Matlab/Simulink Based Modelling and Simulation of Residential Grid Connected Solar Photovoltaic System

DOI : 10.17577/IJERTV3IS031678

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Matlab/Simulink Based Modelling and Simulation of Residential Grid Connected Solar Photovoltaic System

L Siva Chaitanya Kumar1

PG Student

Department of Electrical Engineering Andhra University College of Engineering (A)

Visakhapatnam, Andhra Pradesh, India.

K Padma2

Assistant Professor Department of Electrical Engineering

Andhra University College of Engineering (A) Visakhapatnam, Andhra Pradesh, India.

Abstract- Solar energy maintains life on the earth and it is an infinite source of clean energy. Over fifty years, numerous studies have been performed on different design aspects and performance characteristics of Photovoltaic (PV) cells with a common goal of producing fully integrated PV modules to compete with the traditional energy sources. There is an increasing trend for the use of solar cells in industry and domestic appliances because solar energy is expected to play significant role in future smart grids as distributed renewable source. This reviews the generalized mathematical modelling and simulation of Solar Photovoltaic System. One-diode equivalent circuit is employed in order to investigate I-V, P-I and P-V characteristics of a 170W Mitsubishi solar module Perturb and Observe MPPT algorithm, Step up DC-DC transformer, PMDC motor and a Single phase grid tied inverter using MATLAB/Simulink.

Keywords Boost Converter, Choppers, DC-AC Converter DC-DC Converter, Grid, Inverter, Maximum Power Point (MPP), Maximum Power Point Technique (MPPT), Perturb and Observe (P&O), Pulse Width Modulation (PWM), Solar Photo-voltaic System (PV), Photo-voltaic modelling, Standard Test Condition (STC), Step up DC Transformer, Matlab/Simulink R2013a.

  1. INTRODUCTION

    Among the renewable energy resources, the energy due to the photovoltaic (PV) effect can be considered the most essential and prerequisite sustainable resource because of the ubiquity, abundance, and sustainability of solar radiant energy.

    Regardless of the intermittency of sunlight, solar energy is widely available and is free. Recently, Photovoltaic system is recognized to be in the forefront in renewable electric power generation. It can generate direct current electricity without environmental impact and contamination when exposed to solar radiation. Being a semiconductor device, the PV system is static, quiet, free of moving parts, and has little operation and maintenance costs. Application of Photovoltaic as electrical energy source shows increasing trend both in implementation on spread area over the world and in capacity of plant. This trend is triggered by many factors such as the increasing of fossil fuel cost and declination of production cost per kW electric from Photovoltaic and also technology

    development that cause the Photovoltaic power conversion more efficient [1].

    PV module represents the fundamental power conversion unit of a PV generator system. The output characteristics of a PV module depend on the solar insolation, the cell temperature and the output voltage of the PV module. Owing to changes in the solar radiation energy and the cell operating temperature, the output power of a solar array is not constant at all times. Consequently, during the design process of PV array powered systems; a simulation must be performed for system analysis and parameter settings. Therefore an efficient user friendly simulation model of the PV arrays is always needed. The PV array model proposed in this paper is a circuitry based model to be used with Simulink.

    Since PV module has nonlinear characteristics, it is necessary to model it for the design and simulation of maximum power point tracking (MPPT) for PV system applications. Photovoltaic generation system can either be operated in isolated system or be connected to the grid to form integrated system, and with other electrical renewable energy source can form distributed renewable energy generation [9] as shown in figure 1.

    Figure 1. Residential Grid tied PV System

    Other aspect concerning to application of photovoltaic as a part of distributed generation is the power quality resulted from their operation, especially for voltage unbalance and

    harmonics. Trend application of some single phase PV inverters and its PV array connected together to supply three phase system as alteration of high capacity centralized three phase PV inverter can be a factor that effect to unbalance grid voltage due to diversity of irradiance among array.

  2. PV MODULE MATHEMATICAL MODELLING

    1. Solar cell

      A Solar cell (also called a Photo-Voltaic cell) is an electrical device that converts the electrical energy of light directly into electricity as in figure 2 and figure 3.

      A typical silicon PV cell is composed of a thin wafer consisting of an ultra-thin layer of phosphorus-doped (N-type) silicon on top of a thicker layer of boron-doped (P-type)

      silicon. An electrical field is created near the top surface of

      Where,

      (Ideal solar cell) (1)

      (2)

      (3)

      (4)

      (Practical solar cell)

      (5)

      the cell where these two materials are in contact, called the P- N junction. When sunlight strikes the surface of a PV cell, this electrical field provides momentum and direction to light- stimulated electrons, resulting in a flow of current when the solar cell is connected to an electrical load. Regardless of size, a typical silicon PV cell produces about 0.5-0.6 volt DC under open circuit, no-load conditions. The current (and power) output of a PV cell depends on its efficiency and size (surface area), and is proportional to the intensity of sunlight striking the surface of the cell. For example, under peak sunlight conditions, a typical commercial PV cell with a surface area of 1.580*0.800 square metres will produce about 170W peak power.

      If the sunlight intensity were 40 percent of peak, this cell would produce about 67W [1].

      R

      Figure 2. PV module configurations in a PV plant

    2. Mathematical modelling of a solar cell

      The mathematical modelling describing the figure 2 and figure 3 of a solar cell is given as:

      Figure 3. Equivalent circuit of a Solar cell

      Iph is photon generated current (A) I is Load current (A)

      Id is diode current (A)

      Isat is saturation current of Diode (A) V is Forward Voltage (V)

      q is electron Charge (1.60217646 e-19 Coulomb) A is diode ideality factor )

      K is Boltzmann constant (1.3806503 e-23 J/K)

      VT is the diode thermal voltage

      S is solar irradiation (Watt per square meters) T is Temperature [Kelvin]

      RS is Series resistance () RP is Shunt resistance ()

      The equation for a single diode equivalent equation for a solar cell under illumination is given in equation (2).

      Using solar cell equations (1), (2) and (3), model of PV module is built in Simulink. The model of a solar cell is shown in Figure 2 which is coded to obtain a PV module.

      1. Light generated current

        The short circuit current (Isc) is the current value that occurs when the voltage is zero (V=0). The Isc is equivalent to the photo generated current (Iph) unless the series resistance is high and there is a significant amount of leakage current flowing through the shunt resistance.

      2. Open circuit voltage

        The open circuit voltage (Voc) is a measure of the voltage across the PV module terminal when the leads are left open (I=0). It can be expressed as

        (6)

      3. Fill factor

        The Fill factor (FF) is the ratio of maximum power output to the product of short circuit current (Isc) and open circuit voltage (Voc).

      4. Efficiency

      The efficiency of the solar module can be calculated from the equation

      (8)

    3. Solar modules and Arrays

      Due to the low voltage of an individual solar cell (typically 0.5-0.6V), several cells are wired in series in the manufacture of a "laminate". The laminate is assembled into a protective weatherproof enclosure, thus making a photovoltaic module or solar panel.

      Modules may then be strung together into a photovoltaic array.

      Figure 4. Photovoltaic cell, module, arrays and panels.

    4. Specifications of MITSUBISHI PV-Module

      Model name

      MITSUBISHI

      PV-MF170EB3170WP

      Cell type

      Polycrystalline silicon 150mm square

      No. of cells

      50 in series

      Maximum Power rating

      (Pmax)

      170W

      Warranted minimum Pmax

      161.5W

      Open circuit voltage (Voc)

      30.6V

      Short circuit current (Isc)

      7.38A

      Maximum Power

      Voltage(Vmp)

      24.6V

      Maximum Power Current (Imp)

      6.93A

      Dimensions

      1580*800*46mm (62.2*31.5*1.8)

      Weight

      15.5kg

      Module efficiency

      13.5%

    5. Characteristics of a PV cell

      Figure 5. Current Vs Voltage curve at STC

      Figure 6. Power Vs Voltage curve at STC

      Figure 7. Power Vs Current curve at STC

    6. P-V, I-V and P-I characteristics of a MITSUBISHI PV-

    MF170EB3170WP under different climatic conditions

    1. Impact of Solar irradiation

      Change in Irradiance affects the photon generated current, corresponding change on the open circuit voltage is less. The short circuit current (Isc) is directly proportional to the solar insolation (Irradiation). Thus, the change in photon generated current by the variation in irradiance is given by,

      (9)

      Where

      S is the Irradiation (W/m2)

      Sr is the Irradiance at STC (1000W/m2) Iscr is the short circuit current at STC (A)

      Cutting the Irradiance in half, for instance, leads to drop in Isc by half. Decreasing irradiance also reduces Voc, but it does so follows a logarithmic relationship that results in a relatively modest changes of Voc. The relationship may be described as follows:

      (10)

      (11)

      lead to an early degradation of the module encapsulation. PV systems in general, perform the best on normal, clear days than hot ones. To forecast the PV module I-V and P-V characteristics on temperatures other than the standard test condition, one needs temperature coefficients from datasheet for the module used.

      The Change of temperature has an effect on the performance of the PV module according to the following equations

      (12)

      (13)

      (14)

      (15)

      (16)

      (17)

      (18)

      Figure 8. Power vs voltage curve

      Figure 9. Power vs current curve

      Figure 10. Current vs voltage curve

      Figure 8, Figure 9 and Figure 10 demonstrate the results of the generated curves at different irradiation values related to the STC (T=25C). Ki and Kv are obtained from the datasheet as 0.057%/C and -0.346%/C, respectively.

    2. Impact of temperature

    Further temperature variation also affects the open circuit voltage, corresponding short circuit current change is less. For almost all PV devices, high operating temperatures significantly reduce their voltage output. On the other hand their current increase with temperature, but only slightly, so the net result is a decrease in power and efficiency. If modules are exposed to high temperatures for a long time, this may

    Figure 11. Current vs voltage curve

    Figure 12. Power vs current curve

    Figure 13. Power vs Voltage curve

    Figure 11, Figure 12 and Figure 13 demonstrate the results of the generated curves at different temperature values related to the data at STC (T=25C). Ki and Kv are obtained from the datasheet as 0.057%/C and -0.346%/C, respectively.

  3. MAXIMUM POWER POINT TRACKING (MPPT)

    1. Maximum Power point(MPP) and Perturb and Observe Algorithm

      For PV converters the maximum power available is decided by the PV cell characteristics, but this value often mismatches the maximum power point (MPP) of the load. By implementing MPPT in a PV system, the MPP of the PV cell can be maintained (i.e. tracked) and hence the number and size of the PV panels can be reduced or the energy yield can be optimized.

      Due to moving Sun, which leads to change in irradiance

      Angle on the PV panels and the variation in amount of the Irradiation hitting the panels, the energy which the PV panels are able to absorb do not stay constant over time. When this happens, the I-V characteristics changes and the MPP will move. If the system was previously operating at the MPP, there will most probably a power loss with same operating point and new conditions.

      To overcome this problem, MPPT has been developed. This system includes no moving parts (where the modules are turned to track the Sun).

      MPPT tracks/searches for the maximum power independent of the environment conditions (like variable Solar Irradiation and Temperature) and making the PV terminal voltage is set constant at maximum value. The most used method of MPPT is Perturb and Observe (P&O) method. The Perturb and Observe (P&O) algorithm is as shown in figure 14.

      Figure 14. Perturb And Observe Algorithm

      Figure 15. Power vs current curve showing MPP

      Perturbation

      (dV)

      Change in power (dP)

      Next perturbation (Action)

      dV > 0

      dP > 0

      Positive

      dV > 0

      dP < 0

      Negative

      dV < 0

      dP > 0

      Negative

      dV < 0

      dP < 0

      Positive

      Table 1. Summary of the working principle of the P&O algorithm

    2. Advantages of Perturb & Observe algorithm

    P&O MPPT algorithms are easily implemented in digital circuits. We know that only terminal voltage and current of PV panels are sampled to compute the output power of PV panels and result is compared with previous one to determine the direction of next perturbation depending on the comparison results, which can be easily done with digital circuits

    P&O methods have desirable adaptability to slowly fluctuating solar irradiation, temperature, and even variation of the PV panels.

    P&O method is cheap, requiring only panel voltage and current measurements.

  4. DC-DC CONVERTERS (CHOPPERS)

    1. DC-DC Converter

      A DC-DC converter is a static device which converts or transfers the DC Power from one circuit to another from fixed voltage to variable and vice versa. In high power applications these are called Choppers circuits Switched mode power systems (SMPS).

      A chopper is a high speed on/off semiconductor switch [5]. DC/DC converter also helps in regulating the PV output voltage to the required level. Buck, Boost and Buck-boost converters are used for power conditioning purposes [11].

      In Buck and Buck-boost, the source current is highly discontinuous due to the presence of high frequency mosfet switch on the source side. The source current will have more harmonic distortion. In order to filter out these harmonics, these three topologies require additional source filter, where as in Boost converter input inductor will serve the purpose and there doesnt require source filter.

    2. Boost converter

    S.no

    Parameter

    Value

    1.

    Input Voltage(Vs)

    75V

    2.

    Output Voltage(V0)

    250V

    3.

    Switching frequency(Fsw)

    2500Hz

    4.

    Inductor(L)

    105mH

    5.

    Capacitor(C)

    170µF

    Boost Converter is a DC-DC converter for which output voltage is greater than input voltage. When the MOSFET switch is ON, the current through the inductor increases and the inductor starts to store energy. When the MOSFET switch is closed, the energy stored in the

    1. Sizing of a Boost Converter

      (23)

      (24)

      inductor starts dissipating. The current from the voltage source and the inductor flows through the fly back Diode D to the load. The Voltage across the load is greater than the input voltage and is dependent on the rate of change of the inductor current. Thus the average voltage across the load is greater than the input voltage and is determined with help of the duty cycle of the gate pulse to the MOSFET switch [5].

      Figure 16 shows the schematic diagram for the boost converter used in this research work to step up the PV output voltage to a higher level suitable for the DC/AC inverter operation that connected to the utility grid [11].

      Where,

      L is the Inductance (H) C is the Capacitance (F)

      Table 2. Parameters of boost converter

    2. DC-link capacitor

    The dc link capacitor (Cdc) reduces the voltage ripple in the input to the DC-AC converter (Inverter) and also provides a hold-up time during which the insolation swings quickly between high and low.

    Sizing of DC link Capacitor

    (25)

    Figure 16. Boost converter (step up)

    Where

    Vs is source voltage

    Vo is the output voltage of the converter D is the duty cycle

    Fsw=1/Tsw is switching frequency of the converter Ton is on time period of the semiconductor switch Toff is off time period of the semiconductor switch

    (19)

    (20)

    (21)

    Where

    P is Power of PV plant

    is the frequency of the grid

    Vdc is the input voltage to the inverter

    V is the ripple in the inverter output voltage

    The battery plays an important role in case of the solar power system. The battery stores part of the energy generated by the solar PV power source and delivers to the load during the periods when the solar power source is unable to supply the power to the load due to any reason.

    The capacity of the battery depends on the daily load and days of autonomy.

  5. PERMANENT MAGNET DC (PMDC) MOTOR

    a. DC Motor

    An Electric Motor is a Machine which consumes electrical energy into mechanical energy, and due to its straightforward operating characteristics and simple and stable control, it is still being used to some extent in speed-controlled applications. The speed of the motor is controlled by controlling the armature voltage, and the torque by the armature current, that is, the flux and the torque can easily be controlled separately. This is the main principle on which all the modern AC control methods nowadays rely. The first DC

    c. DC-DC Converter control in PV converter Systems

    All electrical systems containing a converter stage with controllable switches often requires some sort of control. This control ensures that the required power available is transferred to the output according to the pre-set limitations.

    (22)

    motors were controlled with some chopper technology, such as the pulse width modulation (PWM). Network-connected thyristor bridges were mainly used in higher power range, typically in a variety of applications such as in printing and paper industry, passenger lifts, and any kinds of drives subjected to high transient loading, such as in rolling mills. Chopper technology was mainly used in the lower power range, such as in machine tool applications.

    b. Mathematical modelling of PMDC Motor

    Development in permanent magnet materials introduced a permanent magnet DC (PMDC) motor, in which the stator excitation coil was replaced by permanent magnets [14].

    Figure 17. Circuit of the PMDC Motor

    The Voltage (V) across motor under steady state is related to the armature Current (Ia), armature resistance and the back Emf (Eb):

    (26)

    (27)

    (28)

    Where,

    Km is the Torque Constant (V/rpm)

    m is the No load speed (rpm) Te is the electrical torque (Nm) Tl is the Load torque (Nm)

    J is the Rotor moment of inertia (gcm2) Bm is the Friction torque (Nm)

    1. Advantages of PMDC Motor

      Due to absence of the field current and field winding, permanent magnet machines exhibit high efficiency in operation, simple and robust structure in construction, some advantages in using permanent magnet excitation were decreased copper losses, higher power density, and a smaller torque ripple at low speeds. Using permanent magnet material in the magnetic circuit causes a low armature inductance and hence a low armature reaction. Extremely linear speed-torque characteristics of the motor, which result from the permanent magnet-provided constant field flux at all speeds, makes the control of the PMDC very straightforward; the speed of the motor is controlled by simply adjusting the armature DC voltage. PMDC machines were, however, limited to the lower power range due to the absence of the proper magnets until the 1980s. Typical applications of PMDC were low-voltage battery powered applications, such as machine tools, automotive auxiliary drive applications, and solar powered applications. Above the 10 kW range, the separately excited DC motor was the only solution, as it provided high dynamic performance especially when fully compensated.

      From the basic principle of DC motor, we can write as:

      On rearranging equations (28) and (29)

      From equations (27) and (31)

      (29)

      (30)

      (31)

    2. Specifications of FAULHABER SERIES 2607 SR

      (32)

      However, the speed control of permanent-magnet DC motor via changing the field current is not possible. Its dynamical model in Figure 17 can be summarized as [13]:

      (33)

      (34)

      (35)

      (36)

      Model name

      FAULHABER SERIES 2607 SR

      Nominal Voltage(V)

      24

      Armature Resistance(Ra)

      128

      Armature Reactance(La)

      8.400µH

      No load speed(m)

      6200rpm

      Torque Constant(Km)

      3.83mV/rpm

      Rotor Inertia(J)

      0.68gcm2

      Friction Torque(B)

      0.07mNm

  6. DC/AC CONVERTER (INVERTER)

    In this paper single phase full bridge inverter is used. This is the DC-AC stage that converts DC power into AC power at desired output voltage and frequency. The power stage designed in this paper converts the 250V DC output voltage of the DC-DC converter to the grid voltage of 230V AC 240V AC at 50 Hz frequency.

    The single phase full bridge topology is shown in Figure 18 which consists of four switching devices, two of them on each leg. Single-phase converters are used where transformation between DC and AC Voltage is required; more precisely where converters transfer power back and forth between DC and AC [5]. Unfiltered output voltage is created by switching the full-bridge in an appropriate sequence.

    The output voltage of the bridge, Vab can be either be +Vd, Vd or 0 voltage depending on how the switches are controlled [5].

    The input voltage Vd at the DC link or bus link capacitor C is a fixed-magnitude voltage and the output voltage is Vab which can be controlled in both polarity and magnitude. The DC/AC invertr allows the PV to be connected to the grid [12]. Its main tasks are to generate an AC voltage that follows the grid one with the same frequency as well as producing as low harmonics as possible [10]. It uses PWM scheme with a switching frequency in the range of 2-20 kHz.

    In PV generation system, PV inverter hold the role as interface between photovoltaic module and ac power grid. In this function, PV inverter and associated generation system equipment should have ability to maximize power extracting from the array, match DC voltage output from PV array, produce sinusoidal ac voltage with minimum distortion on output side, and control the power flow.

    Figure 18. Single Phase full bridge Inverter

    A low-pass (LC) filter is used to get the desired output voltage (50 Hz fundamental frequency) by separating it from the switching frequency and rejects any frequency above its cut- off frequency. The cut off frequency can be obtained by equation (37) as

    (37)

    The switching harmonics resulted from 20 kHz switching frequency are around half the switching frequency. The switching frequency is selected at 20 kHz to provide clean 50Hz fundamental frequency [15].

    Figure 19. Matlab/Simulink model of Single phase grid connected Photo- voltaic System

  7. SIMULATION RESULTS

    The basic characteristics of a PV cell are obtained using Matlab/Simulink as shown in figure 5, figure 6 and figure 7. Also with different climatic conditions are as shown in figure 8, figure 9, figure 10, figure 11, figure 12, and figure 13.

    Figure 20. Duty cycle from the MPPT algorithm

    Figure 21. Output Voltage wave of boost converter

    Figure 22. Speed vs Torque at 1000Watts per square metres

    Figure 23. Terminal Voltage at different Irradiations

    Figure 24. Speed at different Irradiations

    Figure 25. Armature Current at different Irradiations

    Irradiation

    of the Sun in W/m2

    Speed of

    the motor in rpm

    Terminal

    Voltage in volts

    Armature

    Current in amps

    1000

    6343

    24.35

    0.5468*10-3

    800

    5346

    20.53

    0.5468*10-3

    600

    4029

    15.49

    0.5468*10-3

    400

    2682

    10.33

    0.5468*10-3

    200

    1333

    5.164

    0.5468*10-3

    Table 3. Speed, Terminal Voltage and Speed at different Irradiations

    Figure 26. Output voltage wave of Inverter

  8. CONCLUSION

In order to convert the solar energy efficiently, the maximum power point of the PV array should be tracked to ensure the PV array provide most power to both grid and the load. When solar irradiance or temperature fluctuates, PV generation will change as a result. The controller must act to maintain the DC bus voltage constant as possible and improve the stability of the whole system. A Solar Coupled PMDC motor model has been selected and proposed as the DC load in order to give an example of Standalone DC load feeding. Residential grid-connected photovoltaic power systems which have a capacity less than 10 kilowatts can meet the load of most consumers. They can feed excess power to the grid, which in this case acts as a battery for the system. Photovoltaic wattage may be less than average consumption, in which case the consumer will continue to purchase grid energy, but a lesser amount than previously. If photovoltaic wattage substantially exceeds average consumption, the energy produced by the panels will be much in excess of the demand. In this case, the excess power can yield revenue by selling it to the grid shown in figure 1 and figure 19. Depending on their agreement with their local grid energy company, the consumer only needs to pay the cost of electricity consumed less the value of electricity generated. This will be a negative number if more electricity is generated than consumed. Additionally, in some cases, cash incentives are paid from the grid operator to the consumer.

REFERENCES

    1. http://global.mitsubshielectric.com/solar

    2. Kjaer SB, Pedersen JK, Blaabjerg F., A review of single-phase grid-connected inverters for photovoltaic modules IEEE Trans IndAppl Sep./Oct. 2005;41(5):1292306

    3. .Ayedh H. ALQahtani, A Simplified and Accurate Photovoltaic Module Parameters Extraction Approach using Matlab, Industrial Electronics (ISIE), 2014 IEEE International Symposium pp. 1748-1753, 28-31 may 2012.

    4. D. B. Raut & A. Bhattrai, Performance Analysis of Grid Connected Solar PV System Using Matlab/Simulink, Rentech Symposium Compendium Volume 3, pp. 48-54, September 2013.

    5. M.D Singh & K B Khanchandani (2011), Power Electronics, Tata Mcgraw Hill publishers, Second edition, pp. 135-670.

    6. I. H. Altas and A.M. Sharaf, A Photovoltaic Array Simulation Model for Matlab-Simulink GUI Environment, IEEE, Clean Electrical Power,

      International Conference on Clean Electrical Power (ICCEP 07), June 14-16, 2007, Ischia, Italy.

    7. Matlab and Simulink, the Math works, Inc. as of December 2013, http://www.mathworks.com.

    8. http://www.faulhaber.com/servlet/com.

    9. http://solarwork.com/greatsolar_solarpvelectric.html

    10. Zhilei Yao and Lan Xiao, Control of Single-Phase Grid-Connected Inverters , IEEE Transactions On Industrial Electronics, Vol. 60, No. 4, pp. 1384-1389 April 2013

    11. Syam M S & T. Sreejith Kailas, Grid Connected PV System using Cuk Converter, International Conference on Microelectronics, Communication and Renewable Energy (ICMiCR-2013).

    12. Neha Adhikari, Bhim Singh & A.L.Vyas, Design and Control of Small Power Standalone Solar PV Energy System, Asian Power Electronics Journal,Vol. 6, No. 1, pp. 17-24, Oct. 2012.

    13. S K Pillai , A First Course on Electrical Drives, New Age International Publishers, 2012, Third edition, pp. 3-54.

    14. P S Bimbhra, Electrical Machinery, Khanna Publishers, 2001, pp. 457-693.

    15. Wen xi Yao, Zhengyu Lu, Huang Long, Bin Li, Research on grid- connected interleaved inverter with L filter, IEEE National Natural Science Foundation of China (51177148), Zhejiang Key Science and Technology Innovation Group Program (201 OR50021) and Delta Environmental & Education Foundation, 2013.

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