme in WiMAX Technology" Published in International Journal of Trend in Scientific Research and Development (ijtsrd), ISSN: 2456- 6470, Volume-6 | Issue-6, October 2022, pp.2016- 2020, URL: www.ijtsrd.com/papers/ijtsrd52201.pdf Copyright © 2022 by author(s) and International Journal of Trend in Scientific Research and Development Journal. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (CC BY 4.0) (http://creativecommons.org/licenses/by/4.0) 1. INTRODUCTION The most recent technological advancements, particularly in wireless communication systems, have raised the demand for quicker and more effective data transmission solutions. This need resulted in the development of the Fifth Generation Wireless System (5G) system. 5G is a new technology that offers new and powerful capabilities. It will improve the user experience a whole new level by meeting various communication requirements such as high speed, low latency, and dependable connectivity Furthermore, 5G will be able to handle the dramatic rise in traffic demand for connected devices. The usage of massive multiple-input multiple-output (MIMO) with a high number of antennas at the base station has received substantial attention in fifth generation (5G) and subsequent systems (B5G/6G) [1]. In MIMO-OFDM systems, like STBC-based transmit diversity system; channel state information (CSI) is required for coherent detection and decoding [2]. MIMO-OFDM is an appealing system for high data rate, yet it shows a significant reduction in PAPR because of the nonlinear region of the High Power Amplifier and degradation of Bit Error Rate (BER) [3]. WiMAX, which stands for Worldwide Interoperability for Microwave Access, is a standard- based technology that aims to provide wireless data over long distances in a number of methods, ranging from point-to-point connectivity to complete mobile cellular access. It is based on the IEEE 802.16 standard, often known as Wireless MAN. The WiMAX Forum, which was founded in June 2001 to promote standard conformity and interoperability, coined the term "WiMAX." According to the forum, WiMAX is "a standards-based technology that enables the delivery of last-mile wireless broadband connectivity as an alternative to cable and DSL." Mobile WiMAX, the latest WiMAX iteration, is based on IEEE Standard 802.16e, which was adopted in December 2005. It is an addition to IEEE Std 802.16-2004 [3]. IJTSRD52201
  • 2. International Journal of Trend in Scientific Research and Development @ www.ijtsrd.com eISSN: 2456-6470 @ IJTSRD | Unique Paper ID – IJTSRD52201 | Volume – 6 | Issue – 6 | September-October 2022 Page 2017 2. ORTHOGONAL FREQUENCY DIVISION MULTIPLEXING Furthermore, the combination of Orthogonal Frequency Division Multiplexing (OFDM) with MIMO produced an intriguing result. Over the last decade, MIMO-OFDM systems have piqued the interest of academics [4]. One of the first fully validated and functional massive MIMO test beds is proposed in the context of collaboration between the University of Bristol and Lund University, associated with National Instruments (NI) [5] Orthogonal frequency-division multiplexing (OFDM) is a digital communication method that was originally designed for use in cable television networks. OFDM is comparable to the broadcasting technology known as frequency division multiplexing (also known as FDM), which employs a large number of transmitters and receivers to transport information on different frequencies across a single wire, such as an electrical power cable [7]. Bell Labs was the first to adopt OFDM in 1984 [7], and it has since become extensively employed in wireless applications such as mobile telephony and broadband communications. OFDM has emerged as a viable alternative to single-carrier modulation systems such as frequency division multiple access (FDMA), time-division multiple access (TDMA), and CDMA in wireless communications. It is utilised in applications such as digital video transmission, digital audio broadcasting, and digital cable television [7]. The Figure 1 shows the FDM and OFDM. Fig.1: FDM and OFDM [7] 3. MIMO SYSTEM Only a few papers [8] discuss the waveforms tested using MIMO systems. Nonetheless, several authors [9–14] have analyzed the MIMO channel estimation and modeling problem. Let us consider the MIMO system model with Nt (Tx) transmit and Nr (Rx) receive antennas, as depicted in Figure 2. (1) Where x is the transmit signal vector, and C and n are the fading channel matrix and the noise vector, respectively. Advantages of a MIMO system [15] A MIMO system provides better signal strength even without clear line-of-site as they utilize the bounced and reflected RF transmissions. The higher throughput allows better quality and quantity of video sent over the network. Multiple data streams reduce the number of lost data packets, which results in better video or audio quality. Typical MIMO Configurations [15] 2x2 MIMO (two transmit antennas, two receive antennas) 3x3 MIMO (three transmit antennas, three receive antennas) 4x4 MIMO (four transmit antennas, four receive antennas) 8x8 MIMO (eight transmit antennas, eight receive antennas) Fig. 2: Structure of MIMO system [15] 4. MODULATION TECHNIQUE The technique of superimposing a low-frequency signal over a high-frequency carrier signal is known as modulation. Modulation is classified into three types: frequency modulation, amplitude modulation, and phase modulation. Modulation is a method used in electronics to impose information (speech, music, graphics, or data) on a radio-frequency carrier wave by modifying one or more wave properties in line with the information signal. Fig. 3: Modulation schemes [16]
  • 3. International Journal of Trend in Scientific Research and Development @ www.ijtsrd.com eISSN: 2456-6470 @ IJTSRD | Unique Paper ID – IJTSRD52201 | Volume – 6 | Issue – 6 | September-October 2022 Page 2018 There are several types of modulation, each of which is intended to change a certain feature of the carrier wave. Amplitude, frequency, phase, pulse sequence, and pulse length are the most regularly changed features. The Figure 3 shows the modulation scheme. 5. BLOCK DIAGRAM OF PROPOSED WORK In this work, the principles of MIMO and OFDM are addressed, as well as a space-time block coding scheme for MIMO- OFDM and an analysis of the system using AWGN Channel OFDM Technology. This Technology is a Digital Communication method that divides a large transmission capacity into little subcarriers using the Inverse Fast Fourier Transform (IFFT). This method is known as orthogonal FDM or OFDM. Figure 4 depicts the block diagram of the OFDM system. The figure 4 shown the Block diagram of OFDM using IFFT, Modulation, P to S and Channel [17] Fig. 4: Block diagram of OFDM using IFFT, Modulation, P to S and Channel [17] 6. SIMULATION RESULTS The sent and received signals in a MIMO-OFDM system are independent of each other signal interference produced by AWGN or multipath is significantly diminished. The theoretical analysis would be validated by simulation. The simulation is carried out in a static AWGN channel and uses five different types of modulation modes. The following simulation parameters are used for MIMO-OFDM system. Figure 5 shows performance analysis of 2*4 MIMO using BPSK, QPSK, 8-QAM and 16-QAM Modulation with AWGN. Figure 6 Performance of BPSK Modulation using 2*2, 2*4 and 2*8 MIMO with AWGN. Parameters of MIMO-OFDM system Modulation mode: BPSK/QPSK/8PSK/16QAM/64QAM System model: MIMO-OFDM Transmitting antenna number: 2 Receiving antenna number: 2 CP length (subcarriers): 512 IFFT length (subcarriers): 2048 Pilot interval: n 2, 4, 8, 20, 50, 100 -4 -2 0 2 4 6 8 10 12 14 16 18 10 -4 10 -3 10 -2 10 -1 10 0 SNR(dB) BER 2*4 MIMO using BPSK,QPSK, 8-QAM and 16-QAM Modulation with AWGN BPSK QPSK 8-QAM 16-QAM Fig.5 Performance analysis of 2*4 MIMO using BPSK, QPSK, 8-QAM and 16-QAM Modulation with AWGN
  • 4. International Journal of Trend in Scientific Research and Development @ www.ijtsrd.com eISSN: 2456-6470 @ IJTSRD | Unique Paper ID – IJTSRD52201 | Volume – 6 | Issue – 6 | September-October 2022 Page 2019 -10 -8 -6 -4 -2 0 2 4 10 -4 10 -3 10 -2 10 -1 10 0 SNR(dB) BER BPSK Modulation using 2*2, 2*4 and 2*8 MIMO with AWGN 2*2MIMO 2*4MIMO 2*8MIMO Fig. 6: Performance of BPSK Modulation using 2*2, 2*4 and 2*8 MIMO with AWGN Result analysis: Figure 5. Shows the BER performance of different modulation scheme’s such as BPSK, QPSK, 8-QAM and 16-QAM modulated for 2 ×4 MIMO-OFDM system under AWGN. At the target BER = 10−2 , the SNR have been received -1 dB, 1.00dB, 3.2dB and 10.4dB for BPSK, QPSK, 8-QAM and 16-QAM modulation scheme respectively. In Figure 6, shows BER performance of BPSK modulated 2 × 2, 2 × 4 and 2 × 8 MIMO- OFDM system under AWGN. At the target BER = 10−2 , the SNR have been received -5 dB, 0.5dB and 0.53dB for 2 × 2, 2 × 4 and 2 × 8 MIMO-OFDM system respectively. 7. CONCLUSION The combination of MIMO transmission techniques with the OFDM waveform has brought an emerging technology to the wireless telecommunication field. In the last decade, MIMO-OFDM has drawn distinguished advances in terms of hardware and software innovations. The purpose of this work is to investigate a variable pilot aided channel estimate method in MIMO-OFDM system with many modulation modes Variable pilot patterns are suggested to estimate the transmitted OFDM symbols by allocating comb type pilot efficiently cycle across the frequency subcarriers. References [1] Issei Watanabe and et al. “Effectiveness of the virtual massive MIMO in 5G with OFDM” Proceedings of ISAP2020, Osaka, Japan. [2] Qun Wu, Xiao Zhou, Chengyou Wang and Hai Cao “Variable pilot assisted channel estimation in MIMO‑OFDM system with STBC and different modulation modes” (2022) 2022:45. https://doi.org/10.1186/s13638-022-02126-2 [3] N. Taşpınar and M. Yıldırım, “A novel parallel artificial bee colony algorithm and its PAPR reduction performance using SLM scheme in OFDM and MIMO-OFDM systems”, IEEE Communications Letters, Vol. 19, No. 10, pp. 1830-1833, 2015. [4] http://4g5gworld.com/about-wimax [5] L. Wang, Y. Kuang, J. Liu, Pilot-assistant subcarrier allocation in virtual MISO-OFDM system, in Proceedings of the 12th IEEE International Conference on Information & Communication Technology and System, Nanjing, China, pp. 713–716 (2010). [6] Harkat, H.; Monteiro, P.; Gameiro, A.; Guiomar, F.; Farhana, Thariq Ahmed, H. A Survey on MIMO-OFDM Systems: Review of Recent Trends. Signals 2022, 3, 359–395. https://doi.org/10.3390/signals3020023 [7] https://www.geeksforgeeks.org/orthogonal- frequency-division-multiplexing-ofdm/ [8] Mokhtari, Z.; Sabbaghian, M.; Dinis, R. A Survey on Massive MIMO Systems in Presence of Channel and Hardware Impairments. Sensors 2019, 19, 164. [9] Ijiga, O.E.; Ogundile, O.O.; Familua, A.D.; Versfeld, D.J. Review of channel estimation for candidate waveforms of next generation networks. Electronics 2019, 8, 956.
  • 5. International Journal of Trend in Scientific Research and Development @ www.ijtsrd.com eISSN: 2456-6470 @ IJTSRD | Unique Paper ID – IJTSRD52201 | Volume – 6 | Issue – 6 | September-October 2022 Page 2020 [10] Wen, F.; Wymeersch, H.; Peng, B.; Tay, W.P.; So, H.C.; Yang, D. A survey on 5G massive MIMO localization. Digit. Signal Process. 2019, 94, 21–28. [11] Zheng, K.; Zhao, L.; Mei, J.; Shao, B.; Xiang, W.; Hanzo, L. Survey of Large-Scale MIMO Systems. IEEE Commun. Surv. Tutor. 2015, 17, 1738–1760. [12] Yang, S.; Hanzo, L. Fifty Years of MIMO Detection: The Road to Large-Scale MIMOs. IEEE Commun. Surv. Tutor. 2015, 17, 1941– 1988. [13] Paul, B.S.; Bhattacharjee, R. MIMO channel modeling: A review. IETE Tech. Rev. 2008, 25, 315–319. [14] Yu, K.; Ottersten, B. Models for MIMO propagation channels: A review. Wirel. Commun. Mob. Comput. 2002, 2, 653–666. [15] https://www.everythingrf.com/community/what -is-mimo-technology [16] https://www.britannica.com/technology/modula tion-communications [17] Anandbabu Gopatoti, kiran Kumar Gopathoti, Nimma Swathi and Janagamwar Santoshini “BER & SNR Performance of MIMO OFDM with Space-Time Block Coding” International Journal of Applied Engineering Research ISSN 0973-4562 Volume 13, Number 9 (2018) pp. 6790-6794.