Research Article Volume 6 Issue No. 5

Similar documents
Design of Multi-Level Inverter and Its Application As Statcom to Compensate Voltage Sags Due to Faults

Simulation of Five-Level Inverter with Sinusoidal PWM Carrier Technique Using MATLAB/Simulink

Voltage Regulated Five Level Inverter Fed Wind Energy Conversion System using PMSG

CHAPTER 3 SINGLE SOURCE MULTILEVEL INVERTER

IJSRD - International Journal for Scientific Research & Development Vol. 4, Issue 04, 2016 ISSN (online):

Simulation of Cascade H-Bridge Multilevel Inverter With Equal DC Voltage Source

Simulation of Three Phase Cascaded H Bridge Inverter for Power Conditioning Using Solar Photovoltaic System

Enhanced Performance of Multilevel Inverter Fed Induction Motor Drive

A SOLUTION TO BALANCE THE VOLTAGE OF DC-LINK CAPACITOR USING BOOST CONVERTER IN DIODE CLAMPED MULTILEVEL INVERTER

CASCADED H-BRIDGE MULTILEVEL INVERTER FOR INDUCTION MOTOR DRIVES

Reduction in Total Harmonic Distortion Using Multilevel Inverters

Australian Journal of Basic and Applied Sciences. Simulation and Analysis of Closed loop Control of Multilevel Inverter fed AC Drives

Bhanutej Jawabu Naveez Assistant Professor, Vignana Bharathi Institute of Technology, Aushapur, Ghatkesar, Hyderabad.

Speed control of Induction Motor drive using five level Multilevel inverter

International Journal of Advance Engineering and Research Development

Literature Survey: Multilevel Voltage Source Inverter With Optimized Convention Of Bidirectional Switches

MATLAB Implementation of a Various Topologies of Multilevel Inverter with Improved THD

Analysis of Hybrid Renewable Energy System using NPC Inverter

Simulation & Implementation Of Three Phase Induction Motor On Single Phase By Using PWM Techniques

A Comparative Study of Different Topologies of Multilevel Inverters

NEW VARIABLE AMPLITUDE CARRIER OVERLAPPING PWM METHODS FOR THREE PHASE FIVE LEVEL CASCADED INVERTER

A Series-Connected Multilevel Inverter Topology for Squirrel-Cage Induction Motor Drive

Simulation and Experimental Results of 7-Level Inverter System

Extraction of Extreme Power and Standardize of Voltage and Frequency under Varying Wind Conditions

Symmetrical Multilevel Inverter with Reduced Number of switches With Level Doubling Network

A NOVEL SWITCHING PATTERN OF CASCADED MULTILEVEL INVERTERS FED BLDC DRIVE USING DIFFERENT MODULATION SCHEMES

CARRIER BASED PWM TECHNIQUE FOR HARMONIC REDUCTION IN CASCADED MULTILEVEL INVERTERS

Comparison between Conventional and Modified Cascaded H-Bridge Multilevel Inverter-Fed Drive

ANALYSIS OF PWM STRATEGIES FOR Z-SOURCE CASCADED MULTILEVEL INVERTER FOR PHOTOVOLTAIC APPLICATIONS

Speed Control of Induction Motor using Multilevel Inverter

THD Analysis for 3-Phase 5-Level Diode Clamped Multilevel Inverter Using Different PWM Techniques

A Fifteen Level Cascade H-Bridge Multilevel Inverter Fed Induction Motor Drive with Open End Stator Winding

Modeling & Simulation of Permanent Magnet Synchronous Wind Generator Based Stand-alone System

Hardware Implementation of SPWM Based Diode Clamped Multilevel Invertr

COMPARATIVE STUDY OF DIFFERENT TOPOLOGIES OF FIVE LEVEL INVERTER FOR HARMONICS REDUCTION

Reduction of Harmonics and Torque Ripples of BLDC Motor by Cascaded H-Bridge Multi Level Inverter Using Current and Speed Control Techniques

PF and THD Measurement for Power Electronic Converter

A New Single-Phase Multilevel Inverter with Reduced Number of Switches for Solar Applications

Level Shifted Pulse Width Modulation in Three Phase Multilevel Inverter for Power Quality Improvement

Analysis of Hybrid Renewable Energy System using NPC Inverter

COMPARATIVE STUDY OF PWM TECHNIQUES FOR DIODE- CLAMPED MULTILEVEL-INVERTER

Modeling and Simulation of Five Phase Induction Motor Fed with Five Phase Inverter Topologies

Cascaded H-Bridge Five Level Inverter for Harmonics Mitigation and Reactive Power Control

Performance Evaluation of Single Phase H-Bridge Type Diode Clamped Five Level Inverter

Minimization Of Total Harmonic Distortion Using Pulse Width Modulation Technique

Phase Shift Modulation of a Single Dc Source Cascaded H-Bridge Multilevel Inverter for Capacitor Voltage Regulation with Equal Power Distribution

Design and Implementation of Diode Clamped Multilevel Inverter using Matlab Simulink

SIMULATION AND IMPLEMENTATION OF MULTILEVEL INVERTER BASED INDUCTION MOTOR DRIVE BASED ON PWM TECHNIQUES

Stability of Voltage using Different Control strategies In Isolated Self Excited Induction Generator for Variable Speed Applications

Application of Fuzzy Logic Controller in Shunt Active Power Filter

Analysis of Voltage Source Inverters using Space Vector PWM for Induction Motor Drive

Analysis And Comparison Of Flying Capacitor And Modular Multilevel Converters Using SPWM

A Novel Cascaded Multilevel Inverter Using A Single DC Source

Harmonic Reduction in Induction Motor: Multilevel Inverter

New Topology of Cascaded H-Bridge Multilevel Inverter

Study of Unsymmetrical Cascade H-bridge Multilevel Inverter Design for Induction Motor

A Single-Phase Carrier Phase-shifted PWM Multilevel Inverter for 9-level with Reduced Switching Devices

A Novel Voltage and Frequency Control Scheme for a Wind Turbine Driven Isolated Asynchronous Generator

Modular Grid Connected Photovoltaic System with New Multilevel Inverter

Hybrid 5-level inverter fed induction motor drive

New Multi Level Inverter with LSPWM Technique G. Sai Baba 1 G. Durga Prasad 2. P. Ram Prasad 3

Performance Improvement of Multilevel Inverter through Trapezoidal Triangular Carrier based PWM

Induction Motor Drive using SPWM Fed Five Level NPC Inverter for Electric Vehicle Application

Reduction of Torque Ripple in Trapezoidal PMSM using Multilevel Inverter

MODELLING AND SIMULATION OF DIODE CLAMP MULTILEVEL INVERTER FED THREE PHASE INDUCTION MOTOR FOR CMV ANALYSIS USING FILTER

Hybrid PWM switching scheme for a three level neutral point clamped inverter

Analysis of Asymmetrical Cascaded 7 Level and 9 Level Multilevel Inverter Design for Asynchronous Motor

CONTROL SCHEME OF STAND-ALONE WIND POWER SUPPLY SYSTEM WITH BATTERY ENERGY STORAGE SYSTEM

A New Transistor Clamped 5-Level H-Bridge Multilevel Inverter with voltage Boosting Capacity

International Journal of Engineering Trends and Technology (IJETT) Volume 5 Number 7- Nov 2013

Harmonics Reduction in a Wind Energy Conversion System with a Permanent Magnet Synchronous Generator

Performance Analysis of modulation techniques for Induction motor fed by Diode-Clamped NPC Inverter

ADVANCED CONTROL TECHNIQUES IN VARIABLE SPEED STAND ALONE WIND TURBINE SYSTEM

Comparison of Multi Carrier PWM Techniques applied to Five Level CHB Inverter

STATCOM with FLC and Pi Controller for a Three-Phase SEIG Feeding Single-Phase Loads

CHAPTER 4 MODIFIED H- BRIDGE MULTILEVEL INVERTER USING MPD-SPWM TECHNIQUE

ISSN Vol.05,Issue.05, May-2017, Pages:

Three Phase Parallel Multilevel Inverter Fed Induction Motor Using POD Modulation Scheme

A New Multilevel Inverter Topology with Reduced Number of Power Switches

Development of Multilevel Inverters for Control Applications

Keywords Asymmetric MLI, Fixed frequency phase shift PWM (FFPSPWM), variable frequency phase shift PWM (VFPSPWM), Total Harmonic Distortion (THD).

Simulation and Analysis of ASCAD Multilevel Inverter with SPWM for Photovoltaic System

Keywords: Multilevel inverter, Cascaded H- Bridge multilevel inverter, Multicarrier pulse width modulation, Total harmonic distortion.

A NOVEL APPROACH TO ENHANCE THE POWER QUALITY USING CMLI BASED CUSTOM POWER DEVICES

Modified Multilevel Inverter Topology for Driving a Single Phase Induction Motor

INVERTERS TESTING WITH TMS320F28335 USING SIMULINK BLOCK MATHEMATICAL MODELS

Power Electronics Converters for Variable Speed Pump Storage

A New Cascaded Multilevel Inverter Fed Permanent Magnet Synchronous Motor By Using Sinusoidal Pulse Width Modulation

SVPWM Buck-Boost VSI

ISSN: International Journal of Science, Engineering and Technology Research (IJSETR) Volume 1, Issue 5, November 2012

DC Link Capacitor Voltage Balance and Neutral Point Stabilization in Diode Clamped Multi Level Inverter

Low Order Harmonic Reduction of Three Phase Multilevel Inverter

A Comparative Modelling Study of PWM Control Techniques for Multilevel Cascaded Inverter

International Journal of Advance Engineering and Research Development

COMPARISON STUDY OF THREE PHASE CASCADED H-BRIDGE MULTI LEVEL INVERTER BY USING DTC INDUCTION MOTOR DRIVES

Electrical Distribution System with High power quality Based on Power Electronic Transformer

Size Selection Of Energy Storing Elements For A Cascade Multilevel Inverter STATCOM

Power Quality Enhancement of Diode Clamped Multilevel Inverter Using Different Modulation Schemes

Series Parallel Switched Multilevel DC Link Inverter Fed Induction Motor

Modeling and Simulation of Induction Motor Drive with Space Vector Control

Transcription:

DOI 10.4010/2016.1387 ISSN 2321 3361 2016 IJESC Research Article Volume 6 Issue No. 5 Modelling and Simulation of Multilevel Inverter for Wind Energy Conversion System Interfacing to Grid Shashikant Ram 1, Sudhanshu Tripathi 2, Roshan Nayak 3 PG Scholar 1, Assist professor 2, 3 Department of Electrical Engineering SHIATS Allahabad, UP, India Abstract: Wind energy conversion systems (WECS) include a variety of non-linear power electronic devices which have a significant contribution towards harmonic emissions. Harmonic emissions are threat for electrical power quality. Hence, harmonic analysis and mitigation has become an integral part of WECS. Multilevel inverters have been widely used for harmonic mitigation with the added benefits of low switching stress and high voltage capability. Diode clamped multi-level inverter utilizes the diodes as the clamping device to clamp the dc bus voltage so as to achieve steps in the output voltage. The validity of the proposed topology has been verified by simulation, which may provide possibility for the wind power system to be integrated with medium voltage power grid without a step-up transformer. Keywords: Permanent Magnet Synchronous Generator (PMSG), Diode clamped multi level inverter, Phase disposition PWM, pitch angle control and diode rectifier 1. INTRODUCTION Wind is the renewable source of energy available in plenty. Wind energy is harnessed by WECS comprising a wind turbine, a generator, power electronic converter, the corresponding control system and the load or grid. Permanent magnet synchronous generators (PMSG) along with variable speed variable frequency operation are being widely used in low power application. It is most efficient as compared to the other machines, highly robust and easy maintenance due to the absence of slip ring and exciter system. The most standard way of implementing a grid connected PMSG WECS with variable speed variable frequency is using a two stage conversion: the first one a rectifier that is, an AC-DC stage and the second one an inverter that is, a DC-AC stage. The AC-DC stage consists of three phase bridge diode rectifier or thyristorised converter, followed by dc capacitance filter. Second stage consists of IGBT based inverter, which involves several control techniques.ac-dc converters are most suitable method to extract the AC power from the generator in variable speed operation. However, the use of these converters injects non-sinusoidal current with sinusoidal voltage into the system. In order to meet the demand for high voltage and high power, multilevel converters are used. Multilevel converters reducing the output voltage and current harmonic content, increase the output voltage, make output waveform closer to the sine wave. Additionally, the reduction of low frequency harmonics from the ac voltages at the different levels reduces the size of the ac inductance, and hence decreases overall expense of the system. Multilevel converters control output, frequency and voltage including the phase angle providing a fast response and autonomous control. This paper adopts double multi-level back to back converter structure, that is to say, generator side and load side converter. The maximum power tracking and generator stable operation is realized by using the phase disposition sinusoidal pulse width modulation. 2. SYSTEM DESCRIPTION AND MODELLING A. Model Of Wind Energy Conversion System The main components of a direct-drive permanent magnet synchronous generator (PMSG) wind turbine are the wind turbine and the PMSG. The wind turbine captures the power from the wind for the system, and the PMSG transforms the mechanical power into electric power. In this paper the basic principles of the electric power generation will be introduced, and the mathematical models of the wind turbine and the PMSG will be developed and analysed. Figure 1 shows the model of wind energy conversion system. Fig1: Model of WECS B. Modeling of Wind Turbines In order to investigate the effectiveness of the energy conversion in wind energy conversion systems, first the available energy stored in the wind needs to be determined. Actually, the energy in the wind can be treated as the kinetic energy of a large amount of air particles with a total mass, m, moving at a wind velocity V W. Assuming that all the air particles are moving at the same speed and direction before impacting the rotor blades of the wind turbine, the potential available kinetic energy stored in the wind can be expressed as following: (1) International Journal of Engineering Science and Computing, May 2016 5692 http://ijesc.org/

Where, E, is the kinetic energy of the moving air particles, and m is the total mass of the air particles, while, V W,is the velocity of the air particles (wind speed). (2) Where P m is Mechanical output power of the turbine (W),ρ is Air density (kg/m 3 ), A is Turbine swept area (m 2 ), V wind Wind speed (m/s), C p is Power coefficient of the turbine. λ Tip speed ratio of the rotor blade tip speed to wind speed. β is tip speed ratio. The power coefficient, Cp is defined as- Where (3) and coefficients C1 = 0.5176, C2 = 116, C3 = 0.4, C4 = 5, C5 = 21, and C6 = 0.0068. where, T aero is the aerodynamic torque, Ω m is the machine speed, J is the mechanical inertia of the wind turbine and generator, T e is the electromagnetic torque, and f is the friction coefficient. D. PMSG modeling The modeling of PMSG type electrical equipment is made through the following equations, represented by d-q reference frame. (8) Where V d and Vq are d and q components of stator voltages (V),i d and i q are d and q components of stator currents (A), R s is stator resistance (ohms), L d and L q are machine inductances (H) is the electrical speed (rad/s) is the magnetic flux (wb). (7) The electrical torque is obtained through the following equation- (9) Fig 2: CpVs Tip speed Ratio Curve Figure 2 shows the power coefficient with respect to tip speed ratio. It is observed that the Cp_max(λ,β) = 0.48 i.e maximum power coefficient value for λ = 8 and for β = 0 0. This value of λ opt results in optimal point where maximum power is captured from wind by the turbine. Fig 3: Wind Turbine Power Characteristic Figure 3 shows the wind turbine power characteristics obtained for various values of the wind tangential speed. It is observed that maximum power (active) is achieved through optimal wind speeds and not at high wind velocity. The wind turbine does not operate when the wind speed is less than the minimum speed because the captured wind energy is not enough to compensate the losses and operation cost. C. Drive train modeling. This element converts the mechanical torque and the machine speed. (4) (5) (6) (10) Where B is the rotor friction (kgm2/s),j is the rotor inertia (kgm2), ω ris rotor speed (rad/s).tm is the mechanical torque produced by wind (Nm).The machine dynamics can be simplified by assuming (Ld = Lq = 0). 3. MULTILEVEL INVERTER Multilevel inverter is based on the fact that sine wave can be approximated to a stepped waveform having large number of steps. The steps being supplied from different DC levels supported by series connected batteries or capacitors. The unique structure of multi- level inverter allows them to reach high voltages and therefore lower voltage rating device can be used. As the number of levels increases, the synthesized output waveform has more steps, producing a very fine stair case wave and approaching very closely to the desired sine wave. It can be easily understood that as motor steps are included in the waveform the harmonic distortion of the output wave decrease, approaching zero as the number of levels approaches infinity. Hence Multi-level inverters offer a better choice at the high power end because the high voltampere ratings are possible with these inverters without the problems of high dv/dt and the other associated ones. 4. MULTILEVEL INVERTER TOPOLOGIES The basic three types of multilevel topologies used are (1) Diode clamped multilevel inverters (2) Flying capacitors multilevel inverter or Capacitor clamped multilevel inverter International Journal of Engineering Science and Computing, May 2016 5693 http://ijesc.org/

(3) Cascaded inverter with separate dc source A. Diode Clamped Multilevel Inverter The first invention in multilevel converters was the so-called neutral point clamped inverter. It was initially proposed as a three level inverter. It has been shown that the principle of diode clamping can extended to any level. A diode clamped leg circuit is shown in Figure. The main advantages and disadvantages of this topology are: pair with the switches Sa1 to Sa9 lower leg of the same phase. The complementary switch pairs for phase A are (Sa1, Sa1 ), (Sa2, Sa2 ),(Sa3, Sa3 ),(Sa4, Sa4 ),(Sa5, Sa5 ),(Sa6, Sa6 ),(Sa7, Sa7 ),(Sa8, Sa8 ), ),(Sa9, Sa9 )and similarly for B and C phases. Clamping diodes are used to carry the full load current. Advantages: High efficiency for the fundamental switching frequency. The capacitors can be pre-charged together at the desired voltage level. The capacitance requirement of the inverter is minimized due to all phases sharing a common DC link. Disadvantages: Packaging for inverters with a high number of levels could be a problem due to the quadratically relation between the number of diodes and the numbers of levels. Intermediate DC levels tend to be uneven without the appropriate control making the real power transmission a problem. Uneven rating in the diodes needed for the converter. Fig. 5 Circuit Diagram of 3 Phase Ten Level Diode Clamped Inverter 6. PULSE WIDTH MODULATION Pulse Width Modulation refers to a method of carrying information on a train of pulses, the information being encoded in the width of the pulses. The pulses have constant amplitude but their duration varies in direct proportion to the amplitude of analog signal. PWM is the most popular method for producing a controlled output for inverters. They are quite popular in industrial applications. The modulation techniques used for high switching frequency PWM are; (1) Space vector modulation(svm) (2) Sinusoidal PWM Fig. 4 Diode Clamped Ten Level Inverter Some of the applications using Multilevel Diode Clamped converters are: An interface between High voltage DC transmission line and AC transmission line. High power medium voltage variable speed drives. Static VAR compensation 5. 10 -LEVEL DCMI A three-phase nine-level diode-clamped inverter is shown in fig.4. Each phase is constituted by 16 switches (eight switches for upper leg and eight switches for lower leg). Switches Sa1 through Sa8 of upper leg form complementary Fig 6.Sinusoidal pulse width modulation SINUSOIDAL PWM In this modulation technique there are multiple numbers of output pulses per half cycle and pulses are of different width. The width of each pulse is varying in proportion to the amplitude of a sine wave evaluated at the centre of the same pulse. Carrier Based Pulse width modulation (CBPWM) or SPWM technique has been extensively used, because it improves the harmonic spectrum of the inverter by moving the voltage harmonic components to higher frequencies The International Journal of Engineering Science and Computing, May 2016 5694 http://ijesc.org/

gating signals are generated by comparing a sinusoidal reference with a high frequency triangular signal. 7. SIMULATION AND RESULTS Wind energy conversion system simulink The modeling of wind turbine and PMSG is carried out in MATLAB to determine its parameters. Harmonics generate due to Power electronic converters and non linear load should be reduced.diode clamped multilevel inverter with for the wind energy system. Performance parameters are valuated for the proposed converter and the results are verified. Fig. 7 MATLAB Simulink model for Wind Energy Conversion System The result obtained from wind energy system is given below: RESULTS Fig. 8 Speed in rad/sec Fig. 9 Rotar speed of PMSG International Journal of Engineering Science and Computing, May 2016 5695 http://ijesc.org/

This is result obtained from rectifier output; Fig. 10 Output dc voltage of rectifier The grid side active power, reactive power, voltage and current is given below. Fig. 11 Grid side active and reactive power Fig. 12 Grid frequency International Journal of Engineering Science and Computing, May 2016 5696 http://ijesc.org/

Fig. 13 Grid side output voltage Fig. 14 grid side output current 8. CONCLUSION A diode clamped multilevel inverter is well suited for the current control of a DCMLI used as the grid interface of a higher power rated wind energy conversion system, since it has only a single dc source. The proposed fixed switching frequency control leads to an equal and uniform distribution of the switching stress among the various switches. It is shown that following the proposed gain calculation method ensures the operation of the DCMLI at the fixed frequency of the carrier. With the multicarrier level shifted current control, the net switching frequency increases and the ripple magnitude is reduced leading to a higher feed forward gain and hence better control characteristics. It is shown through simulation results that the available wind power can be controlled to feed the load real power with the balance real power being supplied from the grid. In addition to real power injection, the objective of load compensation is also achieved leading to a balanced, distortion free, unity power factor source current. The voltages across the capacitors of the DCMLI remain balanced under all conditions with the proposed control method. REFERENCES [1] J. S. Lai and F.Z. Peng Multilevel Converters A new breed of power converters IEEE Trans. Ind Applicant, Vol. 32, May/June 1996. [2] Jose Roderiguez, Jih-Sheng Lai and Fang Zheng Reng, Multilevel Inverters A survey of topologies,control, and applications,ieee Trans. On Ind.Electronics, vol No.[4], August 2002. [3] A. Nabae, I Takashashi, and H. Akagi, A new neutral point clamped PWM inverter, IEEE Trans. Ind Application Vol. No. IA-17,PP 518-523,Sept/oc 1981. [4] P.K.Chaturvedi, S. Jain, Pramod Agrawal Modeling, Simulation and Analysis of Three level Neutral Point CLAMPED inverter using matlab/simulink/power System Blockst [5] Bor-Ren Lin & Hsin Hung Lu A Novel Multilevel PWM Control Scheme of the AC/DC/AC converter for AC Drives IEEE Trans on ISIE, 1999. [6] B. R. Lin & H- H Lu multilevel AC/DC/AC Converter for AC Drives IEEE Proceding electronics Power application, Vol 146, No. 4, July 1999. [7] DAI Bin A new control scheme for voltage Source Inverter Without DC Link Capacitor Under Abnormal Input Voltage Conditions IEEE Tran.2009. [8] K. Arab tehrani, H. Andriasioharana, I. Rasonarivo & F.M. Sargos A Multilevel Inverter Model IEEE Trans. 2008. [9] Siriroj Sirisukprasert, Jih- Sheng Lai & Tina Hua Liu Optimum harmonics Reduction With A wide Range Of Modulation Indexes for Multilevel Converters IEEE Trans Ind Application Electronics,Vol 49, No. 4, August 2002. [10] G.Bhuvaneshwari and Nagaraju Multilevel inverters a comparative study vol.51 No.2 march april 2005. [11] A. M. Massoud, S.J. Finney and B.W. Williams Control Techniques for Multilevel Voltage Source Inverters IEEE proce. 2003. [13] B.R. Lin and H.H. Lu Multilevel AC/DC/AC converter for AC drives IEE E Proc. Electr. Power Application, Vol. 146, No. 4, July 1999. [12] Zaragoza, J.; Pou, J.; Arias, A.; Spiteri, C.; Robles, E.; and Ceballos, S.(2011). Study and experimental verification International Journal of Engineering Science and Computing, May 2016 5697 http://ijesc.org/

of control tuning strategies in a variable speed wind energy conversion system. Renewable Energy, 36(5),1421-1430. [13] Mansour, M.; Mansouri, M.N.; and Mmimouni, M.F. (2011). Study and control of a variable-speed wind-energy system connected to the grid.international Journal of Renewable Energy Research, 1(2), 96-104. [14] M. A. EL- Barky, S.H. Arafah Simulation and Implementation of Three Phase Three Level Inverter SICE july 25-27, 2001, Nagoya. [15] Cirrincione, M. Pucci, M.; and Vitale, G. (2011). Neural MPPT of variable speed wind generators with induction machines in a wide speed range. Proceedings in IEEE Conference on Energy Conversion Congress and Exposition, 857-864. [16] Heir. S. (1998). Grid integration of wind energy conversion systems.newyork: John Wiley and Sons Inc. [17] Muhando, B.; Senjyu, T.; Kinjo, H.; and Funabashi, T. (2009). Extending the modeling framework for wind generation systems: RLS-based paradigm for performance under high turbulence inflow. IEEETransactions on Energy Conversion, 24(1), 211-221. International Journal of Engineering Science and Computing, May 2016 5698 http://ijesc.org/