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International Journal of Advances in Engineering & Technology, July 2013.
©IJAET
ISSN: 22311963

COMPARISON OF BER AND NUMBER OF ERRORS WITH
DIFFERENT MODULATION TECHNIQUES IN MIMO-OFDM
WIRELESS COMMUNICATION SYSTEM
Rajiv Kamboj1, Supriya Verma1, Vijay sharma2, Sukhvinder Malik2
1

ECE Department, Doon valley institute of Engg. and Technology, India
2
ECE Department, BPR College of Engg. and Technology, India

ABSTRACT
This paper provides analysis of BER and Number of Errors for MIMO-OFDM wireless communication system
by using different modulation techniques. Wireless designers constantly seek to improve the spectrum
efficiency/capacity, coverage of wireless networks, and link reliability. So the performances of the wireless
communication systems can be enhanced by using multiple transmit and receive antennas, which is generally
referred to as the MIMO technique. Here analysis will be carried out for an OFDM wireless communication
system using different modulation techniques and considering the effect and the wireless channel like AWGN,
fading. Performance results will be evaluated numerically and graphically using the plots of BER versus SNR
and plots of number of errors versus SNR.

KEYWORDS: OFDM system, Multiple Input Multiple Output System, AWGN, Fading, PSK, QAM, BER.

I.

INTRODUCTION

The history of wireless communication starts from 100 years ago. This technology has removed so
many problems associated by cables or cords. Today, it is possible for portable device to transfer data
without being physically connected to computer or any other device. Wireless technology makes our
life easy and comfortable and also the demand on bandwidth and spectral availability are endless.
However, the designers have got difficult task of limited availability of radio spectrum, fading, multipath, interference, to meet the demand for high data rate.
Multiple-input multiple-output (MIMO) technology is attractive technique in the design of wireless
communications systems, and is already at the core of several wireless standards.
By applying MIMO technology, we can directly take advantage of 2 very important properties [8];
1. Diversity.
2. Multiplexing.
Diversity means that the system provide a receiver with multiple copies of the same information
bearing signal, the duplicated signals are slightly changed by fading.

1.1 Diversity Techniques
1.1.1 Space Diversity
In this antenna elements are sufficiently spaced apart to achieve independence between the
transmitted and received signals. The spatial separation needs to be at least half the wavelength to
obtain desired results.
1.1.2 Time Diversity
In this the same information is transmitted in different Time slots with the time slots separated by
measures equal to or greater than the coherence time of the channel.

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Vol. 6, Issue 3, pp. 1169-1176
International Journal of Advances in Engineering & Technology, July 2013.
©IJAET
ISSN: 22311963
1.1.3 Frequency Diversity
In this the same information is transmitted on different carrier frequencies which are separated by
measures equal to or greater than the coherence bandwidth of the channel. The reliability of the
network is improved by taking advantage of the space and time diversity while the rate of
transmission is improved by multiplexing.

1.2 Propagation Characteristics
In an ideal radio channel, the received signal would consist of only a single direct path signal, which
would be a perfect reconstruction of the transmitted signal. However in a real channel, the signal is
modified during transmission in the channel. The received signal consists of a combination of
attenuated, reflected, refracted, and diffracted replicas of the transmitted signal. On top of all this, the
channel adds noise to the signal and can cause a shift in the carrier frequency if the transmitter or
receiver is moving (Doppler Effect). Understanding of these effects on the signal is important because
the performance of a radio system is dependent on the radio channel characteristics [6] [10].
1.2.1 Attenuation
Attenuation is the drop in the signal power when transmitting from one point to another. It can be
caused by the transmission path length, obstructions in the signal path, and multipath effects [10].
1.2.2 Multipath Effects
Rayleigh Fading
In a radio link, the RF signal from the transmitter may be reflected from objects such as hills,
buildings, or vehicles. This gives rise to multiple transmission paths at the receiver. The relative phase
of multiple reflected signals can cause constructive or destructive interference at the receiver.
Frequency Selective Fading
In any radio transmission, the channel spectral response is not flat. It has dips or fades in the response
due to reflections causing cancellation of certain frequencies at the receiver. Reflections off near-by
objects (e.g. ground, buildings, trees, etc) can lead to multipath signals of similar signal power as the
direct signal. This can result in deep nulls in the received signal power due to destructive interference.
1.2.3 Delay Spread
Delay spread is the time spread between the arrival of the first and last multipath signal seen by the
receiver. In a digital system, the delay spread can lead to inter-symbol interference.
1.2.4 Doppler Shift
When a wave source and a receiver are moving relative to one another the frequency of the received
signal will not be the same as the source. When they are moving toward each other the frequency of
the received signal is higher than the source, and when they are approaching each other the frequency
decreases. This is called the Doppler Effect [8].
The outline of this paper is as follows. In Section 2, we provide introduction of OFDM and general
structure of OFDM under we study OFDM modulator. In Section 3, we study the modulation
techniques used for the performance evaluation of OFDM communication system in terms of BER
and Number of Errors. Methodology for the comparison of MIMO-OFDM Communication system is
given in Section 4. Section 5 provides simulation results giving the comparison of BER and Number
of Errors. Finally, Section 6 presents our Conclusions and Section 7 presents future work.

II.

OFDM

OFDM can be seen as either a modulation technique or a multiplexing technique. One of the main
reasons to use OFDM is to increase the robustness against frequency selective fading or narrowband

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Vol. 6, Issue 3, pp. 1169-1176
International Journal of Advances in Engineering & Technology, July 2013.
©IJAET
ISSN: 22311963
interference. In a single carrier system, a single fade or interferer can cause the entire link to fail, but
in a multicarrier system, only a small percentage of the subcarriers will be affected [4]. Error
correction coding can then be used to correct for the few erroneous subcarriers.

2.1 General Structure
The basic principle of OFDM is to split a high-rate data-stream into a number of lower rate streams
that are transmitted simultaneously over a number of subcarriers[10]. The other problem to solve is
the intersymbol interference, which is eliminated almost completely by introducing a guard time in
every OFDM symbol. This means that in the guard time, the OFDM symbol is cyclically extended to
avoid inter-carrier interference. An OFDM signal is a sum of subcarriers that are individually
modulated by using phase shift keying (PSK) or quadrature amplitude modulation (QAM) [6]. The
symbol can be written as:
Ns

−1
d NS exp⁡ j2π(fc
(
N
i=− s⁄2 i+ 2

s(t) = Re {∑ 2

−

i+0.5
)(t − t s ))}⁡,
T

ts ≤ t ≤ ts + T

(1)

s(t) = 0,⁡⁡⁡t < t s ⁡and⁡t > t s + T

Where:
NS is the number of subcarriers
T is the symbol duration
fc is the carrier frequency
The equivalent complex baseband notation is given by:
Ns
−1
2
N
i=− s
2

s(t) = ∑

i
T

di+Ns exp (j2π (t − t s ))⁡,⁡⁡⁡⁡⁡t s ≤ t ≤ t s + T
2

(2)

s(t) = 0⁡,⁡⁡⁡⁡t < t s ⁡and⁡t > t s + T
In this case, the real and imaginary parts correspond to the in-phase and quadrature parts of the
OFDM signal. They have to be multiplied by a cosine and sine of the desired frequency to produce the
final OFDM signal.
exp⁡ −𝑗𝜋𝑁 𝑠 (𝑡 − 𝑡 𝑠 )/𝑇
(

Serial
to
QAM data

OFDM data

Parallel

exp⁡ −𝑗𝜋(𝑁 𝑠 − 2)(𝑡 − 𝑡 𝑠 )/𝑇
(

Figure 1. OFDM Modulator

III.

MODULATION TECHNIQUES

3.1 Phase Shift Keyed (PSK)
An alternative to imposing the modulation onto the carrier by varying the instantaneous frequency is
to modulate the phase. This can be achieved simply by defining a relative phase shift from the carrier,
usually equidistant for each required state. Therefore a two level phase modulated system, such as
Binary Phase Shift Keying, has two relative phase shifts from the carrier, + or - 90o [6]. Typically this
technique will lead to an improved BER performance compared to MSK. The resulting signal will,
however, probably not be constant amplitude and not be very spectrally efficient due to the rapid

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Vol. 6, Issue 3, pp. 1169-1176
International Journal of Advances in Engineering & Technology, July 2013.
©IJAET
ISSN: 22311963
phase discontinuities. Some additional filtering will be required to limit the spectral occupancy. Phase
modulation requires coherent generation and as such if an IQ modulation technique is employed this
filtering can be performed at baseband.

3.2 QAM
Quadrature amplitude modulation (QAM) is both an analog and a digital modulation scheme. It
conveys two analog message signals, or two digital bit streams, by changing (modulating) the
amplitudes of two carrier waves, using the amplitude-shift keying (ASK) digital modulation scheme
or amplitude modulation (AM) analog modulation scheme. The two carrier waves, usually sinusoids,
are out of phase with each other by 90° and are thus called quadrature carriers or quadrature
components, hence the name of the scheme. The modulated waves are summed, and the resulting
waveform is a combination of both phase-shift keying (PSK) and amplitude-shift keying (ASK)[6], or
(in the analog case) of phase modulation (PM) and amplitude modulation. In the digital QAM case, a
finite number of at least two phases and at least two amplitudes are used. PSK modulators are often
designed using the QAM principle, but are not considered as QAM since the amplitude of the
modulated carrier signal is constant. QAM is used extensively as a modulation scheme for digital
telecommunication systems. Arbitrarily high spectral efficiencies can be achieved with QAM by
setting a suitable constellation size, limited only by the noise level and linearity of the
communications channel.

IV.

METHODOLOGY

Various steps that has been used to implement the above mentioned design are as follows

a. Generation of data and modulation
1. Declaration of various parameters i.e. number of bits, number of subcarriers, levels of FFT,
number of constellations, number of cyclic prefixes and input SNR.
2. Generation of Binary data (data to be transmitted) depending on number of bits.
3. Construction of an object to modulate binary data using PSK and QAM depending on number
of constellation and type of input data.
4. Modulation of data on modulator.
5. Conversion of data from serial to parallel.

b. STBC encoding
1.
2.
3.
4.

Grouping of data bits at size of 8
Again division of grouped bits into size of 4.
Formation of 2 data symbol matrix i.e. x1 and x2.
Calculation of complex conjugate of both matrix bits so as to form imaginary
bits which will be orthogonal from their data bits.

part of data

c. Transmission of data
1. Designing of OFDM transmitter so as to transmit the data depending on level of FFT, number
of cyclic prefixes and number of bits.
2. Transmission of all 4 digital data symbol matrices using OFDM transmitter.
3. Designing of transmission channel depending on number of bits and number of subcarriers.
4. Insertion of pilot and guard bits.
5. Designing of Additive White Gaussian Noise depending on number of subcarriers, levels of
FFT, number of cyclic prefixes.
6. Mixing of transmitted data and AWGN with consideration of effective input SNR.

d. Reception of data
1. Designing of receiver depending upon number of subcarriers, levels of FFT, number of cyclic
prefixes.
2. Reception of data with removal of all additional guard and pilot bits.
3. Construction of an object to demodulate binary data using PSK and QAM depending on
number of constellation and type of input data.
4. Demodulation of data from modulator.

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Vol. 6, Issue 3, pp. 1169-1176
International Journal of Advances in Engineering & Technology, July 2013.
©IJAET
ISSN: 22311963
5.
6.
7.
8.
9.
10.

V.

Conversion of data from parallel to serial.
Calculation of number of errors by comparing transmitted and received data.
Calculation of BER by using number of errors.
Plotting of curve indicating value of BER at each input SNR value.
Plotting of Transmitted signal mapping Constellation.
Plotting of Number of errors at each input SNR value.

RESULTS

Figure 2. Plot of BER versus SNR for 16 PSK MIMO-STBC-OFDM System

Figure 3. Bar Chart for Number of Errors for 16 PSK MIMO-STBC-OFDM System

Figure 4. Plot of BER versus SNR for 16 QAM MIMO-STBC-OFDM System

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Vol. 6, Issue 3, pp. 1169-1176
International Journal of Advances in Engineering & Technology, July 2013.
©IJAET
ISSN: 22311963

Figure 5. Bar Chart for Number of Errors for 16 QAM MIMO-STBC-OFDM System

Figure 6. Plot of BER versus SNR for 64 QAM MIMO-STBC-OFDM System

Figure 7. Bar Chart for Number of Errors for 64 QAM MIMO-STBC-OFDM System

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Vol. 6, Issue 3, pp. 1169-1176
International Journal of Advances in Engineering & Technology, July 2013.
©IJAET
ISSN: 22311963
BER vs SNR curve for 16PSK,16QAM and 64QAM STBC-OFDM

0

10

16PSK
16QAM
64QAM

-1

Bit Error Rate

10

-2

10

-3

10

-4

10

8

10

12

14
SNR(db)

16

18

20

Figure 8. Plot of BER versus SNR for 16 PSK and 16 QAM and 64 QAM MIMO-STBC-OFDM System
Table 1: Comparison of BER and Number of Errors
16-PSK

16-QAM

64-QAM

SNR

No. of
error

BER

No. of
Error

BER

No. of Errors

8 db

0.2454

15998

0.0121

15763

0.0106

1011

22 db

VI.

BER

0.0116

804

0

777

0

1

CONCLUSION

After the complete analysis it is concluded that performance of MIMO-OFDM wireless
communication system get improves with increase in modulation order. BER and Number of Errors
are much larger when we use 16-PSK modulation and these are minimum when we use 64- QAM
modulation. So, it can be concluded that 64 QAM MIMO-OFDM is better for maximum throughput
and minimum Bit error rate as BER and number of errors are much larger in case of 16 PSK and 16
QAM MIMO-OFDM.

VII.

FUTURE WORK
Further works could be done in other schemes which are enhancing both the capacity of channel and
diversity. Moreover, MIMO Channel modelling is the key area in wireless system and it needs more
work. Future step is to overcome hurdles associated with Blind recognition. CP classifier is purely
blind method and it work efficiently in non-cooperative environment at higher value of SNR but at
low SNR its performance degrades and Blind CP classifier method is it not able to discriminate two
STBC which have same length. So future step is used to improve the system performance and
overcome these hurdles.
REFERENCES
[1] Vahid Tarokh, Hamid Jafarkhani, A.Robert Calderbank, “Space-Time Block Coding for wireless
Communication: Performance Results”, IEEE journal on selected areas in communications, vol. 17, no. 3,
pp.451-460, 1999.
[2] S.Sandhu, Robert W. Heath Jr., Arogyaswami Paulraj, “Space-Time Block Codes versus Space-Time Trellis
Codes”, IEEE communications letters, vol. xx, no. y,pp.1-6, 2000.

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Vol. 6, Issue 3, pp. 1169-1176
International Journal of Advances in Engineering & Technology, July 2013.
©IJAET
ISSN: 22311963
[3]Petre Stoica, Erik Lindskog, “Space–Time Block Coding for Channels with Intersymbol Interference”,
Digital Signal Processing, vol 12, pp.616–627, 2002.
[4] Hakan A.C¸ Irpan, “Iterative Channel Estimation Approach for Space-Time/Frequency Coded OFDM
Systems with Transmitter Diversity”, Department of Electrical Engineering, Istanbul University, vol. 33,
pp.100-109, 2004.
[5] F. Sarabchi, and M. E. Kalantari, “Space Time Processing with Adaptive STBC-OFDM Systems”,
International Journal of Engineering and Applied Sciences, vol. 43, no. 2, pp.147-151, 2005.
[6] T. S. Rappaport, Wireless Communications: Principles and Practice (2nd Edition). Prentice Hall. Dec 31,
2007.
[7] Nagarajan Sathish Kumar, K. R. Shankar Kumar, “Bit Error Rate Performance Analysis of ZF, ML and
MMSE Equalizers for MIMO Wireless Communication Receiver”, European Journal of Scientific Research,
vol. 59, no. 4, pp.522-532, 2011.
[8] Mohammad Torabi, “Adaptive modulation for space–frequency block coded OFDM systems”, International
journal of electronics and communication, vol. 62, pp.521-533, 2007.
[9] Gunjan Manik, Alka Kalra, Sanjeev Kalra, “Performance Analysis of STBC- OFDM System Under
Multipath Fading Channel”, International Journal of Soft Computing and Engineering, vol. 1, no. 6, pp.87-90,
2012.
[10] Dilip Patel, M. Chiranjeevi, “MIMO-OFDM System for Improved Diversity Using STBC”, International
Journal of Digital Application & Contemporary research, vol. 1, no.4, pp.46-47, 2012.

AUTHOR’S PROFILE.
Rajiv Kumar B.Tech in Electronics & Communication Engineering (KUK) in 2007 and
M.Tech in Electronics & Communication Engineering (MDU) in 2011. Working as Assistant
Professor
in
Electronics
&
Communication
Engineering
department
and
research include digital designing, filter designing.

Supriya Verma B.Tech in Electronics & Communication Engineering from Doon valley
institute of Engg. and technology, Karnal ,KUK University in 2010 with honours. The M.tech
degree in Electronics & Communication Engineering from Doon valley institute of Engg. and
technology, KUK University in 2013.

Vijay Sharma B.E in Electronics & Communication Engineering from MDU, Rohtak 2010.
Have 3 years of experience as Testing Engineer in R&D industry working on next generation
technologies.

Sukhvinder Malik B.E in Electronics and Communication from MDU, Rohtak 2010 with
honours. Having more than 3 years of experience in LTE development industry in different
fields i.e protocol testing ,QA, etc.

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COMPARISON OF BER AND NUMBER OF ERRORS WITH DIFFERENT MODULATION TECHNIQUES IN MIMO-OFDM WIRELESS COMMUNICATION SYSTEM

  • 1. International Journal of Advances in Engineering & Technology, July 2013. ©IJAET ISSN: 22311963 COMPARISON OF BER AND NUMBER OF ERRORS WITH DIFFERENT MODULATION TECHNIQUES IN MIMO-OFDM WIRELESS COMMUNICATION SYSTEM Rajiv Kamboj1, Supriya Verma1, Vijay sharma2, Sukhvinder Malik2 1 ECE Department, Doon valley institute of Engg. and Technology, India 2 ECE Department, BPR College of Engg. and Technology, India ABSTRACT This paper provides analysis of BER and Number of Errors for MIMO-OFDM wireless communication system by using different modulation techniques. Wireless designers constantly seek to improve the spectrum efficiency/capacity, coverage of wireless networks, and link reliability. So the performances of the wireless communication systems can be enhanced by using multiple transmit and receive antennas, which is generally referred to as the MIMO technique. Here analysis will be carried out for an OFDM wireless communication system using different modulation techniques and considering the effect and the wireless channel like AWGN, fading. Performance results will be evaluated numerically and graphically using the plots of BER versus SNR and plots of number of errors versus SNR. KEYWORDS: OFDM system, Multiple Input Multiple Output System, AWGN, Fading, PSK, QAM, BER. I. INTRODUCTION The history of wireless communication starts from 100 years ago. This technology has removed so many problems associated by cables or cords. Today, it is possible for portable device to transfer data without being physically connected to computer or any other device. Wireless technology makes our life easy and comfortable and also the demand on bandwidth and spectral availability are endless. However, the designers have got difficult task of limited availability of radio spectrum, fading, multipath, interference, to meet the demand for high data rate. Multiple-input multiple-output (MIMO) technology is attractive technique in the design of wireless communications systems, and is already at the core of several wireless standards. By applying MIMO technology, we can directly take advantage of 2 very important properties [8]; 1. Diversity. 2. Multiplexing. Diversity means that the system provide a receiver with multiple copies of the same information bearing signal, the duplicated signals are slightly changed by fading. 1.1 Diversity Techniques 1.1.1 Space Diversity In this antenna elements are sufficiently spaced apart to achieve independence between the transmitted and received signals. The spatial separation needs to be at least half the wavelength to obtain desired results. 1.1.2 Time Diversity In this the same information is transmitted in different Time slots with the time slots separated by measures equal to or greater than the coherence time of the channel. 1169 Vol. 6, Issue 3, pp. 1169-1176
  • 2. International Journal of Advances in Engineering & Technology, July 2013. ©IJAET ISSN: 22311963 1.1.3 Frequency Diversity In this the same information is transmitted on different carrier frequencies which are separated by measures equal to or greater than the coherence bandwidth of the channel. The reliability of the network is improved by taking advantage of the space and time diversity while the rate of transmission is improved by multiplexing. 1.2 Propagation Characteristics In an ideal radio channel, the received signal would consist of only a single direct path signal, which would be a perfect reconstruction of the transmitted signal. However in a real channel, the signal is modified during transmission in the channel. The received signal consists of a combination of attenuated, reflected, refracted, and diffracted replicas of the transmitted signal. On top of all this, the channel adds noise to the signal and can cause a shift in the carrier frequency if the transmitter or receiver is moving (Doppler Effect). Understanding of these effects on the signal is important because the performance of a radio system is dependent on the radio channel characteristics [6] [10]. 1.2.1 Attenuation Attenuation is the drop in the signal power when transmitting from one point to another. It can be caused by the transmission path length, obstructions in the signal path, and multipath effects [10]. 1.2.2 Multipath Effects Rayleigh Fading In a radio link, the RF signal from the transmitter may be reflected from objects such as hills, buildings, or vehicles. This gives rise to multiple transmission paths at the receiver. The relative phase of multiple reflected signals can cause constructive or destructive interference at the receiver. Frequency Selective Fading In any radio transmission, the channel spectral response is not flat. It has dips or fades in the response due to reflections causing cancellation of certain frequencies at the receiver. Reflections off near-by objects (e.g. ground, buildings, trees, etc) can lead to multipath signals of similar signal power as the direct signal. This can result in deep nulls in the received signal power due to destructive interference. 1.2.3 Delay Spread Delay spread is the time spread between the arrival of the first and last multipath signal seen by the receiver. In a digital system, the delay spread can lead to inter-symbol interference. 1.2.4 Doppler Shift When a wave source and a receiver are moving relative to one another the frequency of the received signal will not be the same as the source. When they are moving toward each other the frequency of the received signal is higher than the source, and when they are approaching each other the frequency decreases. This is called the Doppler Effect [8]. The outline of this paper is as follows. In Section 2, we provide introduction of OFDM and general structure of OFDM under we study OFDM modulator. In Section 3, we study the modulation techniques used for the performance evaluation of OFDM communication system in terms of BER and Number of Errors. Methodology for the comparison of MIMO-OFDM Communication system is given in Section 4. Section 5 provides simulation results giving the comparison of BER and Number of Errors. Finally, Section 6 presents our Conclusions and Section 7 presents future work. II. OFDM OFDM can be seen as either a modulation technique or a multiplexing technique. One of the main reasons to use OFDM is to increase the robustness against frequency selective fading or narrowband 1170 Vol. 6, Issue 3, pp. 1169-1176
  • 3. International Journal of Advances in Engineering & Technology, July 2013. ©IJAET ISSN: 22311963 interference. In a single carrier system, a single fade or interferer can cause the entire link to fail, but in a multicarrier system, only a small percentage of the subcarriers will be affected [4]. Error correction coding can then be used to correct for the few erroneous subcarriers. 2.1 General Structure The basic principle of OFDM is to split a high-rate data-stream into a number of lower rate streams that are transmitted simultaneously over a number of subcarriers[10]. The other problem to solve is the intersymbol interference, which is eliminated almost completely by introducing a guard time in every OFDM symbol. This means that in the guard time, the OFDM symbol is cyclically extended to avoid inter-carrier interference. An OFDM signal is a sum of subcarriers that are individually modulated by using phase shift keying (PSK) or quadrature amplitude modulation (QAM) [6]. The symbol can be written as: Ns −1 d NS exp⁡ j2π(fc ( N i=− s⁄2 i+ 2 s(t) = Re {∑ 2 − i+0.5 )(t − t s ))}⁡, T ts ≤ t ≤ ts + T (1) s(t) = 0,⁡⁡⁡t < t s ⁡and⁡t > t s + T Where: NS is the number of subcarriers T is the symbol duration fc is the carrier frequency The equivalent complex baseband notation is given by: Ns −1 2 N i=− s 2 s(t) = ∑ i T di+Ns exp (j2π (t − t s ))⁡,⁡⁡⁡⁡⁡t s ≤ t ≤ t s + T 2 (2) s(t) = 0⁡,⁡⁡⁡⁡t < t s ⁡and⁡t > t s + T In this case, the real and imaginary parts correspond to the in-phase and quadrature parts of the OFDM signal. They have to be multiplied by a cosine and sine of the desired frequency to produce the final OFDM signal. exp⁡ −𝑗𝜋𝑁 𝑠 (𝑡 − 𝑡 𝑠 )/𝑇 ( Serial to QAM data OFDM data Parallel exp⁡ −𝑗𝜋(𝑁 𝑠 − 2)(𝑡 − 𝑡 𝑠 )/𝑇 ( Figure 1. OFDM Modulator III. MODULATION TECHNIQUES 3.1 Phase Shift Keyed (PSK) An alternative to imposing the modulation onto the carrier by varying the instantaneous frequency is to modulate the phase. This can be achieved simply by defining a relative phase shift from the carrier, usually equidistant for each required state. Therefore a two level phase modulated system, such as Binary Phase Shift Keying, has two relative phase shifts from the carrier, + or - 90o [6]. Typically this technique will lead to an improved BER performance compared to MSK. The resulting signal will, however, probably not be constant amplitude and not be very spectrally efficient due to the rapid 1171 Vol. 6, Issue 3, pp. 1169-1176
  • 4. International Journal of Advances in Engineering & Technology, July 2013. ©IJAET ISSN: 22311963 phase discontinuities. Some additional filtering will be required to limit the spectral occupancy. Phase modulation requires coherent generation and as such if an IQ modulation technique is employed this filtering can be performed at baseband. 3.2 QAM Quadrature amplitude modulation (QAM) is both an analog and a digital modulation scheme. It conveys two analog message signals, or two digital bit streams, by changing (modulating) the amplitudes of two carrier waves, using the amplitude-shift keying (ASK) digital modulation scheme or amplitude modulation (AM) analog modulation scheme. The two carrier waves, usually sinusoids, are out of phase with each other by 90° and are thus called quadrature carriers or quadrature components, hence the name of the scheme. The modulated waves are summed, and the resulting waveform is a combination of both phase-shift keying (PSK) and amplitude-shift keying (ASK)[6], or (in the analog case) of phase modulation (PM) and amplitude modulation. In the digital QAM case, a finite number of at least two phases and at least two amplitudes are used. PSK modulators are often designed using the QAM principle, but are not considered as QAM since the amplitude of the modulated carrier signal is constant. QAM is used extensively as a modulation scheme for digital telecommunication systems. Arbitrarily high spectral efficiencies can be achieved with QAM by setting a suitable constellation size, limited only by the noise level and linearity of the communications channel. IV. METHODOLOGY Various steps that has been used to implement the above mentioned design are as follows a. Generation of data and modulation 1. Declaration of various parameters i.e. number of bits, number of subcarriers, levels of FFT, number of constellations, number of cyclic prefixes and input SNR. 2. Generation of Binary data (data to be transmitted) depending on number of bits. 3. Construction of an object to modulate binary data using PSK and QAM depending on number of constellation and type of input data. 4. Modulation of data on modulator. 5. Conversion of data from serial to parallel. b. STBC encoding 1. 2. 3. 4. Grouping of data bits at size of 8 Again division of grouped bits into size of 4. Formation of 2 data symbol matrix i.e. x1 and x2. Calculation of complex conjugate of both matrix bits so as to form imaginary bits which will be orthogonal from their data bits. part of data c. Transmission of data 1. Designing of OFDM transmitter so as to transmit the data depending on level of FFT, number of cyclic prefixes and number of bits. 2. Transmission of all 4 digital data symbol matrices using OFDM transmitter. 3. Designing of transmission channel depending on number of bits and number of subcarriers. 4. Insertion of pilot and guard bits. 5. Designing of Additive White Gaussian Noise depending on number of subcarriers, levels of FFT, number of cyclic prefixes. 6. Mixing of transmitted data and AWGN with consideration of effective input SNR. d. Reception of data 1. Designing of receiver depending upon number of subcarriers, levels of FFT, number of cyclic prefixes. 2. Reception of data with removal of all additional guard and pilot bits. 3. Construction of an object to demodulate binary data using PSK and QAM depending on number of constellation and type of input data. 4. Demodulation of data from modulator. 1172 Vol. 6, Issue 3, pp. 1169-1176
  • 5. International Journal of Advances in Engineering & Technology, July 2013. ©IJAET ISSN: 22311963 5. 6. 7. 8. 9. 10. V. Conversion of data from parallel to serial. Calculation of number of errors by comparing transmitted and received data. Calculation of BER by using number of errors. Plotting of curve indicating value of BER at each input SNR value. Plotting of Transmitted signal mapping Constellation. Plotting of Number of errors at each input SNR value. RESULTS Figure 2. Plot of BER versus SNR for 16 PSK MIMO-STBC-OFDM System Figure 3. Bar Chart for Number of Errors for 16 PSK MIMO-STBC-OFDM System Figure 4. Plot of BER versus SNR for 16 QAM MIMO-STBC-OFDM System 1173 Vol. 6, Issue 3, pp. 1169-1176
  • 6. International Journal of Advances in Engineering & Technology, July 2013. ©IJAET ISSN: 22311963 Figure 5. Bar Chart for Number of Errors for 16 QAM MIMO-STBC-OFDM System Figure 6. Plot of BER versus SNR for 64 QAM MIMO-STBC-OFDM System Figure 7. Bar Chart for Number of Errors for 64 QAM MIMO-STBC-OFDM System 1174 Vol. 6, Issue 3, pp. 1169-1176
  • 7. International Journal of Advances in Engineering & Technology, July 2013. ©IJAET ISSN: 22311963 BER vs SNR curve for 16PSK,16QAM and 64QAM STBC-OFDM 0 10 16PSK 16QAM 64QAM -1 Bit Error Rate 10 -2 10 -3 10 -4 10 8 10 12 14 SNR(db) 16 18 20 Figure 8. Plot of BER versus SNR for 16 PSK and 16 QAM and 64 QAM MIMO-STBC-OFDM System Table 1: Comparison of BER and Number of Errors 16-PSK 16-QAM 64-QAM SNR No. of error BER No. of Error BER No. of Errors 8 db 0.2454 15998 0.0121 15763 0.0106 1011 22 db VI. BER 0.0116 804 0 777 0 1 CONCLUSION After the complete analysis it is concluded that performance of MIMO-OFDM wireless communication system get improves with increase in modulation order. BER and Number of Errors are much larger when we use 16-PSK modulation and these are minimum when we use 64- QAM modulation. So, it can be concluded that 64 QAM MIMO-OFDM is better for maximum throughput and minimum Bit error rate as BER and number of errors are much larger in case of 16 PSK and 16 QAM MIMO-OFDM. VII. FUTURE WORK Further works could be done in other schemes which are enhancing both the capacity of channel and diversity. Moreover, MIMO Channel modelling is the key area in wireless system and it needs more work. Future step is to overcome hurdles associated with Blind recognition. CP classifier is purely blind method and it work efficiently in non-cooperative environment at higher value of SNR but at low SNR its performance degrades and Blind CP classifier method is it not able to discriminate two STBC which have same length. So future step is used to improve the system performance and overcome these hurdles. REFERENCES [1] Vahid Tarokh, Hamid Jafarkhani, A.Robert Calderbank, “Space-Time Block Coding for wireless Communication: Performance Results”, IEEE journal on selected areas in communications, vol. 17, no. 3, pp.451-460, 1999. [2] S.Sandhu, Robert W. Heath Jr., Arogyaswami Paulraj, “Space-Time Block Codes versus Space-Time Trellis Codes”, IEEE communications letters, vol. xx, no. y,pp.1-6, 2000. 1175 Vol. 6, Issue 3, pp. 1169-1176
  • 8. International Journal of Advances in Engineering & Technology, July 2013. ©IJAET ISSN: 22311963 [3]Petre Stoica, Erik Lindskog, “Space–Time Block Coding for Channels with Intersymbol Interference”, Digital Signal Processing, vol 12, pp.616–627, 2002. [4] Hakan A.C¸ Irpan, “Iterative Channel Estimation Approach for Space-Time/Frequency Coded OFDM Systems with Transmitter Diversity”, Department of Electrical Engineering, Istanbul University, vol. 33, pp.100-109, 2004. [5] F. Sarabchi, and M. E. Kalantari, “Space Time Processing with Adaptive STBC-OFDM Systems”, International Journal of Engineering and Applied Sciences, vol. 43, no. 2, pp.147-151, 2005. [6] T. S. Rappaport, Wireless Communications: Principles and Practice (2nd Edition). Prentice Hall. Dec 31, 2007. [7] Nagarajan Sathish Kumar, K. R. Shankar Kumar, “Bit Error Rate Performance Analysis of ZF, ML and MMSE Equalizers for MIMO Wireless Communication Receiver”, European Journal of Scientific Research, vol. 59, no. 4, pp.522-532, 2011. [8] Mohammad Torabi, “Adaptive modulation for space–frequency block coded OFDM systems”, International journal of electronics and communication, vol. 62, pp.521-533, 2007. [9] Gunjan Manik, Alka Kalra, Sanjeev Kalra, “Performance Analysis of STBC- OFDM System Under Multipath Fading Channel”, International Journal of Soft Computing and Engineering, vol. 1, no. 6, pp.87-90, 2012. [10] Dilip Patel, M. Chiranjeevi, “MIMO-OFDM System for Improved Diversity Using STBC”, International Journal of Digital Application & Contemporary research, vol. 1, no.4, pp.46-47, 2012. AUTHOR’S PROFILE. Rajiv Kumar B.Tech in Electronics & Communication Engineering (KUK) in 2007 and M.Tech in Electronics & Communication Engineering (MDU) in 2011. Working as Assistant Professor in Electronics & Communication Engineering department and research include digital designing, filter designing. Supriya Verma B.Tech in Electronics & Communication Engineering from Doon valley institute of Engg. and technology, Karnal ,KUK University in 2010 with honours. The M.tech degree in Electronics & Communication Engineering from Doon valley institute of Engg. and technology, KUK University in 2013. Vijay Sharma B.E in Electronics & Communication Engineering from MDU, Rohtak 2010. Have 3 years of experience as Testing Engineer in R&D industry working on next generation technologies. Sukhvinder Malik B.E in Electronics and Communication from MDU, Rohtak 2010 with honours. Having more than 3 years of experience in LTE development industry in different fields i.e protocol testing ,QA, etc. 1176 Vol. 6, Issue 3, pp. 1169-1176