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Available online at https://www.ijasrd.org/
International Journal of Advanced Scientific
Research & Development
Vol. 06, Iss. 04, Ver. I, Apr’ 2019, pp. 01 – 08
Cite this article as: Sneka, C., Anusha, D., Sivasankari, P., Sivasankari, K., & Thiruvengadam, C., “Realization of Direct
Digital Synthesis in Cordic Algorithm”. International Journal of Advanced Scientific Research & Development (IJASRD), 06
(04/I), 2019, pp. 01 – 08. https://doi.org/10.26836/ijasrd/2019/v6/i4/60401.
* Corresponding Author: C. Sneka, snekachandrasekaran25@gmail.com
e-ISSN: 2395-6089
p-ISSN: 2394-8906
REALIZATION OF DIRECT DIGITAL SYNTHESIS IN CORDIC
ALGORITHM
C. Sneka1*, D. Anusha1, P. Sivasankari1, K. Sivasankari1 and C. Thiruvengadam2
1 BE Students, Department of ECE, Anjalai Ammal Mahalingam Engineering College, Kovilvenni,
Tamil Nadu, India.
2 Asst. Prof., Department of ECE, Anjalai Ammal Mahalingam Engineering College, Kovilvenni,
Tamil Nadu, India.
ARTICLE INFO
Article History:
Received: 19 Mar 2019;
Received in revised form:
07 Apr 2019;
Accepted: 07 Apr 2019;
Published online: 10 May 2019.
Key words:
FPGA,
CORDIC,
BFSK,
BPSK,
BASK,
QPSK,
DDS.
ABSTRACT
Nowadays the modern communication system and software
defined radio-based applications needs Trans receiver
consisting of fully programmable circuit which performs
modulation and demodulation process. The method which
does not need memory for realizing modulators and
demodulators is CORDIC algorithm. The CORDIC algorithm
is a versatile algorithm which calculates only adder and
shifter operations instead of using multiplier. So, this
algorithm is mostly used for VLSI and digital signal
processing. The main concept used in this project is Direct
Digital Synthesis (DDS) which generates the analog
waveform in digital format based on CORDIC algorithm
approach .This paper focuses on analysis and simulation of
Binary phase shift keying (BPSK), Binary amplitude shift
keying (BASK), Binary frequency shift keying (BFSK),
Quadrature phase shift keying (QPSK) modulation scheme
using DDS based on CORDIC algorithm instead of ROM look
up table which greatly reduce the number of slices and no of
look up tables. The whole simulation is done on Modelsim
and Xilinx-ISE using Verilog descriptive language and these
modulation schemes are implemented on Spartan-3 FPGA
kit.
Copyright © 2019 IJASRD. This is an open access article distributed under the Creative Common Attribution
License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original
work is properly cited.
INTRODUCTION
Software Defined Radio (SDR) is an important method where components are
implemented in hardware instead of implemented in terms of software. SDR is a trans
Realization of Direct Digital Synthesis in Cordic Algorithm
Volume 06, Issue 04, Version I, Apr’ 2019 2
receiver system in which DDS based CORDIC is an important block which generates the
cosine and sine waveforms. To improve the SDR in terms of area and time, many techniques
are used. One of the techniques to design DDS is Co-ordinate Rotation Digital Computer
(CORDIC) method is used for the creation of cosine and sine waveforms.
DDS is an important method which generates waveforms in digital form. Direct
digital synthesis is a method under the classification of frequency synthesizer used for
producing waveforms from single, fixed reference clock. DDS has been considered as a
superior technique for generating accurate, frequency agile and low distortion waveform.
DDS is implemented by using algorithm called CORDIC. This algorithm calculates the
pseudo rotation of two-dimensional vector by using adder and shifter operations. In this
paper, CORDIC based DDS is proposed. This paper presents how to use CORDIC algorithm
in the implementation of DDS. The simulation of various modulation schemes such as
BASK, BFSK, BPSK, QPSK using CORDIC based DDS is done and implemented in
SPARTAN- 3 FPGA kit.
DIRECT DIGITAL SYNTHESIS
DDS is an important method which produces arbitrary waveforms. Compared with
the other frequency synthesizer, it has many advantages including high resolution, high
frequency conversion speed, phase continuous and low phase noise. These advantages make
the DDS is widely used in digital signal as the signal generator source. An implementation
process of novel type DDS based on CORDIC algorithms is proposed. So, the circuit is
simple and easy to realization. The novel method can accurately produce the cosine and sine
output waves and can satisfy the requirements of high speed, accuracy, high resolution, and
real-time computing. Compared to the traditional DDS, the novel type DDS based on
CORDIC algorithm has lower resource consumption and greatly improved performance and
speed.
CONCEPT OF CORDIC
Co-ordinate Rotation Digital Computer (CORDIC) is an iterative and versatile
algorithm which uses pseudo rotations to calculate elementary functions. CORDIC uses
adder and shifter operations instead of using multiplier which greatly reduces the
complexity. CORDIC performs several functions such as the calculation of trigonometric,
logarithmic, exponential functions etc. CORDIC works on two modes such as vectoring
mode and rotation mode.
Vectoring mode: In this type of mode the y-axis of the input vector is required to be
zero. So, this mode calculates the phase and magnitude of the input vector.
Rotation mode: In this type of mode, the θ component is required to be zero and
this mode calculates the plane rotation of the input vector.
MATHEMATICAL MODEL OF CORDIC
Consider a input vector Ei(Xi,Yi) which is rotated by an angle αi then the new vector
becomes Ei+1(Xi+1 ,Yi+1).
The following iteration equations are
Sneka et al., (2019)
3 Volume 06, Issue 04, Version I, Apr’ 2019
xi+1 = xi cos αi – yi sin αi;
yi+1 = xi sin αi + yi cosαi;
θi+1 = θi+ αi;
Then the above equation becomes
xi+1 = cos αi (xi– yi tan αi);
yi+1 = cos αi (xi tan αi + yi);
Replace tan αi = di 2^-i
where di = {-1,1} => {di = +1, clockwise direction
di = -1, anticlockwise direction}
Then the above equation becomes
xi+1 = K (xi - di2^-i yi);
yi+1 = K (yi + di2^-i xi);
θi+1 = θi- diαi;
Here K is the scale factor to simplify the algorithm which allows pseudo rotations
then the cos α is term was omitted.
Figure – 1: Mathematical Model of CORDIC
Using CORDIC in rotation mode
xi+1 = cosαi (xi - 2^-i yi)
yi+1 = cos αi (yi + 2^-i xi )
zi+1= zi- di αi;
CORDIC performs several micro rotations by the angles
αi = tan-1(2^-i) where αi is the fixed elementary angles.
After n iterations when Zn is sufficiently close to 0, then we have Z = i and
Xn = K (X cos Z – Y sin Z) where K = 1.646 760258………..
Yn = K (Y cos Z + X sin Z)
Zn = 0
The range of convergence is 0° ≤ Z ≤ 99.7°. Outside this range, we can use trig
identities to convert to the range
cos (Z- π) = -cos Z;
sin (Z- π) = sin Z;
Realization of Direct Digital Synthesis in Cordic Algorithm
Volume 06, Issue 04, Version I, Apr’ 2019 4
Figure – 2: CORDIC in Rotation Mode
Here CORDIC works on rotation mode. CORDIC consists of three inputs X0, Y0 and
Z0. It also having three outputs Xn, Yn and Zn. Here CORDIC acts as a oscillator to
produce a sine and cosine signal.
SCOPE OF WORK
In existing system, the DDS is implemented in multiplier circuit. Here Complexity is
high. It takes more area and having less efficiency. To solve the above-mentioned
difficulties, the proposed architecture of DDS using CORDIC is simulated by means of
Verilog HDL and implemented in terms of FPGA with less area requirement and to
increases the speed. The major advantage of using CORDIC in DDS is to reduce the ROM
size.
Figure – 3: Equivalent Circuit of CORDIC
Sneka et al., (2019)
5 Volume 06, Issue 04, Version I, Apr’ 2019
PROPOSED SYSTEM
6.1 Block Diagram of DDS
Figure – 4: Block Diagram of DDS
An implementation processes of novel type DDS based on CORDIC algorithms is
proposed. Therefore the circuit is simple and easy to realization. Here one 4:1 multiplexer
and one 1:4 demultiplexer is used. Here there are four modulation schemes such as BASK,
BFSK, QPSK and BPSK. There are 10 bits of message signal where first two bits consists of
selection line and remaining 8 bits are treated as a message signal. It having four
combinations are 00, 01, 10, 11. The above mentioned 2 bits are entered into the
demultiplexer. 00, 01, 10, 11 combinations are entered serially in the demultiplexer. Now
the modulation schemes are selected as per selection lines combination are entered into
demultiplexer through message bits. Now modulation schemes are choosed from the above
such as either BASK, BFSK, QPSK or BPSK with their modulated output combination are
entered into multiplexer. Here by means of multiplexer, any one of modulated scheme is
selected. The final output is a modulated sinusoidal waveform according to the selection
lines combination of modulation technique.
Table – 1: Selection of Modulation Scheme
Selection Lines Modulation Schemes
00 BPSK
01 BASK
10 BFSK
11 QPSK
RESULTS AND ANALYSIS
7.1 Binary Phase Shift Keying
Here the phase of the carrier is varied in accordance to binary data. 0° for binary 1
and 180° for binary 0. Here the pair of signals is given that differ only in phase of 180° are
known as antipodal signals.
Realization of Direct Digital Synthesis in Cordic Algorithm
Volume 06, Issue 04, Version I, Apr’ 2019 6
7.1.1 Simulation Output of BPSK
Figure – 5: Simulation of BPSK
7.2 Binary Amplitude Shift Keying
In BASK, the amplitude of the sinusoidal carrier signal is changed according to the
message level (“0” or “1”), while keeping the phase and frequency constant.
7.2.1 Simulation Output of BASK
Figure – 6: Simulation of BASK
7.3 Binary Frequency Shift Keying
In BFSK, the frequency of the carrier is varied accordance to the binary data where
amplitude and phase remains constant. In BFSK, symbols 1 and 0 are distinguished from
each other by transmitting one of the two sinusoidal waves that differ in frequency amount.
Sneka et al., (2019)
7 Volume 06, Issue 04, Version I, Apr’ 2019
7.3.1 Simulation Output of BFSK
Figure – 7: Simulation of BFSK
7.4 Quadrature Phase Shift Keying
Here the phase of the carrier taken one of four equally phases value as π/4, 3π/4,
5π/4, 7π/4 which produces modulated wave
Table – 2: Phase Shift of QPSK
No. of Bit Combination Phase Shift
00 0
01 180
10 90
11 270
7.4.1 Simulation Output of QPSK
Figure – 8: Simulation of QPSK
Realization of Direct Digital Synthesis in Cordic Algorithm
Volume 06, Issue 04, Version I, Apr’ 2019 8
7.5 Comparison Table between Existing and Proposed System
Table – 3: Comparison Table between Existing and Proposed System
Method Name Area in Number of Lut Delay
Spartan 3 XC
3S200TQ144
Gates
Flip
Flops
Input/Output
Blocks
(IOBs)
Delay
Gate or
Logic
Delay
Path or
Route
Delay
LUT Based
DDS
1,98,81,3 90 77 10.298ns 6.896ns 3.402ns
CORDIC Based
DDS
2159 64 15 10.250ns 6.565ns 3.105ns
7.6 Device Utilisation Summary
Table – 4: Summary of Device Utilisation
System Analysis No. of LUTs No. of Slices Total Gate Count for Design
Existing System 161 81 1,98,813
Proposed System 154 77 2159
CONCLUSION
This paper gives the usage of CORDIC algorithm in direct digital synthesis. This
paper emphasizes the Direct Digital Synthesizer using CORDIC which having less area to
implement in FPGA which increases the speed and reduces the delay. This paper reveals
that the CORDIC algorithm is used by means of DDS to implement different
communications systems such as BPSK, BASK, BFSK, QPSK in Verilog HDL. This paper
also describes CORDIC based DDS which reduces the number of LUT and number of slices
which requires lower resource consumption and greatly improved performance and speed.
REFERENCES
[1] K. Anitha, Umesharaddy, B. K. Sujatha, “FPGA Implementation of High Throughput
Digital QPSK Modulator using Verilog HDL,” International Journal of Advanced
Computer Research, Volume-4, Number-,1 Issue-14 March-2014.
[2] J Bhasker, “A Verilog HDL Primer”, 3rd Edition, Star Galaxy Publishing, 2005.
[3] S. S. Haykin, M. Moher and T. Song, An Introduction to Analog and Digital
Communications. Wiley New York, 1989, vol. 1.
[4] B. P. Lathi, Modern Digital and Analog Communication Systems 3e Osece Oxford
University press, 1998.

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Realization of Direct Digital Synthesis in Cordic Algorithm

  • 1. Available online at https://www.ijasrd.org/ International Journal of Advanced Scientific Research & Development Vol. 06, Iss. 04, Ver. I, Apr’ 2019, pp. 01 – 08 Cite this article as: Sneka, C., Anusha, D., Sivasankari, P., Sivasankari, K., & Thiruvengadam, C., “Realization of Direct Digital Synthesis in Cordic Algorithm”. International Journal of Advanced Scientific Research & Development (IJASRD), 06 (04/I), 2019, pp. 01 – 08. https://doi.org/10.26836/ijasrd/2019/v6/i4/60401. * Corresponding Author: C. Sneka, snekachandrasekaran25@gmail.com e-ISSN: 2395-6089 p-ISSN: 2394-8906 REALIZATION OF DIRECT DIGITAL SYNTHESIS IN CORDIC ALGORITHM C. Sneka1*, D. Anusha1, P. Sivasankari1, K. Sivasankari1 and C. Thiruvengadam2 1 BE Students, Department of ECE, Anjalai Ammal Mahalingam Engineering College, Kovilvenni, Tamil Nadu, India. 2 Asst. Prof., Department of ECE, Anjalai Ammal Mahalingam Engineering College, Kovilvenni, Tamil Nadu, India. ARTICLE INFO Article History: Received: 19 Mar 2019; Received in revised form: 07 Apr 2019; Accepted: 07 Apr 2019; Published online: 10 May 2019. Key words: FPGA, CORDIC, BFSK, BPSK, BASK, QPSK, DDS. ABSTRACT Nowadays the modern communication system and software defined radio-based applications needs Trans receiver consisting of fully programmable circuit which performs modulation and demodulation process. The method which does not need memory for realizing modulators and demodulators is CORDIC algorithm. The CORDIC algorithm is a versatile algorithm which calculates only adder and shifter operations instead of using multiplier. So, this algorithm is mostly used for VLSI and digital signal processing. The main concept used in this project is Direct Digital Synthesis (DDS) which generates the analog waveform in digital format based on CORDIC algorithm approach .This paper focuses on analysis and simulation of Binary phase shift keying (BPSK), Binary amplitude shift keying (BASK), Binary frequency shift keying (BFSK), Quadrature phase shift keying (QPSK) modulation scheme using DDS based on CORDIC algorithm instead of ROM look up table which greatly reduce the number of slices and no of look up tables. The whole simulation is done on Modelsim and Xilinx-ISE using Verilog descriptive language and these modulation schemes are implemented on Spartan-3 FPGA kit. Copyright © 2019 IJASRD. This is an open access article distributed under the Creative Common Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. INTRODUCTION Software Defined Radio (SDR) is an important method where components are implemented in hardware instead of implemented in terms of software. SDR is a trans
  • 2. Realization of Direct Digital Synthesis in Cordic Algorithm Volume 06, Issue 04, Version I, Apr’ 2019 2 receiver system in which DDS based CORDIC is an important block which generates the cosine and sine waveforms. To improve the SDR in terms of area and time, many techniques are used. One of the techniques to design DDS is Co-ordinate Rotation Digital Computer (CORDIC) method is used for the creation of cosine and sine waveforms. DDS is an important method which generates waveforms in digital form. Direct digital synthesis is a method under the classification of frequency synthesizer used for producing waveforms from single, fixed reference clock. DDS has been considered as a superior technique for generating accurate, frequency agile and low distortion waveform. DDS is implemented by using algorithm called CORDIC. This algorithm calculates the pseudo rotation of two-dimensional vector by using adder and shifter operations. In this paper, CORDIC based DDS is proposed. This paper presents how to use CORDIC algorithm in the implementation of DDS. The simulation of various modulation schemes such as BASK, BFSK, BPSK, QPSK using CORDIC based DDS is done and implemented in SPARTAN- 3 FPGA kit. DIRECT DIGITAL SYNTHESIS DDS is an important method which produces arbitrary waveforms. Compared with the other frequency synthesizer, it has many advantages including high resolution, high frequency conversion speed, phase continuous and low phase noise. These advantages make the DDS is widely used in digital signal as the signal generator source. An implementation process of novel type DDS based on CORDIC algorithms is proposed. So, the circuit is simple and easy to realization. The novel method can accurately produce the cosine and sine output waves and can satisfy the requirements of high speed, accuracy, high resolution, and real-time computing. Compared to the traditional DDS, the novel type DDS based on CORDIC algorithm has lower resource consumption and greatly improved performance and speed. CONCEPT OF CORDIC Co-ordinate Rotation Digital Computer (CORDIC) is an iterative and versatile algorithm which uses pseudo rotations to calculate elementary functions. CORDIC uses adder and shifter operations instead of using multiplier which greatly reduces the complexity. CORDIC performs several functions such as the calculation of trigonometric, logarithmic, exponential functions etc. CORDIC works on two modes such as vectoring mode and rotation mode. Vectoring mode: In this type of mode the y-axis of the input vector is required to be zero. So, this mode calculates the phase and magnitude of the input vector. Rotation mode: In this type of mode, the θ component is required to be zero and this mode calculates the plane rotation of the input vector. MATHEMATICAL MODEL OF CORDIC Consider a input vector Ei(Xi,Yi) which is rotated by an angle αi then the new vector becomes Ei+1(Xi+1 ,Yi+1). The following iteration equations are
  • 3. Sneka et al., (2019) 3 Volume 06, Issue 04, Version I, Apr’ 2019 xi+1 = xi cos αi – yi sin αi; yi+1 = xi sin αi + yi cosαi; θi+1 = θi+ αi; Then the above equation becomes xi+1 = cos αi (xi– yi tan αi); yi+1 = cos αi (xi tan αi + yi); Replace tan αi = di 2^-i where di = {-1,1} => {di = +1, clockwise direction di = -1, anticlockwise direction} Then the above equation becomes xi+1 = K (xi - di2^-i yi); yi+1 = K (yi + di2^-i xi); θi+1 = θi- diαi; Here K is the scale factor to simplify the algorithm which allows pseudo rotations then the cos α is term was omitted. Figure – 1: Mathematical Model of CORDIC Using CORDIC in rotation mode xi+1 = cosαi (xi - 2^-i yi) yi+1 = cos αi (yi + 2^-i xi ) zi+1= zi- di αi; CORDIC performs several micro rotations by the angles αi = tan-1(2^-i) where αi is the fixed elementary angles. After n iterations when Zn is sufficiently close to 0, then we have Z = i and Xn = K (X cos Z – Y sin Z) where K = 1.646 760258……….. Yn = K (Y cos Z + X sin Z) Zn = 0 The range of convergence is 0° ≤ Z ≤ 99.7°. Outside this range, we can use trig identities to convert to the range cos (Z- π) = -cos Z; sin (Z- π) = sin Z;
  • 4. Realization of Direct Digital Synthesis in Cordic Algorithm Volume 06, Issue 04, Version I, Apr’ 2019 4 Figure – 2: CORDIC in Rotation Mode Here CORDIC works on rotation mode. CORDIC consists of three inputs X0, Y0 and Z0. It also having three outputs Xn, Yn and Zn. Here CORDIC acts as a oscillator to produce a sine and cosine signal. SCOPE OF WORK In existing system, the DDS is implemented in multiplier circuit. Here Complexity is high. It takes more area and having less efficiency. To solve the above-mentioned difficulties, the proposed architecture of DDS using CORDIC is simulated by means of Verilog HDL and implemented in terms of FPGA with less area requirement and to increases the speed. The major advantage of using CORDIC in DDS is to reduce the ROM size. Figure – 3: Equivalent Circuit of CORDIC
  • 5. Sneka et al., (2019) 5 Volume 06, Issue 04, Version I, Apr’ 2019 PROPOSED SYSTEM 6.1 Block Diagram of DDS Figure – 4: Block Diagram of DDS An implementation processes of novel type DDS based on CORDIC algorithms is proposed. Therefore the circuit is simple and easy to realization. Here one 4:1 multiplexer and one 1:4 demultiplexer is used. Here there are four modulation schemes such as BASK, BFSK, QPSK and BPSK. There are 10 bits of message signal where first two bits consists of selection line and remaining 8 bits are treated as a message signal. It having four combinations are 00, 01, 10, 11. The above mentioned 2 bits are entered into the demultiplexer. 00, 01, 10, 11 combinations are entered serially in the demultiplexer. Now the modulation schemes are selected as per selection lines combination are entered into demultiplexer through message bits. Now modulation schemes are choosed from the above such as either BASK, BFSK, QPSK or BPSK with their modulated output combination are entered into multiplexer. Here by means of multiplexer, any one of modulated scheme is selected. The final output is a modulated sinusoidal waveform according to the selection lines combination of modulation technique. Table – 1: Selection of Modulation Scheme Selection Lines Modulation Schemes 00 BPSK 01 BASK 10 BFSK 11 QPSK RESULTS AND ANALYSIS 7.1 Binary Phase Shift Keying Here the phase of the carrier is varied in accordance to binary data. 0° for binary 1 and 180° for binary 0. Here the pair of signals is given that differ only in phase of 180° are known as antipodal signals.
  • 6. Realization of Direct Digital Synthesis in Cordic Algorithm Volume 06, Issue 04, Version I, Apr’ 2019 6 7.1.1 Simulation Output of BPSK Figure – 5: Simulation of BPSK 7.2 Binary Amplitude Shift Keying In BASK, the amplitude of the sinusoidal carrier signal is changed according to the message level (“0” or “1”), while keeping the phase and frequency constant. 7.2.1 Simulation Output of BASK Figure – 6: Simulation of BASK 7.3 Binary Frequency Shift Keying In BFSK, the frequency of the carrier is varied accordance to the binary data where amplitude and phase remains constant. In BFSK, symbols 1 and 0 are distinguished from each other by transmitting one of the two sinusoidal waves that differ in frequency amount.
  • 7. Sneka et al., (2019) 7 Volume 06, Issue 04, Version I, Apr’ 2019 7.3.1 Simulation Output of BFSK Figure – 7: Simulation of BFSK 7.4 Quadrature Phase Shift Keying Here the phase of the carrier taken one of four equally phases value as π/4, 3π/4, 5π/4, 7π/4 which produces modulated wave Table – 2: Phase Shift of QPSK No. of Bit Combination Phase Shift 00 0 01 180 10 90 11 270 7.4.1 Simulation Output of QPSK Figure – 8: Simulation of QPSK
  • 8. Realization of Direct Digital Synthesis in Cordic Algorithm Volume 06, Issue 04, Version I, Apr’ 2019 8 7.5 Comparison Table between Existing and Proposed System Table – 3: Comparison Table between Existing and Proposed System Method Name Area in Number of Lut Delay Spartan 3 XC 3S200TQ144 Gates Flip Flops Input/Output Blocks (IOBs) Delay Gate or Logic Delay Path or Route Delay LUT Based DDS 1,98,81,3 90 77 10.298ns 6.896ns 3.402ns CORDIC Based DDS 2159 64 15 10.250ns 6.565ns 3.105ns 7.6 Device Utilisation Summary Table – 4: Summary of Device Utilisation System Analysis No. of LUTs No. of Slices Total Gate Count for Design Existing System 161 81 1,98,813 Proposed System 154 77 2159 CONCLUSION This paper gives the usage of CORDIC algorithm in direct digital synthesis. This paper emphasizes the Direct Digital Synthesizer using CORDIC which having less area to implement in FPGA which increases the speed and reduces the delay. This paper reveals that the CORDIC algorithm is used by means of DDS to implement different communications systems such as BPSK, BASK, BFSK, QPSK in Verilog HDL. This paper also describes CORDIC based DDS which reduces the number of LUT and number of slices which requires lower resource consumption and greatly improved performance and speed. REFERENCES [1] K. Anitha, Umesharaddy, B. K. Sujatha, “FPGA Implementation of High Throughput Digital QPSK Modulator using Verilog HDL,” International Journal of Advanced Computer Research, Volume-4, Number-,1 Issue-14 March-2014. [2] J Bhasker, “A Verilog HDL Primer”, 3rd Edition, Star Galaxy Publishing, 2005. [3] S. S. Haykin, M. Moher and T. Song, An Introduction to Analog and Digital Communications. Wiley New York, 1989, vol. 1. [4] B. P. Lathi, Modern Digital and Analog Communication Systems 3e Osece Oxford University press, 1998.