SlideShare a Scribd company logo
1 of 4
Download to read offline
IJRET: International Journal of Research in Engineering and Technology
__________________________________________________________________________________________
Volume: 02 Issue: 09 | Sep-2013, Available @
EFFECTS OF FILTERING ON
1
M.Tech.Scholar, 2
Principal, A.C.E.T. College
In upcoming generations, wireless communication system requires a higher standard in order to provide high quality of services
customers. Orthogonal Frequency Division Multiplexing (OFDM) is an
systems which can be implemented easily. In this paper
when a signal is transmitted over an Additive White Gaussian Noise (AWGN) channel
performance of OFDM system with pulse shaping
the overall performance of the system in terms of BER.
SQRT Raised Cosine for analyzingthe Bit Error Rate (
Index Terms: AWGN, ICI, OFDM, Bit E
-----------------------------------------------------------------------
1. INTRODUCTION
High bit error rate(BER) and high bandwidth efficiency
the major desiresfor modern communication sy
the needs for a variety of new and high quality services
developed and delivered to the society [1]. The effect of
multipath delay, spread and fading of signals in the wireless
environment is usually unavoidable [2], [3]. Extreme fading of
the signal amplitude and Inter Symbol Int
introduced during transmission through t
channel and frequency selectivity of the channel appearing at
the receiver side [4], [5] are responsible for a high probability
of errors and reduced overall performance of the system.
Several methods like adaptive equalization and channel coding
have been developed to reduce the above effect. [6], [7]. The
orthogonal Frequency division multiplexing (OFDM) a multi
carrier system can be thought of as a solution and is used in
several applications such as asymmetric digital subscriber
lines (ADSL), a system that makes high bit-rates possible over
twisted-pair copper wires [8], [9], it has also been accepted for
several wireless LAN standards, as well as a number of mobile
multimedia applications [1], [10] and protocols like IEEE
802.11a standard, terrestrial digital video broadcasting (DVB
T) and digital audio broadcasting (DAB) [11]. The purpose of
this paper is to investigate how OFDM performs in an
Additive White Gaussian Noise (AWGN) ch
pulse shaping filter like Raised cosine, FIR Nyquist and
Matched SQRT Raised Cosine. In this channel
one path between transmitter and receiver and
attenuation and noise is considered. In this paper, we define
the simulation methodology of OFDM in section 2 and
simulate the OFDM system using Matlab. The mathematical
model and theoretically simulated constellation diagrams for
various pulse shapes are presented and a procedure for symbol
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319
__________________________________________________________________________________________
2013, Available @ http://www.ijret.org
S OF FILTERING ON BER PERFORMANCE OF AN OFDM
SYSTEM
Navjot Kaur1
, V.K. Banga2
College, Punjab, India, navjosan2011@gmail.com
Abstract
wireless communication system requires a higher standard in order to provide high quality of services
. Orthogonal Frequency Division Multiplexing (OFDM) is an efficient modulation
systems which can be implemented easily. In this paper, an effort has been made to analyze how well an OFDM system
transmitted over an Additive White Gaussian Noise (AWGN) channel using 16 QAM
pulse shaping filters are also evaluated and results reveal that
ce of the system in terms of BER. We use Different pulse shaping filters such as
the Bit Error Rate (BER) performance.
Error Rate.
-----------------------------------------------------------------------***--------------------------------------------------------------------
andwidth efficiency are
modern communication systems to satisfy
f new and high quality services
developed and delivered to the society [1]. The effect of
multipath delay, spread and fading of signals in the wireless
environment is usually unavoidable [2], [3]. Extreme fading of
the signal amplitude and Inter Symbol Interference (ISI)
transmission through the conventional
frequency selectivity of the channel appearing at
the receiver side [4], [5] are responsible for a high probability
of errors and reduced overall performance of the system.
Several methods like adaptive equalization and channel coding
have been developed to reduce the above effect. [6], [7]. The
orthogonal Frequency division multiplexing (OFDM) a multi
carrier system can be thought of as a solution and is used in
lications such as asymmetric digital subscriber
rates possible over
pair copper wires [8], [9], it has also been accepted for
several wireless LAN standards, as well as a number of mobile
ations [1], [10] and protocols like IEEE
802.11a standard, terrestrial digital video broadcasting (DVB-
T) and digital audio broadcasting (DAB) [11]. The purpose of
this paper is to investigate how OFDM performs in an
e (AWGN) channel for different
Raised cosine, FIR Nyquist and
. In this channel there is only
receiver and a constant
attenuation and noise is considered. In this paper, we define
the simulation methodology of OFDM in section 2 and
simulate the OFDM system using Matlab. The mathematical
model and theoretically simulated constellation diagrams for
shapes are presented and a procedure for symbol
error rate is derived and finally a
for various pulse shaping filter
presented.
2. SYSTEM MODEL
Figure 1(a) and 1(b) show
communication system with various
this communication system
binary information. The high speed serial data stream is split
up into a set of low speed sub streams and modulated onto the
orthogonal carriers through Inverse Fast Fourier
(IFFT) [2].
Figure-1(a): Transmitter of
eISSN: 2319-1163 | pISSN: 2321-7308
__________________________________________________________________________________________
117
BER PERFORMANCE OF AN OFDM
navjosan2011@gmail.com, vijaykumar.banga@gmail.com
wireless communication system requires a higher standard in order to provide high quality of services to
modulation technique of forthcoming wireless
made to analyze how well an OFDM system can perform
using 16 QAM modulation techniques. The
filters are also evaluated and results reveal that the pulse shaped OFDM improve
such asRaised cosine, FIR Nyquist and
--------------------------------------------------------------------
r rate is derived and finally a BER simulation of OFDM
ulse shaping filters at different SNR value is
Figure 1(a) and 1(b) show the structure of a typicalOFDM
communication system with various pulse shaping filters. In
system, QAMconstellation is used to map
binary information. The high speed serial data stream is split
up into a set of low speed sub streams and modulated onto the
arriers through Inverse Fast Fourier transform
Transmitter of a pulse shaped OFDM system
IJRET: International Journal of Research in Engineering and Technology
__________________________________________________________________________________________
Volume: 02 Issue: 09 | Sep-2013, Available @
Figure-1(b): Receiver of a pulse shaped OFDM System
OFDM with pulse-shaping filter can be representedas:
s t e ∑ D p t e ...
Where j=√ 1 , Number of subcarrier is N, Carrier frequency
of OFDM system isf , Subcarrier frequency of kth subcarrier
is, f and here k = 0, 1… N – 1, and p t is time limited pulse
shaping filter. Transmitted symbol is Dk which is assumed to
have zero mean and normalized average symbol energy. Also
we consider that all data symbols are uncorrelated [9, 10] i.e.
E [D D∗
] =
1,			k m		
0,			k $ m		
%... (2.2)
where m=0, 1,......, N-1
Where D∗
is the complex conjugate of Dk .To ensure the
orthogonality of subcarrier, it is very important to satisfied the
below equation for OFDM system [9, 10]. The subcarrier
frequency is
f
k
T'
			… 2.3
wherek 0, 1, . . . . . . . . . , N
f f 	
k m
T'
				… 2.4
where k m 0,1, … … . , N 1
For maintaining orthogonality between subcarriers, the
minimum required subcarrier frequency spacing is 1/
received signal at the receiver can be represented as:
r t s t ⊗ h t 2 w t ... (2.5
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319
__________________________________________________________________________________________
2013, Available @ http://www.ijret.org
OFDM System
representedas:
... (2.1)
, Number of subcarrier is N, Carrier frequency
, Subcarrier frequency of kth subcarrier
is time limited pulse
shaping filter. Transmitted symbol is Dk which is assumed to
have zero mean and normalized average symbol energy. Also
we consider that all data symbols are uncorrelated [9, 10] i.e.
% (2.2)
is the complex conjugate of Dk .To ensure the
orthogonality of subcarrier, it is very important to satisfied the
below equation for OFDM system [9, 10]. The subcarrier
1
For maintaining orthogonality between subcarriers, the
minimum required subcarrier frequency spacing is 1/T'. The
received signal at the receiver can be represented as:
(2.5)
In above equation convolution is denoted by
channel impulse response and
noise is represented by w (t) which process with zero mean
and variance NO / 2 per dimension.
3. PULSE SHAPING FILTER
Each carrier in the OFDM spectrum is represented by main
lobe with a number of side lobes having lower amplitudes.
Since peak power is associated with main lobe and ICI power
is associated with side lobes, so the motive of pulse shaping
filter is to increase the width of mai
amplitude of side lobes [9]. Pulse shaping technique is used to
transmit data within a limited
the Inter Symbol Interference(
most commonly used pulse shaping
introduced. These pulse shaping filters are
Nyquist and Square Root Raised Cosine
various shaping pulses is:
a) Raised Cosine Pulse
P45 f sinc
Where ‘α’ is roll-off factor
frequency & time respectively
b) Square Root Raised Cosine Pulse
P':: f sinc
	
;
<=>
	'?@
A
Figure-2: Magnitude Response of
eISSN: 2319-1163 | pISSN: 2321-7308
__________________________________________________________________________________________
118
In above equation convolution is denoted by ⊗, h (t) is the
channel impulse response and the additive white Gaussian
noise is represented by w (t) which process with zero mean
and variance NO / 2 per dimension.
FILTER
OFDM spectrum is represented by main
lobe with a number of side lobes having lower amplitudes.
Since peak power is associated with main lobe and ICI power
is associated with side lobes, so the motive of pulse shaping
is to increase the width of main lobe and/or reduce the
[9]. Pulse shaping technique is used to
transmit data within a limited bandwidthwhich further reduces
the Inter Symbol Interference(ISI) [11]. In this section some
most commonly used pulse shaping filters have been
pulse shaping filters are Raised Cosine,FIR
Nyquist and Square Root Raised Cosine Filter. ICI power for
ft
B'	 C
C D .....(3.1)
off factor 0 E 	α E 	1 and f, t are called
frequency & time respectively.
Square Root Raised Cosine Pulse
ft
FG
√
cos 1 2 a 	 2
'?@ G
J=
;
	
A
<=>
;
K
D .....(3.2)
Magnitude Response of various filters
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
__________________________________________________________________________________________
Volume: 02 Issue: 09 | Sep-2013, Available @ http://www.ijret.org 119
4. SIMULATION RESULTS
Simulation results have been prepared to demonstrate the
performance enhancement of shaping an OFDM system using
various pulse shaping filters which have been mentioned in
section 3.
Table-1: BER of OFDM communication system under
various filters with varying SNR
0-dB
SNR
04-dB
SNR
08-dB
SNR
12-dB
SNR
Simple
OFDM 0.2956 0.2129 0.1011 0.0209
RC-
OFDM 0.2845 0.2045 0.0887 0.0184
FIR-
Nyquist
OFDM
0.2875 0.2041 0.0967 0.0196
SRRC-
OFDM 0.0764 0.0110 0.0001 0
Some outcomes have been derived on thebasis of Bit Error
Rate (BER) and Impulse Response. In this experimental test
what we come to know is, matched square root raised cosine
pulse shaped OFDM has outperformed.
Figure-3: BER of OFDM with or without Pulse Shaping Filter
Figure-4: Impulse Response of OFDM with different Pulse
Shaping Filter
CONCLUSIONS
In this work, simulation results have been presented to
demonstrate that pulse shaped OFDM significantly enhances
the performance of communication system as compared to
simple OFDM. It can be concluded that if pulse shaping filter
has the spectrum with higher width of main lobe and smaller
amplitude of side lobes, then pulse shaping filter will lead less
ICI and better bandwidth efficiency.
In this paper, we have studied and analyzed the family of
pulse shaping filters. We have evaluated the performance of
these pulse shaping filters with OFDM in terms of BER with
varying SNR values for 16-QAM modulation under AWGN
channel. From this BER analysis it can be concluded that
performance of pulse shaped OFDM is better as compared to
simple OFDM. Simulation results reveal that pulse shaped
OFDMwith Square Root Raised Cosine filterdesign method
has less BER as compared to others so it can be a better option
in contrast to other pulse shaping filter.
REFERENCES
[1]. S. D. Assimonis et. al., “OptimizedBetter than Raised-
Cosine Pulse for Reduced ICI in OFDM Systems”, 17th
International Conference on Telecommunications,
2010.
[2]. M.Palaivelan, S. Anand and S. P. Venkatesan, “PAPR
and ICI Reduction in OFDM Systems using Modified
Raised Cosine Power Pulse Shape”, European Journal
of Scientific Research, ISSN: 1450-216, Vol.72, No.4,
pp. 618-627, 2012.
[3]. Srabani Mohapatra and Susmita Das,“A New Approach
for Performance Improvement of OFDM System Using
Pulse Shaping”, NIT Rourkela, 2009.
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
__________________________________________________________________________________________
Volume: 02 Issue: 09 | Sep-2013, Available @ http://www.ijret.org 120
[4]. S. Aenagandula, A. Kumar, Srinivas K. and M. Nanda,
“ Inter Carrier Interference and Signal to Interference
Ratio of various Pulse Shaping Filters used in OFDM
System with Carrier Frequency Offset”, IJESS
(International Journal of Electronics Signals and
Systems), ISSN: 2231-5969, Vol-1, Iss-3, 2012.
[5]. Ali T. Shaheen, “Design and Simulation of Hartley
based Multi Orthogonal Band OFDM”, International
Journal of Computer Applications,Volume 68, Issue 15,
pp. 10-16, April 2013.
[6]. J. Armstrong, “Analysis of new and existing methods of
reducing inter-carrier interference due to carrier
frequency offset in OFDM,” IEEE Transactions on
Communications, Vol. 47, No. 3, pp. 365-369, March
1999.
[7]. H.M. Mourad, “Reducing ICI in OFDM systems using
a proposed pulse shape”, Wireless Person.
Communications, vol. 40, pp: 41–48, 2006.
[8]. Volkan Kumbasar et al,“ICI reduction in OFDM
systems by using improved sinc power pulse”, Digital
Signal ProcessingAcademic Press, Inc. Orlando, FL,
USA, vol. 17, issue 6, pp. 997–1006, November 2007.
[9]. Srabani Mohapatra and Susmita Das, “Performance
Enhancement of OFDM System with ICI Reduction
Technique”, In Proceedings of the World Congress on
Engineering, Vol. 1, July 2009.
[10]. Nadieh M. Moghaddam and Mohammad Mohebbi, “ICI
Reduction Methods in OFDM Systems", Recent
Advance in Wireless Communication and Networks,
Prof. Jia-Chin Lin (Ed.), ISBN: 978-953-307-274-6,
August 23, 2011.
[11]. P. Tan, N.C. Beaulieu, “Reduced ICI in OFDM systems
using the better than raised-cosine pulse”, IEEE
Commun. Lett. volume 8 issue 3, pp. 135–137, 2004.
[12]. Mahua Pal, “Algorithm for sharpening Raised Cosine
Pulse shaping Digital Filter and Analysis of
Performance Of QAM system when subjected to
Sharpened Raised Cosine Filter”, International Journal
of Scientific and Research (IJSAR) Publications,
Volume 2, Issue 1, ISSN 2250-3153, January 2012.

More Related Content

What's hot

Hybrid ldpc and stbc algorithms to improve ber reduction in ofdm
Hybrid ldpc and stbc algorithms to improve ber reduction in ofdmHybrid ldpc and stbc algorithms to improve ber reduction in ofdm
Hybrid ldpc and stbc algorithms to improve ber reduction in ofdm
IAEME Publication
 
11.performance evaluation of maximal ratio receiver combining diversity with ...
11.performance evaluation of maximal ratio receiver combining diversity with ...11.performance evaluation of maximal ratio receiver combining diversity with ...
11.performance evaluation of maximal ratio receiver combining diversity with ...
Alexander Decker
 

What's hot (17)

A Peak to Average Power Ratio (PAPR) Reduction in OFDM Systems
A Peak to Average Power Ratio (PAPR) Reduction in OFDM SystemsA Peak to Average Power Ratio (PAPR) Reduction in OFDM Systems
A Peak to Average Power Ratio (PAPR) Reduction in OFDM Systems
 
ICI and PAPR enhancement in MIMO-OFDM system using RNS coding
ICI and PAPR enhancement in MIMO-OFDM system using RNS codingICI and PAPR enhancement in MIMO-OFDM system using RNS coding
ICI and PAPR enhancement in MIMO-OFDM system using RNS coding
 
Equalization & Channel Estimation of Block & Comb Type Codes
Equalization & Channel Estimation of Block & Comb Type CodesEqualization & Channel Estimation of Block & Comb Type Codes
Equalization & Channel Estimation of Block & Comb Type Codes
 
B0510916
B0510916B0510916
B0510916
 
Improving quality of service using ofdm technique for 4 th generation network
Improving quality of service using ofdm technique for 4 th generation networkImproving quality of service using ofdm technique for 4 th generation network
Improving quality of service using ofdm technique for 4 th generation network
 
Implement of multiple access technique by wireless power transfer and relayin...
Implement of multiple access technique by wireless power transfer and relayin...Implement of multiple access technique by wireless power transfer and relayin...
Implement of multiple access technique by wireless power transfer and relayin...
 
G1034247
G1034247G1034247
G1034247
 
Multiplexing,LAN Cabling,Routers,Core and Distribution Networks
Multiplexing,LAN Cabling,Routers,Core and Distribution NetworksMultiplexing,LAN Cabling,Routers,Core and Distribution Networks
Multiplexing,LAN Cabling,Routers,Core and Distribution Networks
 
A low complexity partial transmit sequence scheme for
A low complexity partial transmit sequence scheme forA low complexity partial transmit sequence scheme for
A low complexity partial transmit sequence scheme for
 
2015LISAT_pathloss1
2015LISAT_pathloss12015LISAT_pathloss1
2015LISAT_pathloss1
 
Estimation and design of mc ds-cdma for hybrid concatenated coding in high sp...
Estimation and design of mc ds-cdma for hybrid concatenated coding in high sp...Estimation and design of mc ds-cdma for hybrid concatenated coding in high sp...
Estimation and design of mc ds-cdma for hybrid concatenated coding in high sp...
 
Fp3410401046
Fp3410401046Fp3410401046
Fp3410401046
 
Outage performance analysis of non-orthogonal multiple access systems with RF...
Outage performance analysis of non-orthogonal multiple access systems with RF...Outage performance analysis of non-orthogonal multiple access systems with RF...
Outage performance analysis of non-orthogonal multiple access systems with RF...
 
Hybrid ldpc and stbc algorithms to improve ber reduction in ofdm
Hybrid ldpc and stbc algorithms to improve ber reduction in ofdmHybrid ldpc and stbc algorithms to improve ber reduction in ofdm
Hybrid ldpc and stbc algorithms to improve ber reduction in ofdm
 
CDMA PARAMETER
CDMA PARAMETERCDMA PARAMETER
CDMA PARAMETER
 
Performance evaluation of maximal ratio receiver combining diversity with pri...
Performance evaluation of maximal ratio receiver combining diversity with pri...Performance evaluation of maximal ratio receiver combining diversity with pri...
Performance evaluation of maximal ratio receiver combining diversity with pri...
 
11.performance evaluation of maximal ratio receiver combining diversity with ...
11.performance evaluation of maximal ratio receiver combining diversity with ...11.performance evaluation of maximal ratio receiver combining diversity with ...
11.performance evaluation of maximal ratio receiver combining diversity with ...
 

Viewers also liked

Real time implementation of object tracking through
Real time implementation of object tracking throughReal time implementation of object tracking through
Real time implementation of object tracking through
eSAT Publishing House
 

Viewers also liked (20)

Multi tracking system for vehicle using gps and gsm
Multi tracking system for vehicle using gps and gsmMulti tracking system for vehicle using gps and gsm
Multi tracking system for vehicle using gps and gsm
 
Performance comparison of qo s based routing
Performance comparison of qo s based routingPerformance comparison of qo s based routing
Performance comparison of qo s based routing
 
Study of brass wire and cryogenic treated brass wire on titanium alloy using ...
Study of brass wire and cryogenic treated brass wire on titanium alloy using ...Study of brass wire and cryogenic treated brass wire on titanium alloy using ...
Study of brass wire and cryogenic treated brass wire on titanium alloy using ...
 
Locational marginal pricing framework in secured dispatch scheduling under co...
Locational marginal pricing framework in secured dispatch scheduling under co...Locational marginal pricing framework in secured dispatch scheduling under co...
Locational marginal pricing framework in secured dispatch scheduling under co...
 
Performance of slope under seismic conditions
Performance of slope under seismic conditionsPerformance of slope under seismic conditions
Performance of slope under seismic conditions
 
Verification of uart ip core using uvm
Verification of uart ip core using uvmVerification of uart ip core using uvm
Verification of uart ip core using uvm
 
Case study on slender multi storey rc building with brick infill
Case study on slender multi storey rc building with brick infillCase study on slender multi storey rc building with brick infill
Case study on slender multi storey rc building with brick infill
 
Enhancement of the processes of desiccant air
Enhancement of the processes of desiccant airEnhancement of the processes of desiccant air
Enhancement of the processes of desiccant air
 
Cnt reinforced basalt fiber based ship hulls
Cnt reinforced basalt fiber based ship hullsCnt reinforced basalt fiber based ship hulls
Cnt reinforced basalt fiber based ship hulls
 
Design issues and challenges of reliable and secure transmission of medical i...
Design issues and challenges of reliable and secure transmission of medical i...Design issues and challenges of reliable and secure transmission of medical i...
Design issues and challenges of reliable and secure transmission of medical i...
 
Analysis of wireless sensor networks security, attacks and challenges
Analysis of wireless sensor networks security, attacks and challengesAnalysis of wireless sensor networks security, attacks and challenges
Analysis of wireless sensor networks security, attacks and challenges
 
Secure remote protocol for fpga reconfiguration
Secure remote protocol for fpga reconfigurationSecure remote protocol for fpga reconfiguration
Secure remote protocol for fpga reconfiguration
 
Flip invariant video copy detection using sparse-coded features
Flip invariant video copy detection using sparse-coded featuresFlip invariant video copy detection using sparse-coded features
Flip invariant video copy detection using sparse-coded features
 
Electronic system for testing tensile strength of foundry sand
Electronic system for testing tensile strength of foundry sandElectronic system for testing tensile strength of foundry sand
Electronic system for testing tensile strength of foundry sand
 
A simple and effective scheme to find malicious node in wireless sensor network
A simple and effective scheme to find malicious node in wireless sensor networkA simple and effective scheme to find malicious node in wireless sensor network
A simple and effective scheme to find malicious node in wireless sensor network
 
A new approach to minimize stability factor of an amplifier
A new approach to minimize stability factor of an amplifierA new approach to minimize stability factor of an amplifier
A new approach to minimize stability factor of an amplifier
 
Slow steady motion of a thermo viscous fluid between
Slow steady motion of a thermo viscous fluid betweenSlow steady motion of a thermo viscous fluid between
Slow steady motion of a thermo viscous fluid between
 
A multi classifier prediction model for phishing detection
A multi classifier prediction model for phishing detectionA multi classifier prediction model for phishing detection
A multi classifier prediction model for phishing detection
 
Holographic optical elements for beautification
Holographic optical elements for beautificationHolographic optical elements for beautification
Holographic optical elements for beautification
 
Real time implementation of object tracking through
Real time implementation of object tracking throughReal time implementation of object tracking through
Real time implementation of object tracking through
 

Similar to Effects of filtering on ber performance of an ofdm system

A continuous time adc and digital signal processing system for smart dust and...
A continuous time adc and digital signal processing system for smart dust and...A continuous time adc and digital signal processing system for smart dust and...
A continuous time adc and digital signal processing system for smart dust and...
eSAT Journals
 
Comparative ber analysis of mitigation of ici through sc,ml and ekf methods i...
Comparative ber analysis of mitigation of ici through sc,ml and ekf methods i...Comparative ber analysis of mitigation of ici through sc,ml and ekf methods i...
Comparative ber analysis of mitigation of ici through sc,ml and ekf methods i...
IAEME Publication
 
Design and implementation of different audio restoration techniques for audio...
Design and implementation of different audio restoration techniques for audio...Design and implementation of different audio restoration techniques for audio...
Design and implementation of different audio restoration techniques for audio...
eSAT Journals
 

Similar to Effects of filtering on ber performance of an ofdm system (20)

First order sigma delta modulator with low-power consumption implemented in a...
First order sigma delta modulator with low-power consumption implemented in a...First order sigma delta modulator with low-power consumption implemented in a...
First order sigma delta modulator with low-power consumption implemented in a...
 
First order sigma delta modulator with low-power
First order sigma delta modulator with low-powerFirst order sigma delta modulator with low-power
First order sigma delta modulator with low-power
 
BER Analysis of OFDM Systems with Varying Frequency Offset Factor over AWGN a...
BER Analysis of OFDM Systems with Varying Frequency Offset Factor over AWGN a...BER Analysis of OFDM Systems with Varying Frequency Offset Factor over AWGN a...
BER Analysis of OFDM Systems with Varying Frequency Offset Factor over AWGN a...
 
Data detection with a progressive parallel ici canceller in mimo ofdm
Data detection with a progressive parallel ici canceller in mimo ofdmData detection with a progressive parallel ici canceller in mimo ofdm
Data detection with a progressive parallel ici canceller in mimo ofdm
 
PERFORMANCE EVALUATION OF MC-CDMA SYSTEM OVER RAYLEIGH FADING CHANNEL
PERFORMANCE EVALUATION OF MC-CDMA SYSTEM OVER RAYLEIGH FADING CHANNELPERFORMANCE EVALUATION OF MC-CDMA SYSTEM OVER RAYLEIGH FADING CHANNEL
PERFORMANCE EVALUATION OF MC-CDMA SYSTEM OVER RAYLEIGH FADING CHANNEL
 
Performance Evaluation of Iterative Receiver using 16-QAM and 16-PSK Modulati...
Performance Evaluation of Iterative Receiver using 16-QAM and 16-PSK Modulati...Performance Evaluation of Iterative Receiver using 16-QAM and 16-PSK Modulati...
Performance Evaluation of Iterative Receiver using 16-QAM and 16-PSK Modulati...
 
Performance analysis of miso ofdm system with delayed
Performance analysis of miso ofdm system with delayedPerformance analysis of miso ofdm system with delayed
Performance analysis of miso ofdm system with delayed
 
A continuous time adc and digital signal processing system for smart dust and...
A continuous time adc and digital signal processing system for smart dust and...A continuous time adc and digital signal processing system for smart dust and...
A continuous time adc and digital signal processing system for smart dust and...
 
A continuous time adc and digital signal processing system for smart dust and...
A continuous time adc and digital signal processing system for smart dust and...A continuous time adc and digital signal processing system for smart dust and...
A continuous time adc and digital signal processing system for smart dust and...
 
A continuous time adc and digital signal processing system for smart dust and...
A continuous time adc and digital signal processing system for smart dust and...A continuous time adc and digital signal processing system for smart dust and...
A continuous time adc and digital signal processing system for smart dust and...
 
FPGA Implementation of BIST in OFDM Transceivers
FPGA Implementation of BIST in OFDM TransceiversFPGA Implementation of BIST in OFDM Transceivers
FPGA Implementation of BIST in OFDM Transceivers
 
Performance evaluation of 1 tbps qpsk dwdm system over isowc
Performance evaluation of 1 tbps qpsk dwdm system over isowcPerformance evaluation of 1 tbps qpsk dwdm system over isowc
Performance evaluation of 1 tbps qpsk dwdm system over isowc
 
Comparative ber analysis of mitigation of ici through sc,ml and ekf methods i...
Comparative ber analysis of mitigation of ici through sc,ml and ekf methods i...Comparative ber analysis of mitigation of ici through sc,ml and ekf methods i...
Comparative ber analysis of mitigation of ici through sc,ml and ekf methods i...
 
Design and implementation of different audio restoration techniques for audio...
Design and implementation of different audio restoration techniques for audio...Design and implementation of different audio restoration techniques for audio...
Design and implementation of different audio restoration techniques for audio...
 
Performance evaluation on the basis of bit error rate for different order of ...
Performance evaluation on the basis of bit error rate for different order of ...Performance evaluation on the basis of bit error rate for different order of ...
Performance evaluation on the basis of bit error rate for different order of ...
 
On the Performance of Carrier Interferometry OFDM by Wavelet Transform
On the Performance of Carrier Interferometry OFDM by Wavelet TransformOn the Performance of Carrier Interferometry OFDM by Wavelet Transform
On the Performance of Carrier Interferometry OFDM by Wavelet Transform
 
IRJET- Performance Evaluation of DOA Estimation using MUSIC and Beamformi...
IRJET-  	  Performance Evaluation of DOA Estimation using MUSIC and Beamformi...IRJET-  	  Performance Evaluation of DOA Estimation using MUSIC and Beamformi...
IRJET- Performance Evaluation of DOA Estimation using MUSIC and Beamformi...
 
Ber performance of ofdm with discrete wavelet transform for time dispersive c...
Ber performance of ofdm with discrete wavelet transform for time dispersive c...Ber performance of ofdm with discrete wavelet transform for time dispersive c...
Ber performance of ofdm with discrete wavelet transform for time dispersive c...
 
Outage analysis of simo system over nakagami n fading channel
Outage analysis of simo system over nakagami n fading channelOutage analysis of simo system over nakagami n fading channel
Outage analysis of simo system over nakagami n fading channel
 
Channel estimation
Channel estimationChannel estimation
Channel estimation
 

More from eSAT Publishing House

Likely impacts of hudhud on the environment of visakhapatnam
Likely impacts of hudhud on the environment of visakhapatnamLikely impacts of hudhud on the environment of visakhapatnam
Likely impacts of hudhud on the environment of visakhapatnam
eSAT Publishing House
 
Impact of flood disaster in a drought prone area – case study of alampur vill...
Impact of flood disaster in a drought prone area – case study of alampur vill...Impact of flood disaster in a drought prone area – case study of alampur vill...
Impact of flood disaster in a drought prone area – case study of alampur vill...
eSAT Publishing House
 
Hudhud cyclone – a severe disaster in visakhapatnam
Hudhud cyclone – a severe disaster in visakhapatnamHudhud cyclone – a severe disaster in visakhapatnam
Hudhud cyclone – a severe disaster in visakhapatnam
eSAT Publishing House
 
Groundwater investigation using geophysical methods a case study of pydibhim...
Groundwater investigation using geophysical methods  a case study of pydibhim...Groundwater investigation using geophysical methods  a case study of pydibhim...
Groundwater investigation using geophysical methods a case study of pydibhim...
eSAT Publishing House
 
Flood related disasters concerned to urban flooding in bangalore, india
Flood related disasters concerned to urban flooding in bangalore, indiaFlood related disasters concerned to urban flooding in bangalore, india
Flood related disasters concerned to urban flooding in bangalore, india
eSAT Publishing House
 
Enhancing post disaster recovery by optimal infrastructure capacity building
Enhancing post disaster recovery by optimal infrastructure capacity buildingEnhancing post disaster recovery by optimal infrastructure capacity building
Enhancing post disaster recovery by optimal infrastructure capacity building
eSAT Publishing House
 
Effect of lintel and lintel band on the global performance of reinforced conc...
Effect of lintel and lintel band on the global performance of reinforced conc...Effect of lintel and lintel band on the global performance of reinforced conc...
Effect of lintel and lintel band on the global performance of reinforced conc...
eSAT Publishing House
 
Wind damage to trees in the gitam university campus at visakhapatnam by cyclo...
Wind damage to trees in the gitam university campus at visakhapatnam by cyclo...Wind damage to trees in the gitam university campus at visakhapatnam by cyclo...
Wind damage to trees in the gitam university campus at visakhapatnam by cyclo...
eSAT Publishing House
 
Wind damage to buildings, infrastrucuture and landscape elements along the be...
Wind damage to buildings, infrastrucuture and landscape elements along the be...Wind damage to buildings, infrastrucuture and landscape elements along the be...
Wind damage to buildings, infrastrucuture and landscape elements along the be...
eSAT Publishing House
 
Shear strength of rc deep beam panels – a review
Shear strength of rc deep beam panels – a reviewShear strength of rc deep beam panels – a review
Shear strength of rc deep beam panels – a review
eSAT Publishing House
 
Role of voluntary teams of professional engineers in dissater management – ex...
Role of voluntary teams of professional engineers in dissater management – ex...Role of voluntary teams of professional engineers in dissater management – ex...
Role of voluntary teams of professional engineers in dissater management – ex...
eSAT Publishing House
 
Risk analysis and environmental hazard management
Risk analysis and environmental hazard managementRisk analysis and environmental hazard management
Risk analysis and environmental hazard management
eSAT Publishing House
 
Review study on performance of seismically tested repaired shear walls
Review study on performance of seismically tested repaired shear wallsReview study on performance of seismically tested repaired shear walls
Review study on performance of seismically tested repaired shear walls
eSAT Publishing House
 
Monitoring and assessment of air quality with reference to dust particles (pm...
Monitoring and assessment of air quality with reference to dust particles (pm...Monitoring and assessment of air quality with reference to dust particles (pm...
Monitoring and assessment of air quality with reference to dust particles (pm...
eSAT Publishing House
 
Low cost wireless sensor networks and smartphone applications for disaster ma...
Low cost wireless sensor networks and smartphone applications for disaster ma...Low cost wireless sensor networks and smartphone applications for disaster ma...
Low cost wireless sensor networks and smartphone applications for disaster ma...
eSAT Publishing House
 
Coastal zones – seismic vulnerability an analysis from east coast of india
Coastal zones – seismic vulnerability an analysis from east coast of indiaCoastal zones – seismic vulnerability an analysis from east coast of india
Coastal zones – seismic vulnerability an analysis from east coast of india
eSAT Publishing House
 
Can fracture mechanics predict damage due disaster of structures
Can fracture mechanics predict damage due disaster of structuresCan fracture mechanics predict damage due disaster of structures
Can fracture mechanics predict damage due disaster of structures
eSAT Publishing House
 
Assessment of seismic susceptibility of rc buildings
Assessment of seismic susceptibility of rc buildingsAssessment of seismic susceptibility of rc buildings
Assessment of seismic susceptibility of rc buildings
eSAT Publishing House
 
A geophysical insight of earthquake occurred on 21 st may 2014 off paradip, b...
A geophysical insight of earthquake occurred on 21 st may 2014 off paradip, b...A geophysical insight of earthquake occurred on 21 st may 2014 off paradip, b...
A geophysical insight of earthquake occurred on 21 st may 2014 off paradip, b...
eSAT Publishing House
 
Effect of hudhud cyclone on the development of visakhapatnam as smart and gre...
Effect of hudhud cyclone on the development of visakhapatnam as smart and gre...Effect of hudhud cyclone on the development of visakhapatnam as smart and gre...
Effect of hudhud cyclone on the development of visakhapatnam as smart and gre...
eSAT Publishing House
 

More from eSAT Publishing House (20)

Likely impacts of hudhud on the environment of visakhapatnam
Likely impacts of hudhud on the environment of visakhapatnamLikely impacts of hudhud on the environment of visakhapatnam
Likely impacts of hudhud on the environment of visakhapatnam
 
Impact of flood disaster in a drought prone area – case study of alampur vill...
Impact of flood disaster in a drought prone area – case study of alampur vill...Impact of flood disaster in a drought prone area – case study of alampur vill...
Impact of flood disaster in a drought prone area – case study of alampur vill...
 
Hudhud cyclone – a severe disaster in visakhapatnam
Hudhud cyclone – a severe disaster in visakhapatnamHudhud cyclone – a severe disaster in visakhapatnam
Hudhud cyclone – a severe disaster in visakhapatnam
 
Groundwater investigation using geophysical methods a case study of pydibhim...
Groundwater investigation using geophysical methods  a case study of pydibhim...Groundwater investigation using geophysical methods  a case study of pydibhim...
Groundwater investigation using geophysical methods a case study of pydibhim...
 
Flood related disasters concerned to urban flooding in bangalore, india
Flood related disasters concerned to urban flooding in bangalore, indiaFlood related disasters concerned to urban flooding in bangalore, india
Flood related disasters concerned to urban flooding in bangalore, india
 
Enhancing post disaster recovery by optimal infrastructure capacity building
Enhancing post disaster recovery by optimal infrastructure capacity buildingEnhancing post disaster recovery by optimal infrastructure capacity building
Enhancing post disaster recovery by optimal infrastructure capacity building
 
Effect of lintel and lintel band on the global performance of reinforced conc...
Effect of lintel and lintel band on the global performance of reinforced conc...Effect of lintel and lintel band on the global performance of reinforced conc...
Effect of lintel and lintel band on the global performance of reinforced conc...
 
Wind damage to trees in the gitam university campus at visakhapatnam by cyclo...
Wind damage to trees in the gitam university campus at visakhapatnam by cyclo...Wind damage to trees in the gitam university campus at visakhapatnam by cyclo...
Wind damage to trees in the gitam university campus at visakhapatnam by cyclo...
 
Wind damage to buildings, infrastrucuture and landscape elements along the be...
Wind damage to buildings, infrastrucuture and landscape elements along the be...Wind damage to buildings, infrastrucuture and landscape elements along the be...
Wind damage to buildings, infrastrucuture and landscape elements along the be...
 
Shear strength of rc deep beam panels – a review
Shear strength of rc deep beam panels – a reviewShear strength of rc deep beam panels – a review
Shear strength of rc deep beam panels – a review
 
Role of voluntary teams of professional engineers in dissater management – ex...
Role of voluntary teams of professional engineers in dissater management – ex...Role of voluntary teams of professional engineers in dissater management – ex...
Role of voluntary teams of professional engineers in dissater management – ex...
 
Risk analysis and environmental hazard management
Risk analysis and environmental hazard managementRisk analysis and environmental hazard management
Risk analysis and environmental hazard management
 
Review study on performance of seismically tested repaired shear walls
Review study on performance of seismically tested repaired shear wallsReview study on performance of seismically tested repaired shear walls
Review study on performance of seismically tested repaired shear walls
 
Monitoring and assessment of air quality with reference to dust particles (pm...
Monitoring and assessment of air quality with reference to dust particles (pm...Monitoring and assessment of air quality with reference to dust particles (pm...
Monitoring and assessment of air quality with reference to dust particles (pm...
 
Low cost wireless sensor networks and smartphone applications for disaster ma...
Low cost wireless sensor networks and smartphone applications for disaster ma...Low cost wireless sensor networks and smartphone applications for disaster ma...
Low cost wireless sensor networks and smartphone applications for disaster ma...
 
Coastal zones – seismic vulnerability an analysis from east coast of india
Coastal zones – seismic vulnerability an analysis from east coast of indiaCoastal zones – seismic vulnerability an analysis from east coast of india
Coastal zones – seismic vulnerability an analysis from east coast of india
 
Can fracture mechanics predict damage due disaster of structures
Can fracture mechanics predict damage due disaster of structuresCan fracture mechanics predict damage due disaster of structures
Can fracture mechanics predict damage due disaster of structures
 
Assessment of seismic susceptibility of rc buildings
Assessment of seismic susceptibility of rc buildingsAssessment of seismic susceptibility of rc buildings
Assessment of seismic susceptibility of rc buildings
 
A geophysical insight of earthquake occurred on 21 st may 2014 off paradip, b...
A geophysical insight of earthquake occurred on 21 st may 2014 off paradip, b...A geophysical insight of earthquake occurred on 21 st may 2014 off paradip, b...
A geophysical insight of earthquake occurred on 21 st may 2014 off paradip, b...
 
Effect of hudhud cyclone on the development of visakhapatnam as smart and gre...
Effect of hudhud cyclone on the development of visakhapatnam as smart and gre...Effect of hudhud cyclone on the development of visakhapatnam as smart and gre...
Effect of hudhud cyclone on the development of visakhapatnam as smart and gre...
 

Recently uploaded

Standard vs Custom Battery Packs - Decoding the Power Play
Standard vs Custom Battery Packs - Decoding the Power PlayStandard vs Custom Battery Packs - Decoding the Power Play
Standard vs Custom Battery Packs - Decoding the Power Play
Epec Engineered Technologies
 
Hospital management system project report.pdf
Hospital management system project report.pdfHospital management system project report.pdf
Hospital management system project report.pdf
Kamal Acharya
 
scipt v1.pptxcxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx...
scipt v1.pptxcxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx...scipt v1.pptxcxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx...
scipt v1.pptxcxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx...
HenryBriggs2
 
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
ssuser89054b
 

Recently uploaded (20)

Convergence of Robotics and Gen AI offers excellent opportunities for Entrepr...
Convergence of Robotics and Gen AI offers excellent opportunities for Entrepr...Convergence of Robotics and Gen AI offers excellent opportunities for Entrepr...
Convergence of Robotics and Gen AI offers excellent opportunities for Entrepr...
 
Path loss model, OKUMURA Model, Hata Model
Path loss model, OKUMURA Model, Hata ModelPath loss model, OKUMURA Model, Hata Model
Path loss model, OKUMURA Model, Hata Model
 
HAND TOOLS USED AT ELECTRONICS WORK PRESENTED BY KOUSTAV SARKAR
HAND TOOLS USED AT ELECTRONICS WORK PRESENTED BY KOUSTAV SARKARHAND TOOLS USED AT ELECTRONICS WORK PRESENTED BY KOUSTAV SARKAR
HAND TOOLS USED AT ELECTRONICS WORK PRESENTED BY KOUSTAV SARKAR
 
Memory Interfacing of 8086 with DMA 8257
Memory Interfacing of 8086 with DMA 8257Memory Interfacing of 8086 with DMA 8257
Memory Interfacing of 8086 with DMA 8257
 
Linux Systems Programming: Inter Process Communication (IPC) using Pipes
Linux Systems Programming: Inter Process Communication (IPC) using PipesLinux Systems Programming: Inter Process Communication (IPC) using Pipes
Linux Systems Programming: Inter Process Communication (IPC) using Pipes
 
Online food ordering system project report.pdf
Online food ordering system project report.pdfOnline food ordering system project report.pdf
Online food ordering system project report.pdf
 
Introduction to Serverless with AWS Lambda
Introduction to Serverless with AWS LambdaIntroduction to Serverless with AWS Lambda
Introduction to Serverless with AWS Lambda
 
Standard vs Custom Battery Packs - Decoding the Power Play
Standard vs Custom Battery Packs - Decoding the Power PlayStandard vs Custom Battery Packs - Decoding the Power Play
Standard vs Custom Battery Packs - Decoding the Power Play
 
PE 459 LECTURE 2- natural gas basic concepts and properties
PE 459 LECTURE 2- natural gas basic concepts and propertiesPE 459 LECTURE 2- natural gas basic concepts and properties
PE 459 LECTURE 2- natural gas basic concepts and properties
 
AIRCANVAS[1].pdf mini project for btech students
AIRCANVAS[1].pdf mini project for btech studentsAIRCANVAS[1].pdf mini project for btech students
AIRCANVAS[1].pdf mini project for btech students
 
Computer Networks Basics of Network Devices
Computer Networks  Basics of Network DevicesComputer Networks  Basics of Network Devices
Computer Networks Basics of Network Devices
 
NO1 Top No1 Amil Baba In Azad Kashmir, Kashmir Black Magic Specialist Expert ...
NO1 Top No1 Amil Baba In Azad Kashmir, Kashmir Black Magic Specialist Expert ...NO1 Top No1 Amil Baba In Azad Kashmir, Kashmir Black Magic Specialist Expert ...
NO1 Top No1 Amil Baba In Azad Kashmir, Kashmir Black Magic Specialist Expert ...
 
Hospital management system project report.pdf
Hospital management system project report.pdfHospital management system project report.pdf
Hospital management system project report.pdf
 
scipt v1.pptxcxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx...
scipt v1.pptxcxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx...scipt v1.pptxcxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx...
scipt v1.pptxcxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx...
 
8086 Microprocessor Architecture: 16-bit microprocessor
8086 Microprocessor Architecture: 16-bit microprocessor8086 Microprocessor Architecture: 16-bit microprocessor
8086 Microprocessor Architecture: 16-bit microprocessor
 
Computer Graphics Introduction To Curves
Computer Graphics Introduction To CurvesComputer Graphics Introduction To Curves
Computer Graphics Introduction To Curves
 
Ground Improvement Technique: Earth Reinforcement
Ground Improvement Technique: Earth ReinforcementGround Improvement Technique: Earth Reinforcement
Ground Improvement Technique: Earth Reinforcement
 
Worksharing and 3D Modeling with Revit.pptx
Worksharing and 3D Modeling with Revit.pptxWorksharing and 3D Modeling with Revit.pptx
Worksharing and 3D Modeling with Revit.pptx
 
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
 
Introduction to Geographic Information Systems
Introduction to Geographic Information SystemsIntroduction to Geographic Information Systems
Introduction to Geographic Information Systems
 

Effects of filtering on ber performance of an ofdm system

  • 1. IJRET: International Journal of Research in Engineering and Technology __________________________________________________________________________________________ Volume: 02 Issue: 09 | Sep-2013, Available @ EFFECTS OF FILTERING ON 1 M.Tech.Scholar, 2 Principal, A.C.E.T. College In upcoming generations, wireless communication system requires a higher standard in order to provide high quality of services customers. Orthogonal Frequency Division Multiplexing (OFDM) is an systems which can be implemented easily. In this paper when a signal is transmitted over an Additive White Gaussian Noise (AWGN) channel performance of OFDM system with pulse shaping the overall performance of the system in terms of BER. SQRT Raised Cosine for analyzingthe Bit Error Rate ( Index Terms: AWGN, ICI, OFDM, Bit E ----------------------------------------------------------------------- 1. INTRODUCTION High bit error rate(BER) and high bandwidth efficiency the major desiresfor modern communication sy the needs for a variety of new and high quality services developed and delivered to the society [1]. The effect of multipath delay, spread and fading of signals in the wireless environment is usually unavoidable [2], [3]. Extreme fading of the signal amplitude and Inter Symbol Int introduced during transmission through t channel and frequency selectivity of the channel appearing at the receiver side [4], [5] are responsible for a high probability of errors and reduced overall performance of the system. Several methods like adaptive equalization and channel coding have been developed to reduce the above effect. [6], [7]. The orthogonal Frequency division multiplexing (OFDM) a multi carrier system can be thought of as a solution and is used in several applications such as asymmetric digital subscriber lines (ADSL), a system that makes high bit-rates possible over twisted-pair copper wires [8], [9], it has also been accepted for several wireless LAN standards, as well as a number of mobile multimedia applications [1], [10] and protocols like IEEE 802.11a standard, terrestrial digital video broadcasting (DVB T) and digital audio broadcasting (DAB) [11]. The purpose of this paper is to investigate how OFDM performs in an Additive White Gaussian Noise (AWGN) ch pulse shaping filter like Raised cosine, FIR Nyquist and Matched SQRT Raised Cosine. In this channel one path between transmitter and receiver and attenuation and noise is considered. In this paper, we define the simulation methodology of OFDM in section 2 and simulate the OFDM system using Matlab. The mathematical model and theoretically simulated constellation diagrams for various pulse shapes are presented and a procedure for symbol IJRET: International Journal of Research in Engineering and Technology eISSN: 2319 __________________________________________________________________________________________ 2013, Available @ http://www.ijret.org S OF FILTERING ON BER PERFORMANCE OF AN OFDM SYSTEM Navjot Kaur1 , V.K. Banga2 College, Punjab, India, navjosan2011@gmail.com Abstract wireless communication system requires a higher standard in order to provide high quality of services . Orthogonal Frequency Division Multiplexing (OFDM) is an efficient modulation systems which can be implemented easily. In this paper, an effort has been made to analyze how well an OFDM system transmitted over an Additive White Gaussian Noise (AWGN) channel using 16 QAM pulse shaping filters are also evaluated and results reveal that ce of the system in terms of BER. We use Different pulse shaping filters such as the Bit Error Rate (BER) performance. Error Rate. -----------------------------------------------------------------------***-------------------------------------------------------------------- andwidth efficiency are modern communication systems to satisfy f new and high quality services developed and delivered to the society [1]. The effect of multipath delay, spread and fading of signals in the wireless environment is usually unavoidable [2], [3]. Extreme fading of the signal amplitude and Inter Symbol Interference (ISI) transmission through the conventional frequency selectivity of the channel appearing at the receiver side [4], [5] are responsible for a high probability of errors and reduced overall performance of the system. Several methods like adaptive equalization and channel coding have been developed to reduce the above effect. [6], [7]. The orthogonal Frequency division multiplexing (OFDM) a multi carrier system can be thought of as a solution and is used in lications such as asymmetric digital subscriber rates possible over pair copper wires [8], [9], it has also been accepted for several wireless LAN standards, as well as a number of mobile ations [1], [10] and protocols like IEEE 802.11a standard, terrestrial digital video broadcasting (DVB- T) and digital audio broadcasting (DAB) [11]. The purpose of this paper is to investigate how OFDM performs in an e (AWGN) channel for different Raised cosine, FIR Nyquist and . In this channel there is only receiver and a constant attenuation and noise is considered. In this paper, we define the simulation methodology of OFDM in section 2 and simulate the OFDM system using Matlab. The mathematical model and theoretically simulated constellation diagrams for shapes are presented and a procedure for symbol error rate is derived and finally a for various pulse shaping filter presented. 2. SYSTEM MODEL Figure 1(a) and 1(b) show communication system with various this communication system binary information. The high speed serial data stream is split up into a set of low speed sub streams and modulated onto the orthogonal carriers through Inverse Fast Fourier (IFFT) [2]. Figure-1(a): Transmitter of eISSN: 2319-1163 | pISSN: 2321-7308 __________________________________________________________________________________________ 117 BER PERFORMANCE OF AN OFDM navjosan2011@gmail.com, vijaykumar.banga@gmail.com wireless communication system requires a higher standard in order to provide high quality of services to modulation technique of forthcoming wireless made to analyze how well an OFDM system can perform using 16 QAM modulation techniques. The filters are also evaluated and results reveal that the pulse shaped OFDM improve such asRaised cosine, FIR Nyquist and -------------------------------------------------------------------- r rate is derived and finally a BER simulation of OFDM ulse shaping filters at different SNR value is Figure 1(a) and 1(b) show the structure of a typicalOFDM communication system with various pulse shaping filters. In system, QAMconstellation is used to map binary information. The high speed serial data stream is split up into a set of low speed sub streams and modulated onto the arriers through Inverse Fast Fourier transform Transmitter of a pulse shaped OFDM system
  • 2. IJRET: International Journal of Research in Engineering and Technology __________________________________________________________________________________________ Volume: 02 Issue: 09 | Sep-2013, Available @ Figure-1(b): Receiver of a pulse shaped OFDM System OFDM with pulse-shaping filter can be representedas: s t e ∑ D p t e ... Where j=√ 1 , Number of subcarrier is N, Carrier frequency of OFDM system isf , Subcarrier frequency of kth subcarrier is, f and here k = 0, 1… N – 1, and p t is time limited pulse shaping filter. Transmitted symbol is Dk which is assumed to have zero mean and normalized average symbol energy. Also we consider that all data symbols are uncorrelated [9, 10] i.e. E [D D∗ ] = 1, k m 0, k $ m %... (2.2) where m=0, 1,......, N-1 Where D∗ is the complex conjugate of Dk .To ensure the orthogonality of subcarrier, it is very important to satisfied the below equation for OFDM system [9, 10]. The subcarrier frequency is f k T' … 2.3 wherek 0, 1, . . . . . . . . . , N f f k m T' … 2.4 where k m 0,1, … … . , N 1 For maintaining orthogonality between subcarriers, the minimum required subcarrier frequency spacing is 1/ received signal at the receiver can be represented as: r t s t ⊗ h t 2 w t ... (2.5 IJRET: International Journal of Research in Engineering and Technology eISSN: 2319 __________________________________________________________________________________________ 2013, Available @ http://www.ijret.org OFDM System representedas: ... (2.1) , Number of subcarrier is N, Carrier frequency , Subcarrier frequency of kth subcarrier is time limited pulse shaping filter. Transmitted symbol is Dk which is assumed to have zero mean and normalized average symbol energy. Also we consider that all data symbols are uncorrelated [9, 10] i.e. % (2.2) is the complex conjugate of Dk .To ensure the orthogonality of subcarrier, it is very important to satisfied the below equation for OFDM system [9, 10]. The subcarrier 1 For maintaining orthogonality between subcarriers, the minimum required subcarrier frequency spacing is 1/T'. The received signal at the receiver can be represented as: (2.5) In above equation convolution is denoted by channel impulse response and noise is represented by w (t) which process with zero mean and variance NO / 2 per dimension. 3. PULSE SHAPING FILTER Each carrier in the OFDM spectrum is represented by main lobe with a number of side lobes having lower amplitudes. Since peak power is associated with main lobe and ICI power is associated with side lobes, so the motive of pulse shaping filter is to increase the width of mai amplitude of side lobes [9]. Pulse shaping technique is used to transmit data within a limited the Inter Symbol Interference( most commonly used pulse shaping introduced. These pulse shaping filters are Nyquist and Square Root Raised Cosine various shaping pulses is: a) Raised Cosine Pulse P45 f sinc Where ‘α’ is roll-off factor frequency & time respectively b) Square Root Raised Cosine Pulse P':: f sinc ; <=> '?@ A Figure-2: Magnitude Response of eISSN: 2319-1163 | pISSN: 2321-7308 __________________________________________________________________________________________ 118 In above equation convolution is denoted by ⊗, h (t) is the channel impulse response and the additive white Gaussian noise is represented by w (t) which process with zero mean and variance NO / 2 per dimension. FILTER OFDM spectrum is represented by main lobe with a number of side lobes having lower amplitudes. Since peak power is associated with main lobe and ICI power is associated with side lobes, so the motive of pulse shaping is to increase the width of main lobe and/or reduce the [9]. Pulse shaping technique is used to transmit data within a limited bandwidthwhich further reduces the Inter Symbol Interference(ISI) [11]. In this section some most commonly used pulse shaping filters have been pulse shaping filters are Raised Cosine,FIR Nyquist and Square Root Raised Cosine Filter. ICI power for ft B' C C D .....(3.1) off factor 0 E α E 1 and f, t are called frequency & time respectively. Square Root Raised Cosine Pulse ft FG √ cos 1 2 a 2 '?@ G J= ; A <=> ; K D .....(3.2) Magnitude Response of various filters
  • 3. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 __________________________________________________________________________________________ Volume: 02 Issue: 09 | Sep-2013, Available @ http://www.ijret.org 119 4. SIMULATION RESULTS Simulation results have been prepared to demonstrate the performance enhancement of shaping an OFDM system using various pulse shaping filters which have been mentioned in section 3. Table-1: BER of OFDM communication system under various filters with varying SNR 0-dB SNR 04-dB SNR 08-dB SNR 12-dB SNR Simple OFDM 0.2956 0.2129 0.1011 0.0209 RC- OFDM 0.2845 0.2045 0.0887 0.0184 FIR- Nyquist OFDM 0.2875 0.2041 0.0967 0.0196 SRRC- OFDM 0.0764 0.0110 0.0001 0 Some outcomes have been derived on thebasis of Bit Error Rate (BER) and Impulse Response. In this experimental test what we come to know is, matched square root raised cosine pulse shaped OFDM has outperformed. Figure-3: BER of OFDM with or without Pulse Shaping Filter Figure-4: Impulse Response of OFDM with different Pulse Shaping Filter CONCLUSIONS In this work, simulation results have been presented to demonstrate that pulse shaped OFDM significantly enhances the performance of communication system as compared to simple OFDM. It can be concluded that if pulse shaping filter has the spectrum with higher width of main lobe and smaller amplitude of side lobes, then pulse shaping filter will lead less ICI and better bandwidth efficiency. In this paper, we have studied and analyzed the family of pulse shaping filters. We have evaluated the performance of these pulse shaping filters with OFDM in terms of BER with varying SNR values for 16-QAM modulation under AWGN channel. From this BER analysis it can be concluded that performance of pulse shaped OFDM is better as compared to simple OFDM. Simulation results reveal that pulse shaped OFDMwith Square Root Raised Cosine filterdesign method has less BER as compared to others so it can be a better option in contrast to other pulse shaping filter. REFERENCES [1]. S. D. Assimonis et. al., “OptimizedBetter than Raised- Cosine Pulse for Reduced ICI in OFDM Systems”, 17th International Conference on Telecommunications, 2010. [2]. M.Palaivelan, S. Anand and S. P. Venkatesan, “PAPR and ICI Reduction in OFDM Systems using Modified Raised Cosine Power Pulse Shape”, European Journal of Scientific Research, ISSN: 1450-216, Vol.72, No.4, pp. 618-627, 2012. [3]. Srabani Mohapatra and Susmita Das,“A New Approach for Performance Improvement of OFDM System Using Pulse Shaping”, NIT Rourkela, 2009.
  • 4. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 __________________________________________________________________________________________ Volume: 02 Issue: 09 | Sep-2013, Available @ http://www.ijret.org 120 [4]. S. Aenagandula, A. Kumar, Srinivas K. and M. Nanda, “ Inter Carrier Interference and Signal to Interference Ratio of various Pulse Shaping Filters used in OFDM System with Carrier Frequency Offset”, IJESS (International Journal of Electronics Signals and Systems), ISSN: 2231-5969, Vol-1, Iss-3, 2012. [5]. Ali T. Shaheen, “Design and Simulation of Hartley based Multi Orthogonal Band OFDM”, International Journal of Computer Applications,Volume 68, Issue 15, pp. 10-16, April 2013. [6]. J. Armstrong, “Analysis of new and existing methods of reducing inter-carrier interference due to carrier frequency offset in OFDM,” IEEE Transactions on Communications, Vol. 47, No. 3, pp. 365-369, March 1999. [7]. H.M. Mourad, “Reducing ICI in OFDM systems using a proposed pulse shape”, Wireless Person. Communications, vol. 40, pp: 41–48, 2006. [8]. Volkan Kumbasar et al,“ICI reduction in OFDM systems by using improved sinc power pulse”, Digital Signal ProcessingAcademic Press, Inc. Orlando, FL, USA, vol. 17, issue 6, pp. 997–1006, November 2007. [9]. Srabani Mohapatra and Susmita Das, “Performance Enhancement of OFDM System with ICI Reduction Technique”, In Proceedings of the World Congress on Engineering, Vol. 1, July 2009. [10]. Nadieh M. Moghaddam and Mohammad Mohebbi, “ICI Reduction Methods in OFDM Systems", Recent Advance in Wireless Communication and Networks, Prof. Jia-Chin Lin (Ed.), ISBN: 978-953-307-274-6, August 23, 2011. [11]. P. Tan, N.C. Beaulieu, “Reduced ICI in OFDM systems using the better than raised-cosine pulse”, IEEE Commun. Lett. volume 8 issue 3, pp. 135–137, 2004. [12]. Mahua Pal, “Algorithm for sharpening Raised Cosine Pulse shaping Digital Filter and Analysis of Performance Of QAM system when subjected to Sharpened Raised Cosine Filter”, International Journal of Scientific and Research (IJSAR) Publications, Volume 2, Issue 1, ISSN 2250-3153, January 2012.