SlideShare uma empresa Scribd logo
1 de 9
Baixar para ler offline
International Journal of Electronics and Communication Engineering & Technology (IJECET), ISSN 0976 –
6464(Print), ISSN 0976 – 6472(Online), Volume 5, Issue 6, June (2014), pp. 01-09 © IAEME
1
DESIGN & ANALYSIS OF DIGITAL FIXED NOTCH FILTER-
A MATLAB APPROACH
Rajesh Kumar1
, Dr. Pankaj Rai2
M.tech Student,
Electrical Engineering Deparment,
BIT SINDRI-828123
ABSTRACT
The purpose of analysis and optimization of fixed notch filter is to remove Narrow Band
Interference signal while leaving Broad Band Signal unchanged in communication system. This
paper presents a method for design of digital fixed notch filter at center frequency FO (90MHZ).
Several parametric values such as pass band attenuation, stop band attenuation is calculated by using
mathematical modelling. For this purpose we have selected elliptic design method, direct form II
SOS algorithm. Q’s-factor in the range of few Q=2 to Q=100,000 has been generated with the help
of crystal oscillator. Filter approximation and order of the notch filter determine overall performance
improvement in presence of Narrow Band Interference. The settling time of the filter should be as
low as possible. From the realization perspective, the filter consumes more power and becomes more
complex with increasing filter’s order. As a result, minimum settling time, complexity and power
consumption have been achieved, with the use of second order filter. The performance and
characteristics of the digital fixed notch filter has been presented in this paper. It is easy to
implement in communication at transmitter or receiver, as it has good communication system
response. This notch filter can be realized by a computationally efficient lattice structure.
Keyword: Q-Factor-Quality Factor, NBI-Narrowband Interference, BBS-Broadband Signal,
APASS=Passband Ripples, ASTOP=Stopband Attenuation.
1. INTRODUCTION
A notch filter "notches" out a specific frequency that may have a particularly high amplitude
interfering with a particular signal of interest. now a days analog type notch filters are not used
because of problem accuracy, difficult realization and unadjustable notch frequencies .This paper
presents discussion of digital fixed notch filters which are rated based on value of their q-factor.
INTERNATIONAL JOURNAL OF ELECTRONICS AND
COMMUNICATION ENGINEERING & TECHNOLOGY (IJECET)
ISSN 0976 – 6464(Print)
ISSN 0976 – 6472(Online)
Volume 5, Issue 6, June (2014), pp. 01-09
© IAEME: http://www.iaeme.com/IJECET.asp
Journal Impact Factor (2014): 7.2836 (Calculated by GISI)
www.jifactor.com
IJECET
© I A E M E
International Journal of Electronics and Communication Engineering & Technology (IJECET), ISSN 0976 –
6464(Print), ISSN 0976 – 6472(Online), Volume 5, Issue 6, June (2014), pp. 01-09 © IAEME
2
Generally, the higher the Q-factor, the more exact the notch. A notch filter with a low Q-factor may
effectively notch out a range of frequencies, whereas a high Q notch filter will only delete the
frequency of interest. fixed notch filter is designed to remove a single fixed noise present at single
frequency in communication system which is either at transmitter or at receiver for testing fixed
notch filter in the matlab two basic parameter (apass and astop) has to be determined keeping
constant value k=2 in the equation (1) and (2) we found that astop=0.7659db & apass=0.1547db [2].
We know in communication system for example frequency of FM lies between (88MHZ-108MHZ)
and our frequency of interest is to remove noise existing at 90MHZ.To achieve this we keep the
frequency constraints factor like center frequencyor fixed notch frequency at 90 MHz and fix order
of the system to be 2nd
. we select direct form -ll order section as our filter structure because it uses
less number of delay elements and elliptic design algorithm and we change another frequency
constraints factor like quality factor from (20 -100,000) taking the sampling frequency as 2GHZ.
There is variation in output gain from (25.0663-16029.0728) and fixed bandwidth gain to be -
3.0103db for every value of Q’s
factor. We check all the responses for different value of Qs
and we
observed that worst response is observed at Q=2 and best response is observed at Q=100000. now
we calculate , the settling time and 20 dB bandwidths of 2nd
order filter .it is calculated using simple
analytical expression (3) and (4)[1].we find the settling time to be 13.8 nsec and fbw 20db to be
9045.3khz. The 20 dB bandwidth is an indication of the attenuation. For minimum settling time the
filter order should be as low as possible. From the realization perspective, the filter consumes more
power and becomes more complex with increasing filter order due to the growing number of
multipliers, adders and delay elements [1].Analog fixed notch filter suffer from problem of accuracy,
difficult in realization and unadjustable notch frequencies .Therefore this paper presents discussion
of digital fixed notch filters which are rated based on basis of their Q-factor. The frequency response
of digital notch filter satisfies the following constraints:
ห‫ܪ‬ሺ݁௝ఠ
ሻหఠୀ଴,గ
ൌ 1 and ห‫ܪ‬ሺ݁௝ఠ
ሻหఠୀఠ଴
ൌ 0
2. MATHEMATICAL EQUATION TO CALCULATE REJECTION BANDWIDTH & PASS
BAND RIPPLE [12]
H1 (Z)ൌ
ଵା௓షభ஺ଵሺ௓ሻ
ଶ
(1)
A1 (Z) =
୏ଵା௓షభ
ଵା௄ଵ௓షభ (2)
K1= -cos 2ߨ݂௢ (3)
Hn (Z) = Hn-1(Z)ሼ‫ܭ‬ ൅ ሺ1 െ ݇ሻHn െ 1ሺZሻሽ (4)
Rejection bandwidth (BT) =
ଵିඥଵାሺ௞మିଵሻమ
ሺଵି௞మሻ
(5)
Pass band ripple (AP) = (
௄మ
ଶ√௄మିଵ
-1) (6)
International Journal of Electronics and Communication Engineering & Technology (IJECET), ISSN 0976 –
6464(Print), ISSN 0976 – 6472(Online), Volume 5, Issue 6, June (2014), pp. 01-09 © IAEME
3
Fig.(1): Shows BT and AP verses k
Frequency is much higher than the bandwidth and the attenuation at the notch frequency is
much greater than 20 dB, the 20 dB bandwidth of the notch filter can be approximated as:
(10)
Q-tuning by Crystal Oscillator
To generate quality factor of order hundred thousand to get sharp notch we use crystal
oscillator [4].A major reason for the wide use of crystal oscillators is their high Q- factor. A
typical q value for a quartz oscillator ranges from 104
to 106
, compared to perhaps 102
for LC
oscillator. The maximum q for a high stability quartz oscillator can be estimated as q = 1.6 × 107
/f,
where f is the resonance frequency in megahertz.
Fig. (2): Equivalent circuit for a quartz crystal in an oscillator
Description OF ELLIPTIC design method
Second Order Notch Filter
The attenuation at the notch frequency is ideally infinite. However, in practical circuits the
attenuation is finite. Therefore, the filter is modeled by the following transfer function:
(7)
Where
ANis the attenuation at the notch frequency, is the notch bandwidth and ω0 is the notch
frequency in rad/s. the time response of the filter output for a sinusoidal input is:
(8)
International Journal of Electronics and Communication Engineering & Technology (IJECET), ISSN 0976
6464(Print), ISSN 0976 – 6472(Online), Volume 5, Issue
The first part of (8) is the steady state solution. The second part is the transient solution,
which decays exponentially and where the decay time is only a function of the notch bandwidth [9].
The 2% settling time is written as follows
fbw is the 3 dB notch bandwidth in Hz.
ELLIPTIC design is simple method
Butterworth or Chebyshev filters, but are equiripple in both the pass
elliptic filters meet given performance specifications with the lowest order of any filter type.
Filter structure used
Direct form –ll structure of iir system:an alternative structure called direct form
can be realized which uses less number of delay elements than the direct form
the general difference equation governing an llR system. In gener
of an order system is,
3. SIMULATION RESULT &DISCUSSION
We plotted responses at Q =
response, unit step response, impulse responseetc. Supposing sampling frequency to be
Fig. (3): Pole zero plot for Q=2
Fig. (5): Phase response for Q=2
International Journal of Electronics and Communication Engineering & Technology (IJECET), ISSN 0976
6472(Online), Volume 5, Issue 6, June (2014), pp. 01-09 © IAEME
4
) is the steady state solution. The second part is the transient solution,
which decays exponentially and where the decay time is only a function of the notch bandwidth [9].
The 2% settling time is written as follows
(9)
andwidth in Hz.
ELLIPTIC design is simple method. Elliptic filters offer steeper roll off characteristics than
Butterworth or Chebyshev filters, but are equiripple in both the pass- and stopband. In general,
elliptic filters meet given performance specifications with the lowest order of any filter type.
ll structure of iir system:an alternative structure called direct form
can be realized which uses less number of delay elements than the direct form –l structure
the general difference equation governing an llR system. In general, the time domain representation
(11)
DISCUSSION
Q = 2 & Q = 100000 like pole zero, phase delay, magnitude
response, unit step response, impulse responseetc. Supposing sampling frequency to be
Pole zero plot for Q=2 Fig. (4): Phase delay for
Phase response for Q=2 Fig. (6): Magnitude response
International Journal of Electronics and Communication Engineering & Technology (IJECET), ISSN 0976 –
© IAEME
) is the steady state solution. The second part is the transient solution,
which decays exponentially and where the decay time is only a function of the notch bandwidth [9].
roll off characteristics than
and stopband. In general,
elliptic filters meet given performance specifications with the lowest order of any filter type.
ll structure of iir system:an alternative structure called direct form-ll structure
l structure.
Consider
al, the time domain representation
100000 like pole zero, phase delay, magnitude
response, unit step response, impulse responseetc. Supposing sampling frequency to be 2GHZ.
delay for Q=2
Magnitude response for Q=2
International Journal of Electronics and Communication Engineering & Technology (IJECET), ISSN 0976
6464(Print), ISSN 0976 – 6472(Online), Volume 5, Issue
Fig. (7): Magnitude response estimate for Q=2
Fig. (9): Impulse response for Q=2
Fig. (11): Step response for Q=2
Fig. (13): Pole zero plot for Q=100000
Fig. (15): Phase response for Q=100000
International Journal of Electronics and Communication Engineering & Technology (IJECET), ISSN 0976
6472(Online), Volume 5, Issue 6, June (2014), pp. 01-09 © IAEME
5
Magnitude response estimate for Q=2 Fig. (8): Magnitude and phase response
Impulse response for Q=2 Fig. (10): Group delay for Q=2
Step response for Q=2 Fig. (12): Round of noise power spectrum Q=2
Pole zero plot for Q=100000 Fig. (14): Phasedelay for Q=100000
Phase response for Q=100000 Fig. (16): Magnitude response for Q=100000
International Journal of Electronics and Communication Engineering & Technology (IJECET), ISSN 0976 –
© IAEME
and phase response for Q=2
delay for Q=2
of noise power spectrum Q=2
Q=100000
response for Q=100000
International Journal of Electronics and Communication Engineering & Technology (IJECET), ISSN 0976
6464(Print), ISSN 0976 – 6472(Online), Volume 5, Issue
Fig. (17): Magnitude response
for Q=100000
Fig. (19): Group delay for Q=100000
Fig. (21): Unitstep response
for Q=100000
Table (1): Various information about notch filter of order 2
Serial
N0.
Notch
/Center
Frequency
In(GHz)
Order Q-Factor
Tuning
Parameter
1 .09 2 2
2 .09 2 20
3 .09 2 200
4 .09 2 2000
5 .09 2 20000
6 .09 2 40000
7 .09 2 60000
8 .09 2 80000
9 .09 2 90000
10 .09 2 100000
International Journal of Electronics and Communication Engineering & Technology (IJECET), ISSN 0976
6472(Online), Volume 5, Issue 6, June (2014), pp. 01-09 © IAEME
6
response estimate Fig. (18): Magnitude and phase response
for Q=100000
delay for Q=100000 Fig. (20): Impulse response for Q=100000
step response Fig. (22): Round –off noise power spectrum
for Q=100000
Various information about notch filter of order 2
Factor
Tuning
Parameter
Filter
Coffs.(Output
Gain)
Filter
Info.(Bandwidth
Gain In dB)
Settling
Time
In(nsec)
Fbw
20db
In
KHz
25.0663 -3.0103 13.8 9045.3
243.5311 -3.0103 13.8 9045.3
2407.9969 -3.0103 13.8 9045.3
13390.4653 -3.0103 13.8 9045.3
15995.8534 -3.0103 13.8 9045.3
16021.7884 -3.0103 13.8 9045.3
16026.6050 -3.0103 13.8 9045.3
16028.2918 -3.0103 13.8 9045.3
16028.7471 -3.0103 13.8 9045.3
100000 16029.0728 -3.0103 13.8 9045.3
International Journal of Electronics and Communication Engineering & Technology (IJECET), ISSN 0976 –
© IAEME
Magnitude and phase response
Q=100000
for Q=100000
off noise power spectrum
Fbw
20db
In
KHz
No. of
Multiplier
,Adder,
States
9045.3 7,4,2
9045.3 7,4,2
9045.3 7,4,2
9045.3 7,4,2
9045.3 7,4,2
9045.3 7,4,2
9045.3 7,4,2
9045.3 7,4,2
9045.3 7,4,2
9045.3 7,4,2
International Journal of Electronics and Communication Engineering & Technology (IJECET), ISSN 0976 –
6464(Print), ISSN 0976 – 6472(Online), Volume 5, Issue 6, June (2014), pp. 01-09 © IAEME
7
4. REALIZATION OF THE NOTCH FILTER
For the realization of 2nd
order filter it requires 7 multiplier, 2 delay and 4 adder elements.it is
clear that as the order of the filter is high the computational complexity is more i.e. is more number
of multiplier, adder and delay elements .Therefore it adds the delay in the response [1].
To get the value of parameter needed to get the simplified model. Input given to these filters are in
.wav format from wave file.Thus we see here that there is very large decrease in amplitude of the
input waveform when Q-factor=2.
Fig. (23): Filter information of order=2 and is independent of Q-factor
Fig. (24): The lattice form realization of real coefficient notch filter
5. TESTING DESIGN MODEL OF DIGITAL FIXED NOTCH FILTER
To get the real time filtration the model in matlab is built. The results of Mathematical
equation are used
Fig. (25): Input signals are shown in scope (1) and output signals are shown in scope (3)
International Journal of Electronics and Communication Engineering & Technology (IJECET), ISSN 0976 –
6464(Print), ISSN 0976 – 6472(Online), Volume 5, Issue 6, June (2014), pp. 01-09 © IAEME
8
Fig. (26): wave form of notch filter input Fig. (27): wave form of notch filter output
when Q=2
Fig. (28): Input signals are shown in scope (1) and output signals are shown in scope (3)
Fig. (29): wave form of notch filter input Fig (30): waveform of notch filter output
when Q=100000
Thus we see here that there is approx. no change in amplitude of the input waveform and only
noise at 90MHZ gets filtered out.
6. CONCLUSION
In this paper, a comparative study of design of fixed notch filter is presented. The aim of this
paper is to notch the noise present at 90 MHz fixed narrowband interference signal which is
unwanted is present in communication system at 90 MHz this notch filter can be realized by a
computationally efficient lattice structure. Some response and design method has been demonstrated
in good performance after comparing results for different value of Q-factor we obtain for different
values of Q-factor ranging from Q=2 to Q=100000, it has been observed that all types of response
like pole zero plot, amplitude & phase plot, group delay, phase delay, impulse response ,unit step
response, filter coefficient (output gain),filter information is worst at Q=2 and best at Q=100000 .it
has been observed that filter coefficient (output gain) is almost constant, when we vary q=40000 to
International Journal of Electronics and Communication Engineering & Technology (IJECET), ISSN 0976 –
6464(Print), ISSN 0976 – 6472(Online), Volume 5, Issue 6, June (2014), pp. 01-09 © IAEME
9
Q=100000 when model at Q =2 has been tested, it has been observed that there is large decrease in
amplitude of signals at different frequencies in the output signal and thus resulting in large error.
when we go on increasing the quality factor of notch filter sharpness increases and best notching at
90mhz frequency has been observed between Q=40000 to Q=100000 .it has been observed that
output signal is same as input signal resulting in very low percentage error. Finally the system has
been tested for system response having very less settling time of 13.8nsec and Fourier coefficient
output gain is in the range of sixteen thousand. This notch filter can be realized by a computationally
efficient lattice structure with minimum number of multiplier (7), adder (4) and states (2).The digital
fixed notch filter designed in this thesis has been tested and has not been implemented for
communication circuit. Based on these results: Best transmitter and receiver section can be
developed. Radio Front-End With Automatically Q-Tuned Notch Filter and VCO Can be developed.
This method can be extended for 2-D notch filter design.
REFERENCES
[1] McManus CD, Neubert KD, Cramer E, “Characterization and Elimination of AC Noise in
Electrocardiograms: A Comparison of Digital Filtering Methods”, Comput Biomed Res. 1993
Feb;26(1):48-67.
[2] Burak Kelleci·Timothy Wayne Fischer·, “Circuits Syst Signal Process”, (2008) 27: 475–489
DOI 10.1007/s00034-008-9041- z.
[3] K. Hirano, S. Nishimura, and S. K. Mitra, “Design of Digital Notch Filters”, IEEE Trans.
Circuits Syst., vol. CAS-21, pp. 540–546, July 1974.
[4] Jacob mill man, christosc.Halkias, “Integrated Electronics”, page-no.-495
[5] D. V. B. Rao and S. Y. Kung, “Adaptive Notch Filtering for the Retrieval of Sinusoids in
Noise,” IEEE Trans. Acoust. Speech, Signal Processing, vol. ASSP-32, pp. 791–802,
Aug. 1984.
[6] A. H. Gray Jr. and J. D. Markel, “Digital Lattice and Ladder Filter Synthesis”, IEEE Trans.
Audio Electroacoust., vol. AU-21, pp. 491–500 , Dec. 1973.
[7] J. F. Chicharo and T. S. Ng, “Gradient-Based Adaptive IIR Notch Filtering for Frequency
Estimation”, IEEE Trans. Acoust. Speech, Signal Processing, vol. 38, pp. 769–777,
May 1990.
[8] A. Nehorai, “A Minimal Parameter Adaptive Notch Filter with Constrained Poles and Zeros”,
IEEE Trans. Acoust. Speech, Signal Processing, vol. ASSP-33, pp. 983–996, Aug. 1985.
[9] Y.V.Joshi and S.C.Duttaroy, “Circuits System Signal Processing”, vol.16, no.4, 1997,
pr. 415-427.
[10] L. Yang, “Ultra-Wideband Communications”, IEEE., vol. 21, pp. 26.
[11] Akaa Eteng and Justus N. Dike, “Modelling of a Time-Modulated Ultra-Wideband
Communication Link”, International Journal of Electronics and Communication Engineering
& Technology (IJECET), Volume 4, Issue 3, 2013, pp. 33 - 42, ISSN Print: 0976- 6464,
ISSN Online: 0976 –6472.
[12] Y.Sruthi and Ch. Rambabu, “A New Algorithm for High Density Impulse Noise
Reduction using Unsymmetric Trimmed Median Filter”, International Journal of Electronics
and Communication Engineering & Technology (IJECET), Volume 3, Issue 2, 2012,
pp. 278 - 285, ISSN Print: 0976- 6464, ISSN Online: 0976 –6472.
[13] Imteyaz Ahmad, F Ansari and U.K. Dey, “Noise Reduction in ECG by IIR Filters: A
Comparative Study”, International Journal of Electronics and Communication Engineering &
Technology (IJECET), Volume 4, Issue 4, 2013, pp. 13 - 25, ISSN Print: 0976- 6464,
ISSN Online: 0976 –6472.

Mais conteúdo relacionado

Mais procurados

Paper id 252014135
Paper id 252014135Paper id 252014135
Paper id 252014135
IJRAT
 
IJCER (www.ijceronline.com) International Journal of computational Engineerin...
IJCER (www.ijceronline.com) International Journal of computational Engineerin...IJCER (www.ijceronline.com) International Journal of computational Engineerin...
IJCER (www.ijceronline.com) International Journal of computational Engineerin...
ijceronline
 
Cooperative Diversity - An Introduction to Cooperative Comm
Cooperative Diversity - An Introduction to Cooperative CommCooperative Diversity - An Introduction to Cooperative Comm
Cooperative Diversity - An Introduction to Cooperative Comm
Ashish Meshram
 
Design of omnidirectional linearly polarized hemispherical dra for
Design of omnidirectional linearly polarized hemispherical dra forDesign of omnidirectional linearly polarized hemispherical dra for
Design of omnidirectional linearly polarized hemispherical dra for
IAEME Publication
 

Mais procurados (19)

Effects of filtering on ber performance of an ofdm system
Effects of filtering on ber performance of an ofdm systemEffects of filtering on ber performance of an ofdm system
Effects of filtering on ber performance of an ofdm system
 
A Novel Architecture for Different DSP Applications Using Field Programmable ...
A Novel Architecture for Different DSP Applications Using Field Programmable ...A Novel Architecture for Different DSP Applications Using Field Programmable ...
A Novel Architecture for Different DSP Applications Using Field Programmable ...
 
3.4-3.9GHz Parallel Coupled Bandpass Filter with High Stopband Rejection and ...
3.4-3.9GHz Parallel Coupled Bandpass Filter with High Stopband Rejection and ...3.4-3.9GHz Parallel Coupled Bandpass Filter with High Stopband Rejection and ...
3.4-3.9GHz Parallel Coupled Bandpass Filter with High Stopband Rejection and ...
 
Design Band Pass FIR Digital Filter for Cut off Frequency Calculation Using A...
Design Band Pass FIR Digital Filter for Cut off Frequency Calculation Using A...Design Band Pass FIR Digital Filter for Cut off Frequency Calculation Using A...
Design Band Pass FIR Digital Filter for Cut off Frequency Calculation Using A...
 
Paper id 252014135
Paper id 252014135Paper id 252014135
Paper id 252014135
 
Introduction to wavelet transform
Introduction to wavelet transformIntroduction to wavelet transform
Introduction to wavelet transform
 
IJCER (www.ijceronline.com) International Journal of computational Engineerin...
IJCER (www.ijceronline.com) International Journal of computational Engineerin...IJCER (www.ijceronline.com) International Journal of computational Engineerin...
IJCER (www.ijceronline.com) International Journal of computational Engineerin...
 
Analysis of Phase Noise and Gaussian Noise in terms of Average BER for DP 16-...
Analysis of Phase Noise and Gaussian Noise in terms of Average BER for DP 16-...Analysis of Phase Noise and Gaussian Noise in terms of Average BER for DP 16-...
Analysis of Phase Noise and Gaussian Noise in terms of Average BER for DP 16-...
 
Effects of filtering on ber performance of an ofdm system
Effects of filtering on ber performance of an ofdm systemEffects of filtering on ber performance of an ofdm system
Effects of filtering on ber performance of an ofdm system
 
Optimization of Cmos 0.18 µM Low Noise Amplifier Using Nsga-Ii for UWB Applic...
Optimization of Cmos 0.18 µM Low Noise Amplifier Using Nsga-Ii for UWB Applic...Optimization of Cmos 0.18 µM Low Noise Amplifier Using Nsga-Ii for UWB Applic...
Optimization of Cmos 0.18 µM Low Noise Amplifier Using Nsga-Ii for UWB Applic...
 
A New Compact and Wide-band Band-stop Filter Using Rectangular SRR
A New Compact and Wide-band Band-stop Filter Using Rectangular SRRA New Compact and Wide-band Band-stop Filter Using Rectangular SRR
A New Compact and Wide-band Band-stop Filter Using Rectangular SRR
 
Cooperative Diversity - An Introduction to Cooperative Comm
Cooperative Diversity - An Introduction to Cooperative CommCooperative Diversity - An Introduction to Cooperative Comm
Cooperative Diversity - An Introduction to Cooperative Comm
 
30 9762 extension paper id 0030 (edit i)
30 9762 extension paper id 0030 (edit i)30 9762 extension paper id 0030 (edit i)
30 9762 extension paper id 0030 (edit i)
 
Low Peak to Average Power Ratio and High Spectral Efficiency Using Selective ...
Low Peak to Average Power Ratio and High Spectral Efficiency Using Selective ...Low Peak to Average Power Ratio and High Spectral Efficiency Using Selective ...
Low Peak to Average Power Ratio and High Spectral Efficiency Using Selective ...
 
Efficient FPGA implementation of high speed digital delay for wideband beamfor...
Efficient FPGA implementation of high speed digital delay for wideband beamfor...Efficient FPGA implementation of high speed digital delay for wideband beamfor...
Efficient FPGA implementation of high speed digital delay for wideband beamfor...
 
Reduction of PAPR and Efficient detection ordering scheme for MIMO Transmissi...
Reduction of PAPR and Efficient detection ordering scheme for MIMO Transmissi...Reduction of PAPR and Efficient detection ordering scheme for MIMO Transmissi...
Reduction of PAPR and Efficient detection ordering scheme for MIMO Transmissi...
 
Design of omnidirectional linearly polarized hemispherical dra for
Design of omnidirectional linearly polarized hemispherical dra forDesign of omnidirectional linearly polarized hemispherical dra for
Design of omnidirectional linearly polarized hemispherical dra for
 
SIR Analysis of Overloaded CDMA System Using Orthogonal Gold Codes
SIR Analysis of Overloaded CDMA System Using Orthogonal Gold CodesSIR Analysis of Overloaded CDMA System Using Orthogonal Gold Codes
SIR Analysis of Overloaded CDMA System Using Orthogonal Gold Codes
 
Comparison of various noise mitigation technique used with clipping for reduc...
Comparison of various noise mitigation technique used with clipping for reduc...Comparison of various noise mitigation technique used with clipping for reduc...
Comparison of various noise mitigation technique used with clipping for reduc...
 

Destaque

ข้อสอบภาษาอังกฤษ
ข้อสอบภาษาอังกฤษข้อสอบภาษาอังกฤษ
ข้อสอบภาษาอังกฤษ
teannantika
 
Rotina No Casamento
Rotina No CasamentoRotina No Casamento
Rotina No Casamento
dna.blogspot
 
Java面试题解惑系列
Java面试题解惑系列Java面试题解惑系列
Java面试题解惑系列
Guang Ying Yuan
 
Ενδεικτικές παρατηρήσεις
Ενδεικτικές παρατηρήσειςΕνδεικτικές παρατηρήσεις
Ενδεικτικές παρατηρήσεις
Katerina Makri
 
Atividades ppt 2007
Atividades ppt 2007Atividades ppt 2007
Atividades ppt 2007
juliano2013
 

Destaque (20)

Filip Descamps
Filip DescampsFilip Descamps
Filip Descamps
 
ข้อสอบภาษาอังกฤษ
ข้อสอบภาษาอังกฤษข้อสอบภาษาอังกฤษ
ข้อสอบภาษาอังกฤษ
 
Pat7.4
Pat7.4Pat7.4
Pat7.4
 
Doe de app
Doe de appDoe de app
Doe de app
 
"Revisión del Sistema de Abastecimiento de Agua a San Bartolo Ameyalco" Insti...
"Revisión del Sistema de Abastecimiento de Agua a San Bartolo Ameyalco" Insti..."Revisión del Sistema de Abastecimiento de Agua a San Bartolo Ameyalco" Insti...
"Revisión del Sistema de Abastecimiento de Agua a San Bartolo Ameyalco" Insti...
 
Capitulo 7 - Golpes da Vida...
Capitulo 7 - Golpes da Vida...Capitulo 7 - Golpes da Vida...
Capitulo 7 - Golpes da Vida...
 
Rotina No Casamento
Rotina No CasamentoRotina No Casamento
Rotina No Casamento
 
Advento
AdventoAdvento
Advento
 
Michel Labrecque - Move, Achieve, Succeed
Michel Labrecque - Move, Achieve, SucceedMichel Labrecque - Move, Achieve, Succeed
Michel Labrecque - Move, Achieve, Succeed
 
Cuadros De Brujas
Cuadros De BrujasCuadros De Brujas
Cuadros De Brujas
 
Pet Shop
Pet ShopPet Shop
Pet Shop
 
PsicopedagogíA Actual
PsicopedagogíA ActualPsicopedagogíA Actual
PsicopedagogíA Actual
 
Auto de gil vicente
Auto de gil vicenteAuto de gil vicente
Auto de gil vicente
 
Java面试题解惑系列
Java面试题解惑系列Java面试题解惑系列
Java面试题解惑系列
 
El Menor Y El Semiadulto Ante La Moderna
El Menor Y El Semiadulto Ante La ModernaEl Menor Y El Semiadulto Ante La Moderna
El Menor Y El Semiadulto Ante La Moderna
 
Ενδεικτικές παρατηρήσεις
Ενδεικτικές παρατηρήσειςΕνδεικτικές παρατηρήσεις
Ενδεικτικές παρατηρήσεις
 
Atividades ppt 2007
Atividades ppt 2007Atividades ppt 2007
Atividades ppt 2007
 
Biblioteca Escolar Carvalho Rodrigues
Biblioteca Escolar Carvalho RodriguesBiblioteca Escolar Carvalho Rodrigues
Biblioteca Escolar Carvalho Rodrigues
 
Resolução see nº 2.441 13
Resolução see nº 2.441 13Resolução see nº 2.441 13
Resolução see nº 2.441 13
 
Samambaias
SamambaiasSamambaias
Samambaias
 

Semelhante a 40120140506001

Corner truncated rectangular slot loaded monopole microstrip antennas for
Corner truncated rectangular slot loaded monopole microstrip antennas forCorner truncated rectangular slot loaded monopole microstrip antennas for
Corner truncated rectangular slot loaded monopole microstrip antennas for
IAEME Publication
 
Octagon shaped slot loaded rectangular microstrip monopole antennas for
Octagon shaped slot loaded rectangular microstrip monopole antennas forOctagon shaped slot loaded rectangular microstrip monopole antennas for
Octagon shaped slot loaded rectangular microstrip monopole antennas for
IAEME Publication
 

Semelhante a 40120140506001 (20)

Bandpass Filter in S-Band by D.C.Vaghela,LJIET,Ahmedabad,Gujarat.
Bandpass Filter in S-Band by D.C.Vaghela,LJIET,Ahmedabad,Gujarat.Bandpass Filter in S-Band by D.C.Vaghela,LJIET,Ahmedabad,Gujarat.
Bandpass Filter in S-Band by D.C.Vaghela,LJIET,Ahmedabad,Gujarat.
 
DUAL PORT COGNITIVE RADIO ANTENNA USING TUNABLE BAND PASS FILTER
DUAL PORT COGNITIVE RADIO ANTENNA USING TUNABLE BAND PASS FILTERDUAL PORT COGNITIVE RADIO ANTENNA USING TUNABLE BAND PASS FILTER
DUAL PORT COGNITIVE RADIO ANTENNA USING TUNABLE BAND PASS FILTER
 
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
 
Design Analysis and Simulation of 25 TAP FIR Raised Cosine Filter
Design Analysis and Simulation of 25 TAP FIR Raised Cosine Filter Design Analysis and Simulation of 25 TAP FIR Raised Cosine Filter
Design Analysis and Simulation of 25 TAP FIR Raised Cosine Filter
 
3.4-3.9GHz Parallel Coupled Bandpass Filter with High Stopband Rejection and ...
3.4-3.9GHz Parallel Coupled Bandpass Filter with High Stopband Rejection and ...3.4-3.9GHz Parallel Coupled Bandpass Filter with High Stopband Rejection and ...
3.4-3.9GHz Parallel Coupled Bandpass Filter with High Stopband Rejection and ...
 
IRJET- MASH 1-2 Delta Sigma Modulator with Quantizer for Fractional-N Frequen...
IRJET- MASH 1-2 Delta Sigma Modulator with Quantizer for Fractional-N Frequen...IRJET- MASH 1-2 Delta Sigma Modulator with Quantizer for Fractional-N Frequen...
IRJET- MASH 1-2 Delta Sigma Modulator with Quantizer for Fractional-N Frequen...
 
04 18696 ijict
04 18696 ijict04 18696 ijict
04 18696 ijict
 
IRJET- Design and Simulation of Five Stage Band Pass Filter for C Band Applic...
IRJET- Design and Simulation of Five Stage Band Pass Filter for C Band Applic...IRJET- Design and Simulation of Five Stage Band Pass Filter for C Band Applic...
IRJET- Design and Simulation of Five Stage Band Pass Filter for C Band Applic...
 
Corner truncated rectangular slot loaded monopole microstrip antennas for
Corner truncated rectangular slot loaded monopole microstrip antennas forCorner truncated rectangular slot loaded monopole microstrip antennas for
Corner truncated rectangular slot loaded monopole microstrip antennas for
 
05624556
0562455605624556
05624556
 
Compact Microstrip Spurline Bandstop Filter with Defected Ground Structure (Dgs)
Compact Microstrip Spurline Bandstop Filter with Defected Ground Structure (Dgs)Compact Microstrip Spurline Bandstop Filter with Defected Ground Structure (Dgs)
Compact Microstrip Spurline Bandstop Filter with Defected Ground Structure (Dgs)
 
Digital Implementation of Costas Loop with Carrier Recovery
Digital Implementation of Costas Loop with Carrier RecoveryDigital Implementation of Costas Loop with Carrier Recovery
Digital Implementation of Costas Loop with Carrier Recovery
 
Implementation of cmos 3
Implementation of cmos 3Implementation of cmos 3
Implementation of cmos 3
 
Design of a two stage differential low noise amplifier for uwb applications
Design of a two stage differential low noise amplifier for uwb applicationsDesign of a two stage differential low noise amplifier for uwb applications
Design of a two stage differential low noise amplifier for uwb applications
 
Paper id 2720147
Paper id 2720147Paper id 2720147
Paper id 2720147
 
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...
 
Octagon shaped slot loaded rectangular microstrip monopole antennas for
Octagon shaped slot loaded rectangular microstrip monopole antennas forOctagon shaped slot loaded rectangular microstrip monopole antennas for
Octagon shaped slot loaded rectangular microstrip monopole antennas for
 
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...
 
Sistec ppt
Sistec pptSistec ppt
Sistec ppt
 

Mais de IAEME Publication

A STUDY ON THE REASONS FOR TRANSGENDER TO BECOME ENTREPRENEURS
A STUDY ON THE REASONS FOR TRANSGENDER TO BECOME ENTREPRENEURSA STUDY ON THE REASONS FOR TRANSGENDER TO BECOME ENTREPRENEURS
A STUDY ON THE REASONS FOR TRANSGENDER TO BECOME ENTREPRENEURS
IAEME Publication
 
BROAD UNEXPOSED SKILLS OF TRANSGENDER ENTREPRENEURS
BROAD UNEXPOSED SKILLS OF TRANSGENDER ENTREPRENEURSBROAD UNEXPOSED SKILLS OF TRANSGENDER ENTREPRENEURS
BROAD UNEXPOSED SKILLS OF TRANSGENDER ENTREPRENEURS
IAEME Publication
 
GANDHI ON NON-VIOLENT POLICE
GANDHI ON NON-VIOLENT POLICEGANDHI ON NON-VIOLENT POLICE
GANDHI ON NON-VIOLENT POLICE
IAEME Publication
 
A STUDY ON TALENT MANAGEMENT AND ITS IMPACT ON EMPLOYEE RETENTION IN SELECTED...
A STUDY ON TALENT MANAGEMENT AND ITS IMPACT ON EMPLOYEE RETENTION IN SELECTED...A STUDY ON TALENT MANAGEMENT AND ITS IMPACT ON EMPLOYEE RETENTION IN SELECTED...
A STUDY ON TALENT MANAGEMENT AND ITS IMPACT ON EMPLOYEE RETENTION IN SELECTED...
IAEME Publication
 
ATTRITION IN THE IT INDUSTRY DURING COVID-19 PANDEMIC: LINKING EMOTIONAL INTE...
ATTRITION IN THE IT INDUSTRY DURING COVID-19 PANDEMIC: LINKING EMOTIONAL INTE...ATTRITION IN THE IT INDUSTRY DURING COVID-19 PANDEMIC: LINKING EMOTIONAL INTE...
ATTRITION IN THE IT INDUSTRY DURING COVID-19 PANDEMIC: LINKING EMOTIONAL INTE...
IAEME Publication
 
INFLUENCE OF TALENT MANAGEMENT PRACTICES ON ORGANIZATIONAL PERFORMANCE A STUD...
INFLUENCE OF TALENT MANAGEMENT PRACTICES ON ORGANIZATIONAL PERFORMANCE A STUD...INFLUENCE OF TALENT MANAGEMENT PRACTICES ON ORGANIZATIONAL PERFORMANCE A STUD...
INFLUENCE OF TALENT MANAGEMENT PRACTICES ON ORGANIZATIONAL PERFORMANCE A STUD...
IAEME Publication
 
A STUDY OF VARIOUS TYPES OF LOANS OF SELECTED PUBLIC AND PRIVATE SECTOR BANKS...
A STUDY OF VARIOUS TYPES OF LOANS OF SELECTED PUBLIC AND PRIVATE SECTOR BANKS...A STUDY OF VARIOUS TYPES OF LOANS OF SELECTED PUBLIC AND PRIVATE SECTOR BANKS...
A STUDY OF VARIOUS TYPES OF LOANS OF SELECTED PUBLIC AND PRIVATE SECTOR BANKS...
IAEME Publication
 
ROLE OF SOCIAL ENTREPRENEURSHIP IN RURAL DEVELOPMENT OF INDIA - PROBLEMS AND ...
ROLE OF SOCIAL ENTREPRENEURSHIP IN RURAL DEVELOPMENT OF INDIA - PROBLEMS AND ...ROLE OF SOCIAL ENTREPRENEURSHIP IN RURAL DEVELOPMENT OF INDIA - PROBLEMS AND ...
ROLE OF SOCIAL ENTREPRENEURSHIP IN RURAL DEVELOPMENT OF INDIA - PROBLEMS AND ...
IAEME Publication
 
OPTIMAL RECONFIGURATION OF POWER DISTRIBUTION RADIAL NETWORK USING HYBRID MET...
OPTIMAL RECONFIGURATION OF POWER DISTRIBUTION RADIAL NETWORK USING HYBRID MET...OPTIMAL RECONFIGURATION OF POWER DISTRIBUTION RADIAL NETWORK USING HYBRID MET...
OPTIMAL RECONFIGURATION OF POWER DISTRIBUTION RADIAL NETWORK USING HYBRID MET...
IAEME Publication
 
APPLICATION OF FRUGAL APPROACH FOR PRODUCTIVITY IMPROVEMENT - A CASE STUDY OF...
APPLICATION OF FRUGAL APPROACH FOR PRODUCTIVITY IMPROVEMENT - A CASE STUDY OF...APPLICATION OF FRUGAL APPROACH FOR PRODUCTIVITY IMPROVEMENT - A CASE STUDY OF...
APPLICATION OF FRUGAL APPROACH FOR PRODUCTIVITY IMPROVEMENT - A CASE STUDY OF...
IAEME Publication
 

Mais de IAEME Publication (20)

IAEME_Publication_Call_for_Paper_September_2022.pdf
IAEME_Publication_Call_for_Paper_September_2022.pdfIAEME_Publication_Call_for_Paper_September_2022.pdf
IAEME_Publication_Call_for_Paper_September_2022.pdf
 
MODELING AND ANALYSIS OF SURFACE ROUGHNESS AND WHITE LATER THICKNESS IN WIRE-...
MODELING AND ANALYSIS OF SURFACE ROUGHNESS AND WHITE LATER THICKNESS IN WIRE-...MODELING AND ANALYSIS OF SURFACE ROUGHNESS AND WHITE LATER THICKNESS IN WIRE-...
MODELING AND ANALYSIS OF SURFACE ROUGHNESS AND WHITE LATER THICKNESS IN WIRE-...
 
A STUDY ON THE REASONS FOR TRANSGENDER TO BECOME ENTREPRENEURS
A STUDY ON THE REASONS FOR TRANSGENDER TO BECOME ENTREPRENEURSA STUDY ON THE REASONS FOR TRANSGENDER TO BECOME ENTREPRENEURS
A STUDY ON THE REASONS FOR TRANSGENDER TO BECOME ENTREPRENEURS
 
BROAD UNEXPOSED SKILLS OF TRANSGENDER ENTREPRENEURS
BROAD UNEXPOSED SKILLS OF TRANSGENDER ENTREPRENEURSBROAD UNEXPOSED SKILLS OF TRANSGENDER ENTREPRENEURS
BROAD UNEXPOSED SKILLS OF TRANSGENDER ENTREPRENEURS
 
DETERMINANTS AFFECTING THE USER'S INTENTION TO USE MOBILE BANKING APPLICATIONS
DETERMINANTS AFFECTING THE USER'S INTENTION TO USE MOBILE BANKING APPLICATIONSDETERMINANTS AFFECTING THE USER'S INTENTION TO USE MOBILE BANKING APPLICATIONS
DETERMINANTS AFFECTING THE USER'S INTENTION TO USE MOBILE BANKING APPLICATIONS
 
ANALYSE THE USER PREDILECTION ON GPAY AND PHONEPE FOR DIGITAL TRANSACTIONS
ANALYSE THE USER PREDILECTION ON GPAY AND PHONEPE FOR DIGITAL TRANSACTIONSANALYSE THE USER PREDILECTION ON GPAY AND PHONEPE FOR DIGITAL TRANSACTIONS
ANALYSE THE USER PREDILECTION ON GPAY AND PHONEPE FOR DIGITAL TRANSACTIONS
 
VOICE BASED ATM FOR VISUALLY IMPAIRED USING ARDUINO
VOICE BASED ATM FOR VISUALLY IMPAIRED USING ARDUINOVOICE BASED ATM FOR VISUALLY IMPAIRED USING ARDUINO
VOICE BASED ATM FOR VISUALLY IMPAIRED USING ARDUINO
 
IMPACT OF EMOTIONAL INTELLIGENCE ON HUMAN RESOURCE MANAGEMENT PRACTICES AMONG...
IMPACT OF EMOTIONAL INTELLIGENCE ON HUMAN RESOURCE MANAGEMENT PRACTICES AMONG...IMPACT OF EMOTIONAL INTELLIGENCE ON HUMAN RESOURCE MANAGEMENT PRACTICES AMONG...
IMPACT OF EMOTIONAL INTELLIGENCE ON HUMAN RESOURCE MANAGEMENT PRACTICES AMONG...
 
VISUALISING AGING PARENTS & THEIR CLOSE CARERS LIFE JOURNEY IN AGING ECONOMY
VISUALISING AGING PARENTS & THEIR CLOSE CARERS LIFE JOURNEY IN AGING ECONOMYVISUALISING AGING PARENTS & THEIR CLOSE CARERS LIFE JOURNEY IN AGING ECONOMY
VISUALISING AGING PARENTS & THEIR CLOSE CARERS LIFE JOURNEY IN AGING ECONOMY
 
A STUDY ON THE IMPACT OF ORGANIZATIONAL CULTURE ON THE EFFECTIVENESS OF PERFO...
A STUDY ON THE IMPACT OF ORGANIZATIONAL CULTURE ON THE EFFECTIVENESS OF PERFO...A STUDY ON THE IMPACT OF ORGANIZATIONAL CULTURE ON THE EFFECTIVENESS OF PERFO...
A STUDY ON THE IMPACT OF ORGANIZATIONAL CULTURE ON THE EFFECTIVENESS OF PERFO...
 
GANDHI ON NON-VIOLENT POLICE
GANDHI ON NON-VIOLENT POLICEGANDHI ON NON-VIOLENT POLICE
GANDHI ON NON-VIOLENT POLICE
 
A STUDY ON TALENT MANAGEMENT AND ITS IMPACT ON EMPLOYEE RETENTION IN SELECTED...
A STUDY ON TALENT MANAGEMENT AND ITS IMPACT ON EMPLOYEE RETENTION IN SELECTED...A STUDY ON TALENT MANAGEMENT AND ITS IMPACT ON EMPLOYEE RETENTION IN SELECTED...
A STUDY ON TALENT MANAGEMENT AND ITS IMPACT ON EMPLOYEE RETENTION IN SELECTED...
 
ATTRITION IN THE IT INDUSTRY DURING COVID-19 PANDEMIC: LINKING EMOTIONAL INTE...
ATTRITION IN THE IT INDUSTRY DURING COVID-19 PANDEMIC: LINKING EMOTIONAL INTE...ATTRITION IN THE IT INDUSTRY DURING COVID-19 PANDEMIC: LINKING EMOTIONAL INTE...
ATTRITION IN THE IT INDUSTRY DURING COVID-19 PANDEMIC: LINKING EMOTIONAL INTE...
 
INFLUENCE OF TALENT MANAGEMENT PRACTICES ON ORGANIZATIONAL PERFORMANCE A STUD...
INFLUENCE OF TALENT MANAGEMENT PRACTICES ON ORGANIZATIONAL PERFORMANCE A STUD...INFLUENCE OF TALENT MANAGEMENT PRACTICES ON ORGANIZATIONAL PERFORMANCE A STUD...
INFLUENCE OF TALENT MANAGEMENT PRACTICES ON ORGANIZATIONAL PERFORMANCE A STUD...
 
A STUDY OF VARIOUS TYPES OF LOANS OF SELECTED PUBLIC AND PRIVATE SECTOR BANKS...
A STUDY OF VARIOUS TYPES OF LOANS OF SELECTED PUBLIC AND PRIVATE SECTOR BANKS...A STUDY OF VARIOUS TYPES OF LOANS OF SELECTED PUBLIC AND PRIVATE SECTOR BANKS...
A STUDY OF VARIOUS TYPES OF LOANS OF SELECTED PUBLIC AND PRIVATE SECTOR BANKS...
 
EXPERIMENTAL STUDY OF MECHANICAL AND TRIBOLOGICAL RELATION OF NYLON/BaSO4 POL...
EXPERIMENTAL STUDY OF MECHANICAL AND TRIBOLOGICAL RELATION OF NYLON/BaSO4 POL...EXPERIMENTAL STUDY OF MECHANICAL AND TRIBOLOGICAL RELATION OF NYLON/BaSO4 POL...
EXPERIMENTAL STUDY OF MECHANICAL AND TRIBOLOGICAL RELATION OF NYLON/BaSO4 POL...
 
ROLE OF SOCIAL ENTREPRENEURSHIP IN RURAL DEVELOPMENT OF INDIA - PROBLEMS AND ...
ROLE OF SOCIAL ENTREPRENEURSHIP IN RURAL DEVELOPMENT OF INDIA - PROBLEMS AND ...ROLE OF SOCIAL ENTREPRENEURSHIP IN RURAL DEVELOPMENT OF INDIA - PROBLEMS AND ...
ROLE OF SOCIAL ENTREPRENEURSHIP IN RURAL DEVELOPMENT OF INDIA - PROBLEMS AND ...
 
OPTIMAL RECONFIGURATION OF POWER DISTRIBUTION RADIAL NETWORK USING HYBRID MET...
OPTIMAL RECONFIGURATION OF POWER DISTRIBUTION RADIAL NETWORK USING HYBRID MET...OPTIMAL RECONFIGURATION OF POWER DISTRIBUTION RADIAL NETWORK USING HYBRID MET...
OPTIMAL RECONFIGURATION OF POWER DISTRIBUTION RADIAL NETWORK USING HYBRID MET...
 
APPLICATION OF FRUGAL APPROACH FOR PRODUCTIVITY IMPROVEMENT - A CASE STUDY OF...
APPLICATION OF FRUGAL APPROACH FOR PRODUCTIVITY IMPROVEMENT - A CASE STUDY OF...APPLICATION OF FRUGAL APPROACH FOR PRODUCTIVITY IMPROVEMENT - A CASE STUDY OF...
APPLICATION OF FRUGAL APPROACH FOR PRODUCTIVITY IMPROVEMENT - A CASE STUDY OF...
 
A MULTIPLE – CHANNEL QUEUING MODELS ON FUZZY ENVIRONMENT
A MULTIPLE – CHANNEL QUEUING MODELS ON FUZZY ENVIRONMENTA MULTIPLE – CHANNEL QUEUING MODELS ON FUZZY ENVIRONMENT
A MULTIPLE – CHANNEL QUEUING MODELS ON FUZZY ENVIRONMENT
 

Último

Histor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slideHistor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slide
vu2urc
 
IAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsIAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI Solutions
Enterprise Knowledge
 

Último (20)

Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024
 
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemkeProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
 
Scaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationScaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organization
 
presentation ICT roal in 21st century education
presentation ICT roal in 21st century educationpresentation ICT roal in 21st century education
presentation ICT roal in 21st century education
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men
 
Histor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slideHistor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slide
 
Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024Finology Group – Insurtech Innovation Award 2024
Finology Group – Insurtech Innovation Award 2024
 
How to convert PDF to text with Nanonets
How to convert PDF to text with NanonetsHow to convert PDF to text with Nanonets
How to convert PDF to text with Nanonets
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivity
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
 
[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf
 
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
 
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
 
IAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsIAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI Solutions
 
Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...Driving Behavioral Change for Information Management through Data-Driven Gree...
Driving Behavioral Change for Information Management through Data-Driven Gree...
 
Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)Powerful Google developer tools for immediate impact! (2023-24 C)
Powerful Google developer tools for immediate impact! (2023-24 C)
 
Strategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a FresherStrategies for Landing an Oracle DBA Job as a Fresher
Strategies for Landing an Oracle DBA Job as a Fresher
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected Worker
 
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot TakeoffStrategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
 

40120140506001

  • 1. International Journal of Electronics and Communication Engineering & Technology (IJECET), ISSN 0976 – 6464(Print), ISSN 0976 – 6472(Online), Volume 5, Issue 6, June (2014), pp. 01-09 © IAEME 1 DESIGN & ANALYSIS OF DIGITAL FIXED NOTCH FILTER- A MATLAB APPROACH Rajesh Kumar1 , Dr. Pankaj Rai2 M.tech Student, Electrical Engineering Deparment, BIT SINDRI-828123 ABSTRACT The purpose of analysis and optimization of fixed notch filter is to remove Narrow Band Interference signal while leaving Broad Band Signal unchanged in communication system. This paper presents a method for design of digital fixed notch filter at center frequency FO (90MHZ). Several parametric values such as pass band attenuation, stop band attenuation is calculated by using mathematical modelling. For this purpose we have selected elliptic design method, direct form II SOS algorithm. Q’s-factor in the range of few Q=2 to Q=100,000 has been generated with the help of crystal oscillator. Filter approximation and order of the notch filter determine overall performance improvement in presence of Narrow Band Interference. The settling time of the filter should be as low as possible. From the realization perspective, the filter consumes more power and becomes more complex with increasing filter’s order. As a result, minimum settling time, complexity and power consumption have been achieved, with the use of second order filter. The performance and characteristics of the digital fixed notch filter has been presented in this paper. It is easy to implement in communication at transmitter or receiver, as it has good communication system response. This notch filter can be realized by a computationally efficient lattice structure. Keyword: Q-Factor-Quality Factor, NBI-Narrowband Interference, BBS-Broadband Signal, APASS=Passband Ripples, ASTOP=Stopband Attenuation. 1. INTRODUCTION A notch filter "notches" out a specific frequency that may have a particularly high amplitude interfering with a particular signal of interest. now a days analog type notch filters are not used because of problem accuracy, difficult realization and unadjustable notch frequencies .This paper presents discussion of digital fixed notch filters which are rated based on value of their q-factor. INTERNATIONAL JOURNAL OF ELECTRONICS AND COMMUNICATION ENGINEERING & TECHNOLOGY (IJECET) ISSN 0976 – 6464(Print) ISSN 0976 – 6472(Online) Volume 5, Issue 6, June (2014), pp. 01-09 © IAEME: http://www.iaeme.com/IJECET.asp Journal Impact Factor (2014): 7.2836 (Calculated by GISI) www.jifactor.com IJECET © I A E M E
  • 2. International Journal of Electronics and Communication Engineering & Technology (IJECET), ISSN 0976 – 6464(Print), ISSN 0976 – 6472(Online), Volume 5, Issue 6, June (2014), pp. 01-09 © IAEME 2 Generally, the higher the Q-factor, the more exact the notch. A notch filter with a low Q-factor may effectively notch out a range of frequencies, whereas a high Q notch filter will only delete the frequency of interest. fixed notch filter is designed to remove a single fixed noise present at single frequency in communication system which is either at transmitter or at receiver for testing fixed notch filter in the matlab two basic parameter (apass and astop) has to be determined keeping constant value k=2 in the equation (1) and (2) we found that astop=0.7659db & apass=0.1547db [2]. We know in communication system for example frequency of FM lies between (88MHZ-108MHZ) and our frequency of interest is to remove noise existing at 90MHZ.To achieve this we keep the frequency constraints factor like center frequencyor fixed notch frequency at 90 MHz and fix order of the system to be 2nd . we select direct form -ll order section as our filter structure because it uses less number of delay elements and elliptic design algorithm and we change another frequency constraints factor like quality factor from (20 -100,000) taking the sampling frequency as 2GHZ. There is variation in output gain from (25.0663-16029.0728) and fixed bandwidth gain to be - 3.0103db for every value of Q’s factor. We check all the responses for different value of Qs and we observed that worst response is observed at Q=2 and best response is observed at Q=100000. now we calculate , the settling time and 20 dB bandwidths of 2nd order filter .it is calculated using simple analytical expression (3) and (4)[1].we find the settling time to be 13.8 nsec and fbw 20db to be 9045.3khz. The 20 dB bandwidth is an indication of the attenuation. For minimum settling time the filter order should be as low as possible. From the realization perspective, the filter consumes more power and becomes more complex with increasing filter order due to the growing number of multipliers, adders and delay elements [1].Analog fixed notch filter suffer from problem of accuracy, difficult in realization and unadjustable notch frequencies .Therefore this paper presents discussion of digital fixed notch filters which are rated based on basis of their Q-factor. The frequency response of digital notch filter satisfies the following constraints: ห‫ܪ‬ሺ݁௝ఠ ሻหఠୀ଴,గ ൌ 1 and ห‫ܪ‬ሺ݁௝ఠ ሻหఠୀఠ଴ ൌ 0 2. MATHEMATICAL EQUATION TO CALCULATE REJECTION BANDWIDTH & PASS BAND RIPPLE [12] H1 (Z)ൌ ଵା௓షభ஺ଵሺ௓ሻ ଶ (1) A1 (Z) = ୏ଵା௓షభ ଵା௄ଵ௓షభ (2) K1= -cos 2ߨ݂௢ (3) Hn (Z) = Hn-1(Z)ሼ‫ܭ‬ ൅ ሺ1 െ ݇ሻHn െ 1ሺZሻሽ (4) Rejection bandwidth (BT) = ଵିඥଵାሺ௞మିଵሻమ ሺଵି௞మሻ (5) Pass band ripple (AP) = ( ௄మ ଶ√௄మିଵ -1) (6)
  • 3. International Journal of Electronics and Communication Engineering & Technology (IJECET), ISSN 0976 – 6464(Print), ISSN 0976 – 6472(Online), Volume 5, Issue 6, June (2014), pp. 01-09 © IAEME 3 Fig.(1): Shows BT and AP verses k Frequency is much higher than the bandwidth and the attenuation at the notch frequency is much greater than 20 dB, the 20 dB bandwidth of the notch filter can be approximated as: (10) Q-tuning by Crystal Oscillator To generate quality factor of order hundred thousand to get sharp notch we use crystal oscillator [4].A major reason for the wide use of crystal oscillators is their high Q- factor. A typical q value for a quartz oscillator ranges from 104 to 106 , compared to perhaps 102 for LC oscillator. The maximum q for a high stability quartz oscillator can be estimated as q = 1.6 × 107 /f, where f is the resonance frequency in megahertz. Fig. (2): Equivalent circuit for a quartz crystal in an oscillator Description OF ELLIPTIC design method Second Order Notch Filter The attenuation at the notch frequency is ideally infinite. However, in practical circuits the attenuation is finite. Therefore, the filter is modeled by the following transfer function: (7) Where ANis the attenuation at the notch frequency, is the notch bandwidth and ω0 is the notch frequency in rad/s. the time response of the filter output for a sinusoidal input is: (8)
  • 4. International Journal of Electronics and Communication Engineering & Technology (IJECET), ISSN 0976 6464(Print), ISSN 0976 – 6472(Online), Volume 5, Issue The first part of (8) is the steady state solution. The second part is the transient solution, which decays exponentially and where the decay time is only a function of the notch bandwidth [9]. The 2% settling time is written as follows fbw is the 3 dB notch bandwidth in Hz. ELLIPTIC design is simple method Butterworth or Chebyshev filters, but are equiripple in both the pass elliptic filters meet given performance specifications with the lowest order of any filter type. Filter structure used Direct form –ll structure of iir system:an alternative structure called direct form can be realized which uses less number of delay elements than the direct form the general difference equation governing an llR system. In gener of an order system is, 3. SIMULATION RESULT &DISCUSSION We plotted responses at Q = response, unit step response, impulse responseetc. Supposing sampling frequency to be Fig. (3): Pole zero plot for Q=2 Fig. (5): Phase response for Q=2 International Journal of Electronics and Communication Engineering & Technology (IJECET), ISSN 0976 6472(Online), Volume 5, Issue 6, June (2014), pp. 01-09 © IAEME 4 ) is the steady state solution. The second part is the transient solution, which decays exponentially and where the decay time is only a function of the notch bandwidth [9]. The 2% settling time is written as follows (9) andwidth in Hz. ELLIPTIC design is simple method. Elliptic filters offer steeper roll off characteristics than Butterworth or Chebyshev filters, but are equiripple in both the pass- and stopband. In general, elliptic filters meet given performance specifications with the lowest order of any filter type. ll structure of iir system:an alternative structure called direct form can be realized which uses less number of delay elements than the direct form –l structure the general difference equation governing an llR system. In general, the time domain representation (11) DISCUSSION Q = 2 & Q = 100000 like pole zero, phase delay, magnitude response, unit step response, impulse responseetc. Supposing sampling frequency to be Pole zero plot for Q=2 Fig. (4): Phase delay for Phase response for Q=2 Fig. (6): Magnitude response International Journal of Electronics and Communication Engineering & Technology (IJECET), ISSN 0976 – © IAEME ) is the steady state solution. The second part is the transient solution, which decays exponentially and where the decay time is only a function of the notch bandwidth [9]. roll off characteristics than and stopband. In general, elliptic filters meet given performance specifications with the lowest order of any filter type. ll structure of iir system:an alternative structure called direct form-ll structure l structure. Consider al, the time domain representation 100000 like pole zero, phase delay, magnitude response, unit step response, impulse responseetc. Supposing sampling frequency to be 2GHZ. delay for Q=2 Magnitude response for Q=2
  • 5. International Journal of Electronics and Communication Engineering & Technology (IJECET), ISSN 0976 6464(Print), ISSN 0976 – 6472(Online), Volume 5, Issue Fig. (7): Magnitude response estimate for Q=2 Fig. (9): Impulse response for Q=2 Fig. (11): Step response for Q=2 Fig. (13): Pole zero plot for Q=100000 Fig. (15): Phase response for Q=100000 International Journal of Electronics and Communication Engineering & Technology (IJECET), ISSN 0976 6472(Online), Volume 5, Issue 6, June (2014), pp. 01-09 © IAEME 5 Magnitude response estimate for Q=2 Fig. (8): Magnitude and phase response Impulse response for Q=2 Fig. (10): Group delay for Q=2 Step response for Q=2 Fig. (12): Round of noise power spectrum Q=2 Pole zero plot for Q=100000 Fig. (14): Phasedelay for Q=100000 Phase response for Q=100000 Fig. (16): Magnitude response for Q=100000 International Journal of Electronics and Communication Engineering & Technology (IJECET), ISSN 0976 – © IAEME and phase response for Q=2 delay for Q=2 of noise power spectrum Q=2 Q=100000 response for Q=100000
  • 6. International Journal of Electronics and Communication Engineering & Technology (IJECET), ISSN 0976 6464(Print), ISSN 0976 – 6472(Online), Volume 5, Issue Fig. (17): Magnitude response for Q=100000 Fig. (19): Group delay for Q=100000 Fig. (21): Unitstep response for Q=100000 Table (1): Various information about notch filter of order 2 Serial N0. Notch /Center Frequency In(GHz) Order Q-Factor Tuning Parameter 1 .09 2 2 2 .09 2 20 3 .09 2 200 4 .09 2 2000 5 .09 2 20000 6 .09 2 40000 7 .09 2 60000 8 .09 2 80000 9 .09 2 90000 10 .09 2 100000 International Journal of Electronics and Communication Engineering & Technology (IJECET), ISSN 0976 6472(Online), Volume 5, Issue 6, June (2014), pp. 01-09 © IAEME 6 response estimate Fig. (18): Magnitude and phase response for Q=100000 delay for Q=100000 Fig. (20): Impulse response for Q=100000 step response Fig. (22): Round –off noise power spectrum for Q=100000 Various information about notch filter of order 2 Factor Tuning Parameter Filter Coffs.(Output Gain) Filter Info.(Bandwidth Gain In dB) Settling Time In(nsec) Fbw 20db In KHz 25.0663 -3.0103 13.8 9045.3 243.5311 -3.0103 13.8 9045.3 2407.9969 -3.0103 13.8 9045.3 13390.4653 -3.0103 13.8 9045.3 15995.8534 -3.0103 13.8 9045.3 16021.7884 -3.0103 13.8 9045.3 16026.6050 -3.0103 13.8 9045.3 16028.2918 -3.0103 13.8 9045.3 16028.7471 -3.0103 13.8 9045.3 100000 16029.0728 -3.0103 13.8 9045.3 International Journal of Electronics and Communication Engineering & Technology (IJECET), ISSN 0976 – © IAEME Magnitude and phase response Q=100000 for Q=100000 off noise power spectrum Fbw 20db In KHz No. of Multiplier ,Adder, States 9045.3 7,4,2 9045.3 7,4,2 9045.3 7,4,2 9045.3 7,4,2 9045.3 7,4,2 9045.3 7,4,2 9045.3 7,4,2 9045.3 7,4,2 9045.3 7,4,2 9045.3 7,4,2
  • 7. International Journal of Electronics and Communication Engineering & Technology (IJECET), ISSN 0976 – 6464(Print), ISSN 0976 – 6472(Online), Volume 5, Issue 6, June (2014), pp. 01-09 © IAEME 7 4. REALIZATION OF THE NOTCH FILTER For the realization of 2nd order filter it requires 7 multiplier, 2 delay and 4 adder elements.it is clear that as the order of the filter is high the computational complexity is more i.e. is more number of multiplier, adder and delay elements .Therefore it adds the delay in the response [1]. To get the value of parameter needed to get the simplified model. Input given to these filters are in .wav format from wave file.Thus we see here that there is very large decrease in amplitude of the input waveform when Q-factor=2. Fig. (23): Filter information of order=2 and is independent of Q-factor Fig. (24): The lattice form realization of real coefficient notch filter 5. TESTING DESIGN MODEL OF DIGITAL FIXED NOTCH FILTER To get the real time filtration the model in matlab is built. The results of Mathematical equation are used Fig. (25): Input signals are shown in scope (1) and output signals are shown in scope (3)
  • 8. International Journal of Electronics and Communication Engineering & Technology (IJECET), ISSN 0976 – 6464(Print), ISSN 0976 – 6472(Online), Volume 5, Issue 6, June (2014), pp. 01-09 © IAEME 8 Fig. (26): wave form of notch filter input Fig. (27): wave form of notch filter output when Q=2 Fig. (28): Input signals are shown in scope (1) and output signals are shown in scope (3) Fig. (29): wave form of notch filter input Fig (30): waveform of notch filter output when Q=100000 Thus we see here that there is approx. no change in amplitude of the input waveform and only noise at 90MHZ gets filtered out. 6. CONCLUSION In this paper, a comparative study of design of fixed notch filter is presented. The aim of this paper is to notch the noise present at 90 MHz fixed narrowband interference signal which is unwanted is present in communication system at 90 MHz this notch filter can be realized by a computationally efficient lattice structure. Some response and design method has been demonstrated in good performance after comparing results for different value of Q-factor we obtain for different values of Q-factor ranging from Q=2 to Q=100000, it has been observed that all types of response like pole zero plot, amplitude & phase plot, group delay, phase delay, impulse response ,unit step response, filter coefficient (output gain),filter information is worst at Q=2 and best at Q=100000 .it has been observed that filter coefficient (output gain) is almost constant, when we vary q=40000 to
  • 9. International Journal of Electronics and Communication Engineering & Technology (IJECET), ISSN 0976 – 6464(Print), ISSN 0976 – 6472(Online), Volume 5, Issue 6, June (2014), pp. 01-09 © IAEME 9 Q=100000 when model at Q =2 has been tested, it has been observed that there is large decrease in amplitude of signals at different frequencies in the output signal and thus resulting in large error. when we go on increasing the quality factor of notch filter sharpness increases and best notching at 90mhz frequency has been observed between Q=40000 to Q=100000 .it has been observed that output signal is same as input signal resulting in very low percentage error. Finally the system has been tested for system response having very less settling time of 13.8nsec and Fourier coefficient output gain is in the range of sixteen thousand. This notch filter can be realized by a computationally efficient lattice structure with minimum number of multiplier (7), adder (4) and states (2).The digital fixed notch filter designed in this thesis has been tested and has not been implemented for communication circuit. Based on these results: Best transmitter and receiver section can be developed. Radio Front-End With Automatically Q-Tuned Notch Filter and VCO Can be developed. This method can be extended for 2-D notch filter design. REFERENCES [1] McManus CD, Neubert KD, Cramer E, “Characterization and Elimination of AC Noise in Electrocardiograms: A Comparison of Digital Filtering Methods”, Comput Biomed Res. 1993 Feb;26(1):48-67. [2] Burak Kelleci·Timothy Wayne Fischer·, “Circuits Syst Signal Process”, (2008) 27: 475–489 DOI 10.1007/s00034-008-9041- z. [3] K. Hirano, S. Nishimura, and S. K. Mitra, “Design of Digital Notch Filters”, IEEE Trans. Circuits Syst., vol. CAS-21, pp. 540–546, July 1974. [4] Jacob mill man, christosc.Halkias, “Integrated Electronics”, page-no.-495 [5] D. V. B. Rao and S. Y. Kung, “Adaptive Notch Filtering for the Retrieval of Sinusoids in Noise,” IEEE Trans. Acoust. Speech, Signal Processing, vol. ASSP-32, pp. 791–802, Aug. 1984. [6] A. H. Gray Jr. and J. D. Markel, “Digital Lattice and Ladder Filter Synthesis”, IEEE Trans. Audio Electroacoust., vol. AU-21, pp. 491–500 , Dec. 1973. [7] J. F. Chicharo and T. S. Ng, “Gradient-Based Adaptive IIR Notch Filtering for Frequency Estimation”, IEEE Trans. Acoust. Speech, Signal Processing, vol. 38, pp. 769–777, May 1990. [8] A. Nehorai, “A Minimal Parameter Adaptive Notch Filter with Constrained Poles and Zeros”, IEEE Trans. Acoust. Speech, Signal Processing, vol. ASSP-33, pp. 983–996, Aug. 1985. [9] Y.V.Joshi and S.C.Duttaroy, “Circuits System Signal Processing”, vol.16, no.4, 1997, pr. 415-427. [10] L. Yang, “Ultra-Wideband Communications”, IEEE., vol. 21, pp. 26. [11] Akaa Eteng and Justus N. Dike, “Modelling of a Time-Modulated Ultra-Wideband Communication Link”, International Journal of Electronics and Communication Engineering & Technology (IJECET), Volume 4, Issue 3, 2013, pp. 33 - 42, ISSN Print: 0976- 6464, ISSN Online: 0976 –6472. [12] Y.Sruthi and Ch. Rambabu, “A New Algorithm for High Density Impulse Noise Reduction using Unsymmetric Trimmed Median Filter”, International Journal of Electronics and Communication Engineering & Technology (IJECET), Volume 3, Issue 2, 2012, pp. 278 - 285, ISSN Print: 0976- 6464, ISSN Online: 0976 –6472. [13] Imteyaz Ahmad, F Ansari and U.K. Dey, “Noise Reduction in ECG by IIR Filters: A Comparative Study”, International Journal of Electronics and Communication Engineering & Technology (IJECET), Volume 4, Issue 4, 2013, pp. 13 - 25, ISSN Print: 0976- 6464, ISSN Online: 0976 –6472.