Control and Implementation of Solar Photovoltaic-Fuel Cell with Dual Ultra Capacitor Hybrid System

Similar documents
Modeling Comparision Of Solar Pv/ Fuelcell/Ultra Capacitor Hyrbrid System For Standalone And Grid Connected Application

Design and Control of Hybrid Power System for Stand-Alone Applications

Hybrid Three-Port DC DC Converter for PV-FC Systems

Control of PV-FC-Battery-SC Hybrid System for Standalone DC load

Analysis of Grid Connected Solar Farm in ETAP Software

BIDIRECTIONAL DC-DC CONVERTER FOR INTEGRATION OF BATTERY ENERGY STORAGE SYSTEM WITH DC GRID

Multi-Port DC-DC Converter for Grid Integration of Photo Voltaic Systems through Storage Systems with High Step-Up Ratio

A.Arun 1, M.Porkodi 2 1 PG student, 2 Associate Professor. Department of Electrical Engineering, Sona College of Technology, Salem, India

Development of Novel Connection Control Method for Small Scale Solar - Wind Hybrid Power Plant

EFFICIENT GRID CONNECTED INVERTER TO OVERCOME THE LOAD DISTURBANCE IN HYBRID ENERGY STORAGE SYSTEM

Hybrid Energy Powered Water Pumping System

Modelling of PV Array with MPP Tracking & Boost DC-DC Converter

PI Controller for Energy Management System in Hybrid Electric Ship S.Saravana, S.Naveen Prabhu, P.Lenin Pugalhanthi

Power Management in a Standalone Solar/ Fuel cell/ Battery Hybrid Power system

Design and Simulation of Grid Connected PV System

APPLICATION OF BOOST INVERTER FOR GRID CONNECTED FUEL CELL BASED POWER GENERATION

Design and Implementation of Non-Isolated Three- Port DC/DC Converter for Stand-Alone Renewable Power System Applications

Simulation Analysis of Closed Loop Dual Inductor Current-Fed Push-Pull Converter by using Soft Switching

Maximum Power point Tracking in Hybrid Photo-voltaic and Wind Energy Conversion System

Dynamic Modelling of Hybrid System for Efficient Power Transfer under Different Condition

International Journal of Advanced Research in Electrical, Electronics and Instrumentation Engineering. (An ISO 3297: 2007 Certified Organization)

INTEGRATION OF BATTERY ENERGY STORAGE SYSTEM BASED PV POWER PLANT INTO GRID

Behaviour of battery energy storage system with PV

A Novel GUI Modeled Fuzzy Logic Controller for a Solar Powered Energy Utilization Scheme

Power Management with Solar PV in Grid-connected and Stand-alone Modes

Design Modeling and Simulation of Supervisor Control for Hybrid Power System

INTERNATIONAL JOURNAL OF ELECTRICAL ENGINEERING & TECHNOLOGY (IJEET)

Design of Active and Reactive Power Control of Grid Tied Photovoltaics

Power Flow Management and Control of Hybrid Wind / PV/ Fuel Cell and Battery Power System using Intelligent Control

A Study of Suitable Bi-Directional DC-DC Converter Topology Essential For Battery Charge Regulation In Photovoltaic Applications

Fuel Cell Systems for Telecommunications

Research on PV and battery control system with energy management technology in stand-alone DC micro grid

Figure 1 I-V characteristics of PV cells. Meenakshi Dixit, Dr. A. A. Shinde IJSRE Volume 3 Issue 12 December 2015 Page 4687

Integration of Photovoltaic-Fuel Cell Scheme for Energy Supply in Remote Areas

Increasing the Battery Life of the PMSG Wind Turbine by Improving Performance of the Hybrid Energy Storage System

Isolated Bidirectional DC DC Converter for SuperCapacitor Applications

Integration of Ultra-Capacitor Using Bidirectional Converter with RES Applications

Design and Simulation of a Solar Based DC-DC Converter for Hybrid Electric Vehicles

POWER MANAGEMENT AND CONTROL FOR HYBRID PV/BATTERY DC MICROGRID

EMS of Electric Vehicles using LQG Optimal Control

An Improved Powertrain Topology for Fuel Cell-Battery-Ultracapacitor Vehicles

DESIGN AND ANALYSIS OF CONVERTER FED BRUSHLESS DC (BLDC) MOTOR

Implementation of FC-TCR for Reactive Power Control

NOVEL MODULAR MULTIPLE-INPUT BIDIRECTIONAL DC DC POWER CONVERTER (MIPC) FOR HEV/FCV APPLICATION

Energy Management and Control for Grid Connected Hybrid Energy Storage System under Different Operating Modes

Simulation Modeling and Control of Hybrid Ac/Dc Microgrid

DYNAMIC BRAKES FOR DC MOTOR FED ELECTRIC VEHICLES

Design of Four Input Buck-Boost DC-DC Converter for Renewable Energy Application

Dynamic Behaviour of Asynchronous Generator In Stand-Alone Mode Under Load Perturbation Using MATLAB/SIMULINK

NOVEL VOLTAGE STABILITY ANALYSIS OF A GRID CONNECTED PHOTOVOLTIC SYSTEM

Polarization Curve/VI Characteristics of Fuel Cell using MATLAB/Simulink

CONTROL AND IMPLEMENTATION OF A STANDALONE SOLAR PHOTOVOLTAIC HYBRID SYSTEM

Intelligent Control Algorithm for Distributed Battery Energy Storage Systems

Ahmet Aktas, Koray Erhan, Engin Ozdemir, Sule Ozdemir. University of Kocaeli, Kocaeli

Battery-Ultracapacitor based Hybrid Energy System for Standalone power supply and Hybrid Electric Vehicles - Part I: Simulation and Economic Analysis

Synthetically Control of a Hybrid PV/FC/SC Power System for Stand-Alone Applications

A Novel DC-DC Converter Based Integration of Renewable Energy Sources for Residential Micro Grid Applications

Modelling of a Standalone Photovoltaic System with Charge Controller for Battery Energy Storage System

Implementation of Bidirectional DC-DC converter for Power Management in Hybrid Energy Sources

Modeling and Simulation of Multi-input Bi-directional Boost Converter for Renewable Energy Applications using MatLab/Simulink

The hierarchical three layer protection of photovoltaic generators in microgrid with co-ordinated droop control for hybrid energy storage system

Control Scheme for Grid Connected WECS Using SEIG

Design of High Performance and High Efficiency DC-DC Converter for Hybrid Electric Vehicles

Implementation Soft Switching Bidirectional DC- DC Converter For Stand Alone Photovoltaic Power Generation System

Page 1393

Analysis of a Hybrid Energy Storage System Composed from Battery and Ultra-capacitor

Design of Three Input Buck-Boost DC-DC Converter with Constant input voltage and Variable duty ratio using MATLAB/Simulink

SOLAR PHOTOVOLTAIC ARRAY FED WATER PUMP RIVEN BY BRUSHLESS DC MOTOR USING KY CONVERTER

A Novel Hybrid Smart Grid- PV-FC V2G Battery Charging Scheme

FAULT ANALYSIS OF AN ISLANDED MICRO-GRID WITH DOUBLY FED INDUCTION GENERATOR BASED WIND TURBINE

Development and Analysis of Bidirectional Converter for Electric Vehicle Application

HOMER OPTIMIZATION BASED SOLAR WIND HYBRID SYSTEM 1 Supriya A. Barge, 2 Prof. D.B. Pawar,

PLUGGING BRAKING FOR ELECTRIC VEHICLES POWERED BY DC MOTOR

Energy Management System Control for a Hybrid Non-conventional Energy Sources using Hysteresis Switching Algorithm

MPPT Control System for PV Generation System with Mismatched Modules

INTERNATIONAL JOURNAL OF PURE AND APPLIED RESEARCH IN ENGINEERING AND TECHNOLOGY

Available online at ScienceDirect. Procedia Engineering 170 (2017 )

Modeling Improved Behavior in Stand-Alone PV Systems with Battery-Ultracapacitor Hybrid Systems

Power Electronics Projects

Modelling and Control of Ultracapacitor based Bidirectional DC-DC converter systems PhD Scholar : Saichand K

Design and Development of Bidirectional DC-DC Converter using coupled inductor with a battery SOC indication

IJREE - International Journal of Research in Electrical Engineering ISSN:

ENERGY MANAGEMENT FOR HYBRID PV SYSTEM

DESIGN A HYBRID WIND GENERATOR FOR GRID INTEGRATION AND MEMORY MANAGEMENT

[Patil, 7(2) April-June 2017] ISSN: Impact Factor: 4.015

1. RENEWABLE ENERGY I.SOLAR ENERGY PROJECT TITLES WE CAN ALSO IMPLEMENT YOUR OWN CONCEPT/IDEA

Design of Net Meter for Off Grid Microgrid

Single Stage Grid Interactive Photovoltaic System

POWER QUALITY IMPROVEMENT BASED UPQC FOR WIND POWER GENERATION

Providing Energy Management of a Fuel Cell-Battery Hybrid Electric Vehicle Fatma Keskin Arabul, Ibrahim Senol, Ahmet Yigit Arabul, Ali Rifat Boynuegri

Sensor less Control of BLDC Motor using Fuzzy logic controller for Solar power Generation

INTERNATIONAL JOURNAL OF ENGINEERING SCIENCES & RESEARCH TECHNOLOGY

International Journal Of Global Innovations -Vol.2, Issue.I Paper Id: SP-V2-I1-048 ISSN Online:

International Conference on Advances in Energy and Environmental Science (ICAEES 2015)

Novel Design and Implementation of Portable Charger through Low- Power PV Energy System Yousif I. Al-Mashhadany 1, a, Hussain A.

Modelling and Simulation of DFIG based wind energy system

A STUDY ON ENERGY MANAGEMENT SYSTEM FOR STABLE OPERATION OF ISOLATED MICROGRID

Design of Power System Control in Hybrid Electric. Vehicle

Simulation of Photovoltaic Cell with Back up Battery Storage System Using Matlab

Performance Analysis of Bidirectional DC-DC Converter for Electric Vehicle Application

Transcription:

Control and Implementation of Solar Photovoltaic-Fuel Cell with Dual Ultra Capacitor Hybrid System I B.Dhivya, II D.Santhosh Kumar I PG Scholar, Dept. of Electrical and Electronics Engineering, Vivekanandha institute of Engineering and Technology for Women, Tiruchengode, District Namakkal II Assistant Professor, Dept. of Electrical and Electronics Engineering, Vivekanandha Institute of Engineering and Technology for Women, Tiruchengode, District Namakkal Abstract This project presents a hybrid system comprise of Photovoltaic (PV), Battery, Ultra capacitor (UC), Fuel Cell (FC) to meet isolated DC load demand. The PV is the primary energy source, fuel cell is the auxiliary power source where as battery and Super capacitor both are considered for their different power density to supply transient and steady load respectively. Fuel cells are an attractive option because of high efficiency, modularity and fuel flexibility; however, one main week point is their slow dynamics. The sources in this hybrid system complement each other very well against environmental variations and load variations. Of the many storage systems the use of ultra capacitor gives advantage of absorbing and contributing to power transients quickly and efficiently. To increase the reliability of the system source Fuel cell has been chosen to keep the battery fully charged. The battery sources are connected to DC bus by DC-DC converters. A power flow control strategy adapts their variable DC voltage to Bus voltage by means of these converters. In this work, Fuel cell is chosen to work for a limited period. This will avoid the over sizing of the Fuel cell and limit the operational cost of the system. In this paper, the structure of the hybrid power system is described, and control strategies for power management of the hybrid power system are discussed. The proposed hybrid power system is then verified by numerical simulation. The whole energy management principle has been validated in MATLAB/SIMUINK with variable load demand and solar radiation profile. Keywords Photovoltaic Cells, Fuel Cells, Battery, Ultra Capacitor, MPPT, Hybrid System, Four Leg Voltage Source Converter I. Introduction At present the power demand is mainly met by the energy from conventional fossil fuels which will be depleted after few years. There is a necessity to conserve the fossil fuel resources for further uses because of increasing energy demand. Due to increased green house gas emissions from the power plants and industries that make use of fossil fuels, the climatic conditions are worsened. This necessitates the use of renewable or alternate energy sources to meet the increasing power demand which are known to cause less pollution. Photovoltaic (PV) cells are semiconductor p-n junction devices produce DC power directly using energy from sunlight. The PV power system operates without noise and requires no maintenance as compared to other renewable energy sources. Since the solar irradiation on earth is intermittent, hybridizing PV system with other source is necessary to provide continuous and reliable supply of electricity. Fuel cells (FC) supply constant DC power by converting chemical energy to electrical energy. Wind energy has complementary profiles with solar energy but it can be effectively extracted only in the regions where enough wind is available and its installation cost is high. Battery as a storage device is less reliable if used with solar energy systems. Hence the fuel cell is the alternative source for backup when the standalone residential loads are considered. As long as the fuel (hydrogen and oxygen) is available, fuel cell keeps generating DC electricity with an efficiency of about 60%. A stand alone system consisting of fuel cell as the major energy source and super capacitor as the storage device. The DC-DC converters are not used at the source side in this proposed system. The voltage and phase angle control strategy is used to control the inverter operation. The super capacitor bank can successfully compensate for load and source side variations and transients as it has a high power density. The load tracking was done using sensors and fuel rate control within the fuel cell model. In this project, the photovoltaic array and fuel cell system were hybridized along with super capacitor to provide continuous power supply. The comparison made between the different types of fuel cells shows that the proton exchange membrane fuel cell (PEMFC) is appropriate for standalone applications and power levels considered. A complex control structure for the same hybrid system is proposed in which additional power was stored in ultra capacitor and hydrogen electrolyzer and excess power is given to variable dump load. Many researchers have compared the maximum power point tracking (MPPT) techniques for photovoltaic systems and found that incremental conductance algorithm is accurate and efficient. The inverter output voltage consists of harmonics. The filters are necessary to achieve a sinusoidal output voltage. In a standalone system when the load power suddenly changes, the voltage at the source falls and frequency will be disturbed. Hence a control strategy has to be developed to regulate voltage and frequency of the system so as to maintain the system stable and safe. The different techniques are reported to manage the power in a hybrid system. In this work, the hybrid system uses PV array and fuel cell along with super capacitor bank to supply or absorb load transients. In this isolated hybrid system, the super capacitor bank is directly connected to the DC bus. This work aims to develop simpler control strategies for power management as compared to the existing literatures. The control system comprises of MPPT controller for PV system, controller for fuel cell system for power management and inverter controller to regulate voltage and frequency. Many researchers have focused their study on control of hybrid system of photovoltaic-super capacitor-battery based hybrid energy system and fuel cell-battery-super capacitor based hybrid energy system to supply hybrid vehicles type load. They have implemented flatness based control strategy and classical PI controller based control to study photovoltaic-fuel cell-super 54

capacitor hybrid energy system respectively. In this project hybrid photovoltaic-fuel cell-battery-super capacitor system has been chosen for the application of standalone DC load isolated from the utility grid. It can be a critical load located in remote areas, telecom load, ATM, hospital, military establishment etc. Battery and super capacitor both as the storage device make the system able to supply all type of loading condition. Whereas photovoltaic and fuel cell, being the main sources try to keep the storage devices charged to desired level. In this study, a new control strategy has been proposed for fuel cell system. Fuel cell is only used to charge battery when battery state of charge reaches below its specified minimum state of charge limit, which will reduce fuel usage by reducing fuel cell running period, thus reducing system operational cost. II. System Representation The hybrid power system comprises a PV panel, a fuel cell stack, a ultra capacitor, which are connected to the same DC voltage bus through appropriate dc-dc power converters and controls. Fig. 1 illustrates the structure of the proposed hybrid power system. There are two main sources of energy: PV panel and fuel cell stack. Although the battery is an energy storage device, it is also a source of energy when the load demands excess energy. The PV panel provides as much power as possible to the load. The function of the fuel cell is to supply to the load the rest of the average power that the PV panel cannot meet. Suitable power converters are used to connect the power sources to a common DC-bus. The currents and voltages are monitored continually and through proper power management subsystem power flow is monitored. Fig. 2 : Circuit schematic of the photovoltaic power subsystem A boost converter, as shown in Fig. 3, is selected to adapt the low DC voltage output from the fuel cell stack to the regulated bus voltage. The power stage of the fuel cell converter consists of a main switch S1, a Schottkey diode D1, a high frequency inductor L1, and a filtering capacitor C1. A diode D0 is used to prevent the current from flowing back to the fuel cell stack since the reverse current might damage the stack. The boost converter is driven by a PWM generator. Due to the low current operation, MOSFET switches are chosen for the boost converter. Switch S2 is a shutdown device for security purpose in case that there is a short-circuit fault in the circuit or a device failure. Fig. 3 : Circuit schematic of the fuel cell power subsystem. Fig.1 : Structure of the hybrid PV-fuel cell-ultracapacitor power system Fig. 2 illustrates the circuit schematic of the PV power subsystem. The PV panel powers the load and charges the battery through a boost converter which acts as a maximum power point tracker. A diode D1 is used to prevent the current from flowing back to the PV panel since the reverse current might damage the panel. The boost converter is driven by a PWM generator and is controlled by a digital controller. The battery is directly connected to the voltage bus. The power may flow through the battery in both directions. The charging current is regulated by controlling the bus voltage. This is achieved eventually by regulating the PV source and the fuel cell source. III. PV SYSTEM MODEL, MPPT In PV system many cells are connected in series and parallel to provide the desired output terminal voltage and current. This PV system exhibits a nonlinear I-V characteristic and is modeled as a current source across a diode [6]-[8]. The parameters used in the mathematical modeling of the PV system and the governing equations are expressed as below. I=I PV -I o [exp(v+r s I/V t a)-1]- V+R s I/R P (1) where, IPV is current due to incident light Io is reverse saturation current Vt thermal voltage of array a ideality factor Rs series resistance RP parallel resistance 55

FC output voltage is the sum of Nernst instantaneous voltage and the ohmic voltage drop, V cell = E +Ƞ ohmic (6) Where, E = N 0 [E 0 +RT/2F log[p H2 O2 / P H2O ]] (7) Fig.4 : Photovoltaic model Since the solar insolation varies with time and other environmental factors the operating point of the PV should be adjusted to track maximum power. V. Ultracapacitor Modeling The classical equivalent circuit of a UC unit[11][12],consists of a capacitance (C), an equivalent series resistance (ESR, R) which represents the charging and discharging resistance and an equivalent parallel resistance (EPR, R) which models self discharging losses. The electrical equivalent diagram is given in Fig. 5. IV. DYNAMIC MODELING OF A PEMFC The relationship between the molar flow of any gas (hydrogen) through the valve and its partial pressure inside the channel can be expressed as, q H2/ p H2= k an/ H2= K H2 (2) Then, the net hydrogen flow can be written as sum of hydrogen input flow, hydrogen output flow and hydrogen flow during the reaction as, q in out - q H2 =RT/Van ( H2 H2 - q H2r ) (3) According to the electrochemical relationship between the hydrogen flow and FC system current, the flow rate of reacted hydrogen is given by, q r H2 = N 0 I FC / 2F = 2K r I FC (4) Fig.6 : Electrical equivalent of Ultra capacitor VI. Control Strategies For Power Electronic Converters 1. Photovoltaic MPPT Control PV power system makes use of MPPT controller to deliver the maximum power produced to the load all the time under varied insolation and temperature conditions. PV modules have relatively low conversion efficiency; hence MPPT controller is necessary for the solar PV systems. MPPT control is accomplished using DC-DC boost converter. Among the MPPT techniques proposed in the literatures, the most widely used ones are incremental conductance algorithm (IC) and perturb and observe algorithm (P&O). Many researchers have implemented and compared both the algorithms and have found that implementation of P&O algorithm is simple. But, the output oscillates about the MPP and hence less efficient as compared to the incremental conductance algorithm [9, 10]. According to IC algorithm, dl/dv = -I/V at MPP as shown in Fig. 7. Also compared to than P&O method, this algorithm can track power rapidly for changing irradiance conditions with accuracy [10, 11]. This method considers the fact that the ratio of change in output conductance is equal to the negative of the output conductance at MPP. Fig. 8 shows the block diagram implementation of IC algorithm in MATLAB/Simulink. Fig.5 : Dynamic modeling of PEMFC Using (2) and (4), and applying Laplace transform, the hydrogen partial pressure can be obtained as, P H2 = 1/K H2 / 1+τ H2 S (q H2 in 2k r I FC ) (5) Same can be obtained for water and oxygen partial pressures. The 56

Fig. 7 : P-V curve of a PV cell The sudden variations of load are common in stand-alone systems. In this paper, supercapacitor is used to supply or absorb transient power due to load variations. Supercapacitor is a device with high power density, small time constants and can absorb or supply high power within a short interval of time. Here supercapacitor bank is connected to the DC bus directly, as it can respond to transients without converter [2]. When the transients in the load appear, the supercapacitor supplies the power to match the load and to keep the system safe. When the PV power exceeds the load demand; supercapacitor absorbs the additional power from the PV system. VII. Conclusion This work presents an optimal energy management control strategy of PV-FC-Battery-SC hybrid system using PEM FC as auxiliary power source which will operate only for a small period. In FC, fuel cost is much higher compare to other sources running cost. It contributes a large amount in system cost value. Only by reducing the use and size, the annualized cost of FC system can be reduced. This criterion has been considered in the proposed energy management strategy. The main advantage of the proposed system is having less switching losses and reduces the harmonics. The simulation results show the reliability of power supply and reduced fuel usage. This control strategy can be extended to any type of DC load pattern. The simulation results shows that classical PI controller based control strategy for hybrid system not only supplies the load, but also keep battery and SC almost fully charged and reduces FC usage by reducing FC running period. Fig.8 : Block diagram of IC algorithm in MATLAB/Simulink 2. Current Control Strategy For Power Balance Solar energy being intermittent in nature, cannot meet the load demand alone. So when it is not able to supply the entire load demand, the additional power has to be supplied by the fuel cell system. The control strategy using current control technique for boost converter of fuel cell is shown in Fig. 8. The load current (RMS value) is taken as the reference and the total current generated from fuel cell and PV source is compared with the reference. The PI controller functions as current controller generating the duty cycle to compensate the mismatch in demand and generation. The PWM generator produces gate pulses depending on the duty cycle and the output power of fuel cell is controlled. Fig. 9. Current control strategy for power balance References [1] Z.Jiang Power Management of Hybrid Photovoltaic-Fuel Cell Power System, Proc. of IEEE Power Engineering. Society General Meeting,Montreal Quebec,Canada 2006. [2] A.Naik,R.Y.Udaykumar and V.Kole, Power management of a hybrid PEMFC-PV and Ultra capacitor for standalone and grid connected applications,proc. of IEEE Int. Conf. Power Electron. Drives and Energy Sys.(PEDES),2012,pp. 1-5. [3] M. Uzunoglu, M. S. Alam, Dynamic Modeling, Design, and Simulation of a combined PEM Fuel Cell and Ultracapacitor System for Stand- Alone Residential Applications, IEEE Transactions on Energy Conversion, Vol. 21, No. 3, pp. 767 775, 2006. [4] N. Femia, Optimization of Perturb and observe Maximum Power Point tracking Method, IEEE Trans. Power Electronics, Vol. 20, pp. 963-973, July 2005. [5] Z. Jiang, L. Gao, R. Dougal, Flexible Multiobjective Control of Power Converter in Active Hybrid Fuel Cell/ Battery power Sources, IEEE Transactions on Power Electronics, Vol. 20, No. 1, pp. 244-253, Jan 2005. [6] M. Uzunoglu, M. S. Alam, Dynamic Modeling, Design, and Simulation of a combined PEM Fuel Cell and Ultracapacitor System for Stand- Alone Residential Applications, IEEE Transactions on Energy Conversion, Vol. 21, No. 3, pp. 767 775, 2006.. [7] Mangipudi Sreedevi, Carmel Tensy Pereira and Jyothi Bojjamma K., Simulation Model of a Hybrid Photo Voltaic/Fuel Cell/ Ultra-Capacitor System for Stand Alone Applications, International Journal of Engineering Research & Technology, Vol. 4, No. 06, 2015. 57

[8] Guiting Xue, Yan Zhang and Dakang Zhu, Synthetically Control of a Hybrid PV/FC/SC Power System for Stand- Alone Applications Research Journal of Applied Sciences, Engineering and Technology, Vol. 5, No. 5, pp. 1796-1803. [9] Zineb Cabrane, Mohammed Ouassaid, Mohamed Maaroufi, Integration of Supercapacitor in Photovoltaic Energy Storage: Modeling and Control, International Conference on Renewable and Sustainable Energy (IRSEC), 2014. [10] Samson, T. G., Underland, T. M., Ulleberg, Q., and Vie, P. J. S., Optimal load sharing strategy in a hybrid power system based on PV/fuel cell/battery/super capacitor, Proceedings of the 2009 International Conference on Clean Electrical Power, pp. 141 146, Italy, 9 11 June 2009. [11] Jayalakshmi N. S. and Gaonkar, D. N., Modeling and Performance Analysis of Grid Integrated Hybrid Wind and PV Based DG System with MPPT Controllers. International Journal of Distributed Energy Resources and Smart Grids, Technology and Science Publishers, Germany, 10(2), 2014, pp. 115-131. 58