PERFORMANCE ANALYSIS OF MULTICARRIER CDMA SYSTEMS

Similar documents
OFDM AS AN ACCESS TECHNIQUE FOR NEXT GENERATION NETWORK

OFDM Systems For Different Modulation Technique

SPREADING SEQUENCES SELECTION FOR UPLINK AND DOWNLINK MC-CDMA SYSTEMS

BER Analysis for MC-CDMA

Key words: OFDM, FDM, BPSK, QPSK.

Multi-Carrier Systems

Performance Evaluation of OFDM System with Rayleigh, Rician and AWGN Channels

Analysis of Interference & BER with Simulation Concept for MC-CDMA

Keywords MCCDMA, CDMA, OFDM, Rayleigh Fading, Rician Fading.

Study of Performance Evaluation of Quasi Orthogonal Space Time Block Code MIMO-OFDM System in Rician Channel for Different Modulation Schemes

Image Transmission over OFDM System with Minimum Peak to Average Power Ratio (PAPR)

SC - Single carrier systems One carrier carries data stream

ORTHOGONAL frequency division multiplexing (OFDM)

Performance analysis of OFDM with QPSK using AWGN and Rayleigh Fading Channel

Orthogonal Frequency Division Multiplexing & Measurement of its Performance

Comparative Study of OFDM & MC-CDMA in WiMAX System

PERFORMANCE ANALYSIS OF MC-CDMA SYSTEM USING BPSK MODULATION

Orthogonal Frequency Division Multiplexing (OFDM) based Uplink Multiple Access Method over AWGN and Fading Channels

1. INTRODUCTION II. SPREADING USING WALSH CODE. International Journal of Advanced Networking & Applications (IJANA) ISSN:

Survey on Effective OFDM Technology for 4G

Lecture 3: Wireless Physical Layer: Modulation Techniques. Mythili Vutukuru CS 653 Spring 2014 Jan 13, Monday

S.D.M COLLEGE OF ENGINEERING AND TECHNOLOGY

Lecture LTE (4G) -Technologies used in 4G and 5G. Spread Spectrum Communications

Summary of the PhD Thesis

Implementation and Comparative analysis of Orthogonal Frequency Division Multiplexing (OFDM) Signaling Rashmi Choudhary

Part 3. Multiple Access Methods. p. 1 ELEC6040 Mobile Radio Communications, Dept. of E.E.E., HKU

Performance Analysis of OFDM for Different Digital Modulation Schemes using Matlab Simulation

An OFDM Transmitter and Receiver using NI USRP with LabVIEW

Performance Comparison of OFDMA and MC-CDMA in Mimo Downlink LTE Technology

2. LITERATURE REVIEW

Chapter 0 Outline. NCCU Wireless Comm. Lab

Anju 1, Amit Ahlawat 2

IJESRT. Scientific Journal Impact Factor: (ISRA), Impact Factor: 2.114

2.

Global Journal of Engineering Science and Research Management

International Journal of Informative & Futuristic Research ISSN:

INTERNATIONAL JOURNAL OF PURE AND APPLIED RESEARCH IN ENGINEERING AND TECHNOLOGY

Outline / Wireless Networks and Applications Lecture 7: Physical Layer OFDM. Frequency-Selective Radio Channel. How Do We Increase Rates?

Performance Study of MIMO-OFDM System in Rayleigh Fading Channel with QO-STB Coding Technique

COMPARISON OF CHANNEL ESTIMATION AND EQUALIZATION TECHNIQUES FOR OFDM SYSTEMS

Riemann Sequence based SLM with nonlinear effects of HPA

Technical Aspects of LTE Part I: OFDM

Performance of Orthogonal Frequency Division Multiplexing System Based on Mobile Velocity and Subcarrier

MC CDMA PAPR Reduction Using Discrete Logarithmic Method

Channel Estimation in Multipath fading Environment using Combined Equalizer and Diversity Techniques

Performance Evaluation of STBC-OFDM System for Wireless Communication

An Overview of Performance Evaluation of MC-CDMA System

Copyright is owned by the Author of the thesis. Permission is given for a copy to be downloaded by an individual for the purpose of research and

Optimal Number of Pilots for OFDM Systems

Comparison of ML and SC for ICI reduction in OFDM system

REDUCING PAPR OF OFDM BASED WIRELESS SYSTEMS USING COMPANDING WITH CONVOLUTIONAL CODES

Wireless Medium Access Control and CDMA-based Communication Lesson 16 Orthogonal Frequency Division Medium Access (OFDM)

Keywords: MC-CDMA, PAPR, Partial Transmit Sequence, Complementary Cumulative Distribution Function.

Improving Channel Estimation in OFDM System Using Time Domain Channel Estimation for Time Correlated Rayleigh Fading Channel Model

Cognitive Radio Transmission Based on Chip-level Space Time Block Coded MC-DS-CDMA over Fast-Fading Channel

Lecture 13. Introduction to OFDM

Mobile & Wireless Networking. Lecture 2: Wireless Transmission (2/2)

Multiple Access Techniques for Wireless Communications

SPARSE CHANNEL ESTIMATION BY PILOT ALLOCATION IN MIMO-OFDM SYSTEMS

Performance Analysis of Concatenated RS-CC Codes for WiMax System using QPSK

Decrease Interference Using Adaptive Modulation and Coding

Page 1. Overview : Wireless Networks Lecture 9: OFDM, WiMAX, LTE

INTERFERENCE SELF CANCELLATION IN SC-FDMA SYSTEMS -A CAMPARATIVE STUDY

RADIOCOMMUNICATION SYSTEMS MULTI-CARRIER CDMA DIGITAL COMMUNICATION SYSTEMS. Prof. C. Regazzoni

BER ANALYSIS OF BPSK, QPSK & QAM BASED OFDM SYSTEM USING SIMULINK

Single Carrier Ofdm Immune to Intercarrier Interference

UNIFIED DIGITAL AUDIO AND DIGITAL VIDEO BROADCASTING SYSTEM USING ORTHOGONAL FREQUENCY DIVISION MULTIPLEXING (OFDM) SYSTEM

Prof. P. Subbarao 1, Veeravalli Balaji 2

OFDM Code Division Multiplexing with Unequal Error Protection and Flexible Data Rate Adaptation

ANALYSIS OF BER AND SEP OF QPSK SIGNAL FOR MULTIPLE ANENNAS

ADAPTIVITY IN MC-CDMA SYSTEMS

A Research Concept on Bit Rate Detection using Carrier offset through Analysis of MC-CDMA SYSTEM

OFDM (Orthogonal Frequency Division Multiplexing) SIMULATION USING MATLAB Neha Pathak MTech Scholar, Shri am Institute of Technology

Evaluation of BER and PAPR by using Different Modulation Schemes in OFDM System

Bit Error Rate Performance Evaluation of Various Modulation Techniques with Forward Error Correction Coding of WiMAX

Optimization of PAPR Using HPA and Amplitude Clipping Reduction Technique

Maximum-Likelihood Co-Channel Interference Cancellation with Power Control for Cellular OFDM Networks

Performance of Wideband Mobile Channel with Perfect Synchronism BPSK vs QPSK DS-CDMA

COMPARISON OF SLM & PTS TECHNIQUES FOR REDUCING PAPR IN OFDM

OFDMA and MIMO Notes

Performance Evaluation of Wireless Communication System Employing DWT-OFDM using Simulink Model

Error Probability of Different Modulation Schemes for OFDM based WLAN standard IEEE a

University of Bristol - Explore Bristol Research. Link to publication record in Explore Bristol Research PDF-document.

Analytical Review of Orthogonal Frequency Division Multiplexing (OFDM)

Multi-carrier Modulation and OFDM

MIMO Systems and Applications

Systematic Comparison of Different PAPR Reduction Methods in OFDM Systems

NOISE, INTERFERENCE, & DATA RATES

A Comparative performance analysis of CFO Estimation in OFDM Systems for Urban, Rural and Rayleigh area using CP and Moose Technique

Peak to Average Power Ratio Reduction in Mc Cdma System by Using Pulse Shaping Technique

EC 551 Telecommunication System Engineering. Mohamed Khedr

ORTHOGONAL frequency division multiplexing

Effects of Nonlinearity on DFT-OFDM and DWT-OFDM Systems

Performance Analysis of OFDM System with QPSK for Wireless Communication

CHAPTER 1 INTRODUCTION

[Gehlot*, 5(3): March, 2016] ISSN: (I2OR), Publication Impact Factor: 3.785

Analysis of PAPR in Digital Video Broadcasting over AWGN & Rayleigh Channel

ISSN: International Journal of Advanced Research in Computer Engineering & Technology (IJARCET) Volume 1, Issue 8, October 2012

PAPR REDUCTION TECHNIQUE USING MODIFIED SLM IN OFDM SYSTEM

The Effect of Carrier Frequency Offsets on Downlink and Uplink MC-DS-CDMA

Transcription:

PERFORMANCE ANALYSIS OF MULTICARRIER CDMA SYSTEMS Pavani Sumala 1, R.Prasanth 2, R.A.S.Bharadwaj 3, Shaik Azeez 4,V.Nancharaiah 5 Student, Department of ECE, Vizianagaram, India 1 Student, Department of ECE, Vizianagaram, India 2 Student, Department of ECE, Vizianagaram, India 3 Assistant professor, Department of ECE, Vizianagaram, India 4) Assoc. professor, Department of ECE, Vizianagaram, India 5 Abstract: The aim of our study is to find by means of compute simulations the pair of a receiver and a set of the spreading codes able to provide the best BER performance under the mentioned conditions. The simulation results shows that the maximum improvement of the MC-CDMA. This project is to investigate the MUD scheme, and realize a fully functional system in software for developing an algorithm for the detection of multi-users in CDMA system by using a noisy gradient approach. Several techniques are under consideration for the next generation of digital mobile systems, with the aim of improving cell capacity, multi path immunity and flexibilities. These include CDMA and OFDMA. Both these techniques could be applied to providing a fixed wireless system for rural areas. However, each technique as different properties, making it more suited for specific applications and this technique is implemented by MATLAB. I.INTRODUCTION Future wireless communication systems must be able to accommodate a large number of users and simultaneously to provide the high data rates at the required quality of service. MC-CDMA[1] is taking the advantage of two advanced technological concepts of wireless communications such as orthogonal frequency division multiplex (OFDM) and the code division multiple access (CDMA), what results especially in high spectral efficiency, the multiple access capability, robustness in the case of frequency selective channels, simple one-tap equalization, narrowband interference rejection and high flexibility of the MC-CDMA. The outlined potential properties of the MC-CDMA represent the fundamental reasons, why MC-CDMA has been receiving a great attention over the last decade and has been considering to be a promising candidate for the future advanced wireless communication systems. One of the major requirements posed to the MC-CDMA is to reach the required date rate at the acceptable bit error rate (BER) and acceptable complexity for the defined number of the active users. It has been shown that in the case of MC-CDMA systems, the BER at the constant number of the active users is affected especially by nonlinear effects due to the HPA of the MC-CDMA transmitter, MAI resulting from cross-correlation properties of the spreading codes assigned to the particular users and by transmission channel complexity. The analyses of the MC-CDMA signals have shown that due to their multi-carrier nature, the transmitted MC-CDMA[3] signal is characterized by large envelope fluctuation. This property of MC-CDMA signals forces the MC-CDMA transmitter HPA to operate with large input back-off (IBO) in order to keep the required BER and the out-of-band radiation below imposed limits. However, the large IBO[9] will result in inefficient exploiting of HPA and consequently decreasing the coverage of the area of interest by acceptable MC-CDMA signals. As a consequence of this fact, it is crucial to minimize the impact of the nonlinear amplification on the transmission system performance at low IBO. A.Background The telecommunications industry faces the problem of providing telephone services to rural areas, where the customer base is small, but the cost of installing a wired phone network is very high. One method of reducing the high infrastructure cost of a wired system is to use a fixed wireless radio network. The problem with this is that for rural and Copyright to IJIRCCE www.ijircce.com 2665

urban areas, large cell sizes are required to get sufficient coverage. This presents extra problems as there are long delay times in multi path signal propagation. Currently Global System for Mobile telecommunications (GSM) technology is being applied to fixed wireless phone systems in rural areas or Australia. However, GSM uses time division multiple access (TDMA), which has a high symbol rate leading to problems with multi path causing inter-symbol interference. Several techniques are under consideration for the next generation of digital phone systems, with the aim of improving cell capacity, multi path immunity, and flexibility. These include CDMA and OFDM. Both these techniques could be applied to providing a fixed wireless system for rural areas. However, each technique as different properties, making it more suited for specific applications. OFDM is currently being used in several new radio broadcast systems including the proposal for high definition digital television (HDTV) and digital audio broadcasting (DAB). However, little research has been done into the use of OFDM as a transmission method for mobile telecommunications systems. In CDMA, all users transmit in the same broad frequency band using specialized codes as a basis of channelization. Both the base station and the mobile station know these codes, which are used to modulate the data sent.ofdm/cofdm allows many users to transmit in an allocated band, by sub-dividing the available bandwidth into many narrow bandwidth carriers. Each user is allocated several carriers in which to transmit their data. The transmission is generated in such a way that the carriers used are orthogonal to one another, thus allowing them to be packed together much closer than standard frequency division multiplexing (FDM). This leads to OFDM/COFDM providing a high spectral efficiency.orthogonal Frequency Division Multiplexing is a scheme used in the area of high-data-rate mobile wireless communications such as cellular phones, satellite communications and digital audio broadcasting. This technique is mainly utilized to combat intersymbol interference, which will be described in the following synthesis. II.OFDMA OFDM is a multicarrier transmission technique, which divides the available spectrum into many carriers, each one being modulated by a low rate data stream. It has gained widespread popularity because of its capability to transmit high data rate in a mobile environment, which makes a highly hostile radio channel. This technique has been used in the implementation of (High Performance LAN Type 2 (HIPERLAN/2), IEEE standard 802.11a and 802.16. OFDM is similar to FDMA in that the multiple user access is achieved by subdividing the available bandwidth into multiple channels that are then allocated to users. However, OFDM uses the spectrum much more efficiently by spacing the channels much closer together. This is achieved by making all the carriers orthogonal to one another by spacing them at integer multiples of the symbol frequency. Thus, the peak power of one subcarrier occurs when the power of the other subcarriers are null, thereby countering any effect of interference. The OFDM[5] signal can be to represented as to generate OFDM successfully the relationship between all the carriers must be carefully controlled to maintain the orthogonality of the carriers. For this reason, OFDM is generated by firstly choosing the spectrum required, based on the input data, and modulation scheme used. Each carrier to be produced is assigned some data to transmit. The required amplitude and phase of the carrier is then calculated based on the modulation scheme (typically differential BPSK, QPSK, or QAM). The required spectrum is then converted back to its time domain signal using an Inverse Fourier Transform. In most applications, an Inverse Fast Fourier Transform (IFFT) is used. The IFFT performs the transformation very efficiently, and provides a simple way of ensuring the carrier signals produced are orthogonal. A.OFDMA Transmitter and Receiver The orthogonal carriers required for the OFDM signal can be easily generated by setting the amplitude and phase of each frequency bin, then performing the IFFT. Since each bin of an IFFT corresponds to the amplitude and phase of a set of orthogonal sinusoids, the reverse process guarantees that the carriers generated are orthogonal. Copyright to IJIRCCE www.ijircce.com 2666

Fig 2.1 Block diagram of OFDMA Transmitter and Receiver III. MC-CDMA There are several metrics applied for signal envelope fluctuation quantifying. Here, PAPR has been widely accepted for that purpose. The analyses of the PAPR of the transmitted MC-CDMA signals presented in have shown that PAPR can be reduced by proper selection of the spreading codes. The alternative solutions of MC-CDMA performance improvement can be achieved by the application of additional methods of PAPR reduction and by the compensation methods of the nonlinear distortion due to the nonlinear HPA. The nonlinear distortion compensation methods can be implemented at the transmitter or receiver side of MC-CDMA transmission system. Frequently used solutions at the transmitter side include pre-distortion, tone reservation, active constellation extension, selected mapping, different code allocation strategies, etc. The strategies applied at the receiver side usually combine iterative decoding and nonlinear multi-user detection. Because of the CDMA exploited in the MC-CDMA structure, the BER reached by the particular users is strongly dependent on MAI. The level of MAI is primarily determined by the spreading codes assigned to the particular users and the transmission channel properties. As the spreading codes for MC-CDMA, Walsh codes, Gold and orthogonal Gold codes, polyphase, Zadoff-Chu codes as well as complementary Golay codes are mostly employed. In the case of wireless MC-CDMA systems, the transmitted signals are firstly nonlinearly distorted and subsequently they are affected by a fading channel. This effects can result in spreading code orthogonality loss and consequently, MAI increasing.then, the level of the MAI can be reduced by the application of multi-user receivers. As it follows from this short overview of the MC-CDMA performance degradation sources (PAPR, MAI, nonlinear distortion due to HPA), there are a number of approaches how to improve MC-CDMA performance (spreading code selection, PAPR reduction methods, multi-user receiver and nonlinear distortion compensation methods).here, the application of the nonlinear multi-user receiver and simultaneously the properly selected set of spreading code application are considered as solution. In this project, we will deal with the performance analyses of MC-CDMA transmission system employing the nonlinear MSF-MUD[] and the different spreading codes. Originally, the MSF-MUD has been proposed in as the multi-user receiver able to compensate the nonlinear distortion due to the HPA of transmitter. The performance properties of the MSF-MUD with regard to the different spreading codes for AWGN channel scenario have been discussed in. This contribution is the extension of our previous study introduced in to the analysis of MSF-MUD performance properties for the frequency-selective fading channel if Walsh codes, Gold and orthogonal Gold codes, polyphase Zadoff-Chu codes and complementary Golay codes are used as spreading sequences. As the nonlinear HPA model, Saleh and Rapp models have been taken into account. In order to illustrate the MSF-MUD performance, MMSE-MUD will be also applied as the MC- CDMA receivers. Because in the design procedure of the MSF-MUD has been outlined only, the deeper description of the design procedure of the optimum MSF-MUD is included in this project. Since the introduction of OFDM, there are many researches that have been focus to fully exploit the benefits of OFDM either in improving the data rate, the capacity or achieve better spectrum efficiency with the technique. Many researchers have proposed the merger of OFDM and CDMA systems to achieve better spectrum efficiency and also increase the system capacity. This section takes a look at a scheme widely proposed by researchers in this field called the OFDM-CDMA system. Copyright to IJIRCCE www.ijircce.com 2667

This system is also known as the MC-CDMA (Multi-carrier CDMA) system. MCCDMA system achieves comparable performance of DS-CDMA, however, the benefits of the MC-CDMA system lies within its flexibility and the relatively simple receiver design. Firstly an OFDM system is used to provide a number of orthogonal carriers, free from ISI. Each carrier is then modulated by an individual code chip to provide a spread spectrum system. In MC-CDMA the spreading code is based on the Walsh-Hadamard coding which ensures that the users do not clash, as the rows are mutually orthogonal. The core difference between MC-CDMA and DS-CDMA is that the codes that identify different users are modulated in the frequency domain instead of in the time domain. Since the codes are introduced in the frequency domain, there is no need for a rake receiver that complicates the whole system. Therefore, this method greatly simplifies the receiver design. Although MC-CDMA system transmits the signal over different sub-carriers, the overall bandwidth of MC-CDMA is exactly the same as in DS-CDMA[2] as shown in Fig 4. Therefore, there is not any extra cost in term of bandwidth expansion between both the systems. The combination of OFDM signaling and CDMA scheme has one major advantage that it can lower. Fig 3.1 DS-CDMA users and Bandwidth diagram MC-CDMA communication system Fig 3.2 Block diagram Of MC-CDMA Communication System As the spreading sequences, Walsh codes, Gold codes, orthogonal Gold codes, complementary Golay codes and polyphase Zadoff-Chu codes are considered. The PAPR upper bound of the mentioned spreading codes is summarized in below. As it can be observed from this table, the PAPR bound of Golay codes and Zadoff-Chu codes is independent of the spreading code length L. If we assume that the subcarrier number Nc is a multiple of L, then PAPR of the Walsh codes is upper-bounded by 2Nc. Copyright to IJIRCCE www.ijircce.com 2668

Bit Error Rate Bit Error Rate ISSN(Online): 2320-9801 The different spreading and it PAPR upper levels values by theoretically Fig 3.3 Spreading codes With PAPR Performance of the system for different spreading sequences, using Walsh Code BER Vs Eb/No on Rayleigh Channel using Walsh codes 10-1 10-2 10-3 10-4 Theoratical BER for IQ on AWGN Theoratical BER for IQ on Rayleigh Channel Simulated BER for User1 Simulated BER for User2 10-5 0 2 4 6 8 10 12 14 16 18 20 Eb/No, db Fig 3.4 Graphs obtained after performance of system using WALSH code Performance of the system for different spreading sequences, using PN Code BER Vs Eb/No on Rayleigh Channel using PN codes 10-1 Theoratical BER for IQ on AWGN Theoratical BER for IQ on Rayleigh Channel Simulated BER for User1 Simulated BER for User2 10-2 10-3 10-4 10-5 0 2 4 6 8 10 12 14 16 18 20 Eb/No, db Fig 3.5 Graphs obtained after performance of system using PN code Performance of the system for different spreading sequences, using Gold Code Copyright to IJIRCCE www.ijircce.com 2669

Bit Error Rate ISSN(Online): 2320-9801 BER Vs Eb/No on Rayleigh Channel using Gold codes 10-1 Theoratical BER for IQ on AWGN Theoratical BER for IQ on Rayleigh Channel Simulated BER for User1 Simulated BER for User2 10-2 10-3 10-4 10-5 0 2 4 6 8 10 12 14 16 18 20 Eb/No, db Fig 3.6 Graphs obtained after performance of system using GOLD code IV.CONCLUSION In this project, the need and theory for a new spread spectrum technique i.e. Multicarrier CDMA was introduced and the three types of Multicarrier CDMA techniques were presented. The bit error rate for a Rayleigh fading dispersive channel was compared for the DS-CDMA scheme and the MC-CDMA scheme.mc-cdma combines the advantages of band spreading, code division and frequency diversity of DS-CDMA with the advantages of Multi- Carrier Modulation. Thus, Multicarrier CDMA needs more attention for future implementation on wireless data transmission systems. We observe results especially in high spectral efficiency, the multiple access capability, frequency selective channels, simple one-tap equalization, narrow-band interference rejection and high flexibility of the MC-CDMA and walsh code provides the greater BER than that of Gold and PN codes applications but S/N ratio Gold code is better than that of the Walsh code. REFERENCES [1] T. Sälzer, Design of a multi-carrier CDMA downlink with different transmit antenna array strategies, in VTC-Fall 2005. [2] Z. Li, M. Vehkaperä, D. Tujkovic, M. Juntti, M. Latva-aho, and S. Hara, Performance evaluation of space-frequency coded MIMO MC-CDMA system, in Proc. IST Mobile & Wireless Telecommun. Summit (IST), Aveiro, Portugal, June 15 18, 2004. [3] S.Hara, R.Prasad, Overview of Multi-Carrier CDMA, IEEE 4th International Symposium on Spread Spectrum Techniques and Applications Proceedings 1996, Vol. 1, pp. 22-25, Sep. 1996. [4] H. Tao, N. Arumugam, and G. H. Krishna, Performance of space-time coded MC-CDMA over time and frequency selective fading channel, in Proc. IEEE Conf. Mobile and Wireless Networks (MWCN), Stockholm, Sweden, Sept. 9 11, 2002, pp. 419 423. [5] Z. Li, M. Vehkaperä, D. Tujkovic, M. Juntti, Receiver Design for Spatially Layered Downlink MC-CDMA System, IEEE Trans. Commun., vol.54, pp.1471-1477, May 2005. [6] Mabula Martina Cheeli, CDMA network simulator for wireless communication applications, Graduation Degree Thesis, Department of Electrical Engineering, University of Cape Town 2006. [7] Bernard Sklar, Rayleigh Fading Channels in Mobile Digital Communication Systems Part I: Characterization, IEEE Communications Magazine,July 1997. [8] Tsokolo Masike, MSWTSO001, Development of a DS-CDMA Network Simulator for wireless cellular network Applications, Graduation Degree Thesis, Department of Electrical Engineering, University of Cape Town 2006. [9] J. Proakis; Digital Communications, McGraw-Hill, 4th Edition, 2001. Copyright to IJIRCCE www.ijircce.com 2670

BIOGRAPHY PAVANI SUMALA Department of Electronics and Communication Engineering, Jonnada, Vizianagaram, Andhra Pradesh. R. PRASANTH Department of Electronics and Communication Engineering, Jonnada, Vizianagaram, Andhra Pradesh. R.A.S BHARADWAJ Department of Electronics and Communication Engineering, Jonnada, Vizianagaram, Andhra Pradesh. SHAIK AZEEZ Assistant professor, Department of ECE, Vizianagaram, India V.NANCHARAIAH Assoc. Professor, Department of ECE, Vizianagaram, India Copyright to IJIRCCE www.ijircce.com 2671