Simulation and Estimation of a Daily Global Solar Radiation in Egypt
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1 Middle-East Journal of Scientific Research 3 (5): , 015 ISSN IDOSI Publications, 015 DOI: /idosi.mejsr Simulation and Estimation of a Daily Global Solar Radiation in Egypt 1 A.Z. Hafez, J.H. Shazly and M.B. Eteiba 1 Department of Environmental Engineering Sciences, Institute of Environmental Studies and Researches, Ain Shams University, Cairo, Egypt Department of Electrical Engineering, Faculty of Engineering, Fayoum University, Fayoum, Egypt Abstract: In this paper a study has been made to estimate average global radiation using hours of bright sunshine and calculated solar radiation data available for different locations in Egypt.An empirical model is proposed for estimating daily global solar radiation on a horizontal and on a tilted, south-facing surface by the days of the year.also, presents the implementation of a generalized solar radiation simulation model using MATLAB/GUI interface. The model is developed using basic equations of the solar radiation including effects of time change and different location of sites. The present study was carried out for the provinces and main cities of Egypt. The amount of hourly, monthly and yearly average of daily solar radiation are computed and discussed.this database contains normal direct and global horizontal irradiances as well as diffuses irradiance on a horizontal plane and an inclinedplane. Results obtained are useful for any solar energy system applications in Egypt. Key words: Solar radiation Egypt Simulation MATLAB INTRODUCTION energy sources. For countries such as Egypt, solar energy is a potential alternative to oil orcoal based Egypt lies on the north eastern side of Africa, sources of electric energy. They are especially appropriate bordered on its northern coast by the Mediterranean Sea in remotelocations not connected to the grid network, and on its eastern coast by the Red Sea. It comprises an such as different places in remote and rural areas in area of about one million km, made up as follows: Nile Egypt, where most electrical energy is derived by diesel valley and delta about 4% of the total; Eastern desert area generators []. about %; Western desert area about 68%; and the Sinai The solar radiation data is one of the most important Peninsula area about 6% [1]. There is a trend in Egypt to indicators for photovoltaic (PV) power generation apply photovoltaic power plantsand solar thermal power application. It is utilized frequently for system capacity plants to meet the requirements of industry, tourism, plan, operation and dispatch, reliability evaluation, petroleum, electricity, health and reconstruction. It is well system modelling and simulation of photovoltaic power known that Egypt region has significant and unique station.effective selection of a photovoltaic or solar importance due to its certain strategic site near the North thermal power plants location depends on considering Eastern borders of Africa. Solar energy applications in the several independent factors concerning solar field of photovoltaic and solar thermal application requires radiation,geomorphology and wind speed. The present a complete knowledge and detailed analysis about the study uses a basic equations method and simulate it potentiality of the site for solar radiation activity. The aim using Matlabto make appropriate site selections in order of this paper is to design a basic study for solar radiation to achieve sustainable development by effective solar calculations and data that will help designers and radiation site. Solar radiation data was simulated by engineers interested in solar energy and photovoltaic MATLAB/GUI interface software[3] and the results are applicationsin Egypt.The present study was carried out discussed. The simulation selecting the best site with best for the provinces and different sites of Egypt. solar radiation data for photovoltaic power plants or solar Fluctuating oil prices and the uncertainties of future thermalpower plants to have an optimize system supplies have led to aresonance of interest in alternative according to solar radiation data for sites. Corresponding Author: A.Z. Hafez, Department of Environmental Engineering Sciences, Institute of Environmental Studies and Researches, Ain Shams University, Cairo, Egypt. ahmed.zakaria@iesr.asu.edu.eg. 880
2 Middle-East J. Sci. Res., 3 (5): , 015 El-Sebaii et al. [4] calculated of horizontal diffuse and Equations Models for Extraterrestrial Solar Radiation inclined total monthly average daily solar radiation in Calculations: Throughout the year, the extraterrestrial Jeddah. They used both Liu and Jordan [5] isotropic radiation measured on the plane normal to the radiation on th model and Klucher s anisotropic model [6]. Zang et al. [7] the N day of the year, G Bn, can be calculated by [19, 0]: estimated typical solar radiation data from both measured data and synthetic generation for 35 stations in six 360N GBn G = sc cos different climatic zones of China. Rodriguez et al. [8] 365 (1) estimated daily global solar radiation over large areas The latest value of the solar constant Gscis W/m. using artificial neural network. The model uses clear-sky When a surface is placed parallel to the ground, the estimates and satellite images as input variables. rate of solar radiation (G B) incident on this extraterrestrial Noorian et al. [9] evaluated the performance of 1 horizontal surface at a given time of the year is given by: different models to appraise the hourly diffuse solar radiation on tilted surfaces from data on horizontal sin( L)sin( ) GB = GBn surfaces. Twelve models were tested against recorded + cos( L)cos( )cos( h) () irradiation on south- and west-facing surfaces at Karaj (35 55' N; 50 56' E), Iran. where the local latitude L, the declination and the solar Furlan et al. [10] estimated a new regression model hour angleh are presented in Eq. (). developed to estimate the hourly values of diffuse solar radiation at the surface. The model is based on the Total Solar Radiation on Tilted Surfaces: Usually, solar clearness index and diffuse fraction relationship and collectors are not installed horizontally but at an angle to includes the effects of cloud (cloudiness and cloud type), increase the amount of solar radiation intercepted and traditional meteorological variables (air temperature, reduce reflection and losses. Therefore, system designers relative humidity and atmospheric pressure observed at need data about solar radiation on such titled surfaces. the surface) and air pollution (concentration of particulate Therefore, there is a need to convert these data to solar matter observed at the surface).many authors have radiation on tilted surfaces. The amount of insolation on presented empirical correlations to estimate the monthly a surface at a given location for a given time depends on average daily radiation on a horizontal surface [11-18]. the orientation and slope of the surface. In this study, the amount of monthly and yearly A flat surface absorbs beam (G Bt), diffuse (G Dt) and averageof daily solar radiation incident for the provinces ground-reflected (G Rt) solar radiation; that is [1, ], and main cities of Egyptas the amount of output energy from photovoltaicpanels fixed on selected geometries in G t = G bt + G dt + G Rt (3) various tilted directionshas been determined using Matlab/GUI Interface [3] and the measuredradiation data Beam Radiation: The beam component is calculated using on a horizontal surface at Egypt. the direct normal irradiance (G Bn) from the simulation The proposed methodology starts from irradiation model. data, combining diffuse model and daily hourly relations. As shown in Fig. 1, the beam radiation on a tilted The solar radiation received from the Sun without having surface is. been scattered by the atmosphere is called the beam solar component (beam radiation is often referred to as direct G bt = G ba cos( ) (4) solar radiation; to avoid confusion between subscripts for direct and diffuse; we use the term beam radiation). and on a horizontal surface. But the solar radiation received from the Sun after its direction has been changed by scattering by the G B = G Ba cos( ) (5) atmosphere is called the diffuse solar component. Global solar radiation is the algebraic sum of three solar It follows that components; first is the direct (beam) solar radiation, the G second is the diffuse solar radiation and the third is the B t cos( ) RB = = ground reflected solar radiation. GB cos( Φ) (6) 881
3 Middle-East J. Sci. Res., 3 (5): , 015 Fig. 1: Beam radiations on horizontal and tilted surfaces where R is the beam radiation tilt factor. R B B The beam radiation component for any surface is G = G R (7) bt B B In Eq. (6), the zenith angle ( ) and the incident angle ( ) can be Simplified. Therefore, Eq. (6) becomes. cos = cos ( ) ( Φ) sin( L )sin( ) + cos( L )cos( )cos( h) = sin( L)sin( ) + cos( L)cos( )cos( h) where is the angle of the tilted surface. Diffuse Radiation: The diffuse radiation on a tilted surface is: 1+ cos( ) R D = R D is is called the tilt factor for diffuse radiation. 1 cos( ) R R = (13) where R R is called the tilt factor for ground reflected radiation and is the ground reflectance. (8) G = G R (9) dt D D G = (0.11xG ) R (10) dt Ba D The ground reflected radiation, on a tilted surface is calculatedby Isotropic model of Liu and Jordan [5, 3, 4]. In this model, the calculations of R D is simple and given by. (11) Ground Reflected Radiation: The ground reflected radiation on a tilted surface is: G = (G + G ) R (1) rt B D E The solar radiation simulation model willbe showed and results will be presented and discussed in results section. RESULTS The present study was carried out for the provinces and main cities of Egypt. Also, this study was specified results for the six main provinces and cities of Egypt" Alexandria, El Giza, Aswan, Sinai, Asyut, Marsa Matruh". The above formulaswere used to calculate the average daily total radiation on a south-facing surface as the tilt angle 30 and on a horizontal surface. The solar radiations were calculated as three parts (direct, diffuse and ground reflected) radiation. The data of site such as (Latitude and Longitude) [6] will be inserted as specified in Tables (, 3, 4 and 5). The optimum place and the construction for tilted and horizontal surfaceswere calculated by searching for the values of which the daily total solar radiation was at a maximum for a specific period. Therefore, the optimum placewas found for certain provinces and sites in Egypt. In this study uses a basic equations method and simulate it using Matlabto make appropriate site selections in order to achieve sustainable development by effective solar radiation site. Solar radiation data was simulated by MATLAB /GUI interface software [3, 5] and the results will be discussed. The simulation selecting the best site with best solar radiation data for photovoltaic power plants or solar thermalpower plants to have an optimize system according to solar radiation data for sites.information for the provinces and sites considered in this study is givenin Fig. and Table 1. The results analysis will be discussed as follow: Determination of hourly solar radiation on inclined surface during one day. Determination of daily solar radiation on horizontal surface during year months. Determination of daily solar radiation on an inclined surface during year months. 88
4 Middle-East J. Sci. Res., 3 (5): , 015 Fig. : Latitude and longitude data map for Egypt [6] Table 1: Information for the province "Giza" considered in the study for solar radiation calculations Location Egypt - Giza National Research Centre The standard meridian, Egypt 31 17' East The local longitude, Giza 31 10' East The local latitude, Giza 30 00' North Date Changes over the year Time Changes over the day The ground reflectance 0.7 Tilt angle, ** 30 Determination of hourly solar radiation on inclined surface. Input data for place site (Giza) as latitude and longitude are showed in Table 1 [6] for Matlab simulation model. Fig. 3 shows the amount of daily solar insolation during the daytime using solar pyranometer. It is shown in Fig. 3 that the maximum solar radiation applied in an inclined plane (South facing -Tilted 30 ) is 90 W/m and 900W/m for a horizontal plane at 1:00 PM. The results in Fig. 4 show estimation of daily solar radiation on an inclined plane (South facing -Tilted 30 ) during day hours at main provinces and cities in Egypt "Alexandria, El Giza,Aswan, Sinai, Asyut, Marsa Matruh" using Matlab/GUI. It is shown in Fig. 4 that the maximum solar radiation applied in plane is 101 W/m at 1:00 PM for El Giza city. The results of daily solar radiation during daytime are showed using Matlab/GUI software. Fig. 5 shows Matlab/GUI estimation of Daily Solar Radiation on an inclined plane (South facing -Tilted 30 ) during day hours on March at Giza. Fig. 5 presents the simulation results obtained that the solar radiation reached the maximal value of 101 W/m in 1:00 A.M. Table shows the simulation results of the hourly solar radiation data in three component parts (Direct, Diffuse and reflected) radiation and total daily solar radiation on an inclined plane (South facing -Tilted 30 ) on March for the six provinces of Egypt. Thehourly solar radiation on an inclined plane (South facing -Tilted 30 ) to be used in March for each province and city of Egypt are showed in Table
5 Middle-East J. Sci. Res., 3 (5): , 015 Fig. 3: Practical Solar Radiation onan inclined plane (South facing -Tilted 30 ) and a horizontal plane during day hours on March in Giza Fig. 4: Estimation of Daily Solar Radiation on an inclined plane (South facing -Tilted 30 ) during Day Hours on March using Matlab/GUI 884
6 Middle-East J. Sci. Res., 3 (5): , 015 (a) (b) Fig. 5: Estimation of Daily Solar Radiation on an inclined plane (South facing -Tilted 30 ) during Day Hours in Giza on March (a) Matlab GUI/Interface simulation model (b) Solar Radiation Data during Day Hours 885
7 Middle-East J. Sci. Res., 3 (5): , 015 Table : Direct, Diffuse, Reflected and Global Daily Solar Radiation data during day hours in Marchon an inclined plane (South facing -Tilted 30 ) at Egypt Day Hours Daily Solar Radiation Locations Latitude Longitude Solar Radiation (Kwh/m /day) Aswan 4 04' N 3 57' E Beam Diffuse Reflected Total Asyut 7 11' N 31 04' E Beam Diffuse Reflected Total El Giza 30 00' N 31 10' E Beam Diffuse Reflected Total Sinai Peninsula 9 30' N 34 0' E Beam Diffuse Reflected Total Alexandria 31 13' N 9 58' E Beam Diffuse Reflected Total MarsaMatruh 31 19' N 7 09' E Beam Diffuse Reflected Total Table 3: Solar radiation Data during day hours in March on an inclined plane (South facing -Tilted 30 ) at Egypt Solar Radiation During Day Hours (W/m ) Solar Radiation Locations Latitude Longitude (Kwh/m /day) Alexandria 31 13' N 9 58' E Aswan 4 04' N 3 57' E Asyut 7 11' N 31 04' E BeniSuef 9 05' N 31 06' E Bur Said 31 16' N 3 18' E Cairo 30 01' N 31 14' E Damanhur 31 00' N 30 30' E Dumyat 31 4' N 31 48' E El Arish 31 08' N 33 50' E El Faiyum 9 19' N 30 50' E El Giza 30 00' N 31 10' E El Mahalla El Kubra 31 00' N 31 00' E El Mansura 31 00' N 31 19' E El Minya 8 07' N 30 33' E El Suweis 9 58' N 3 31' E Helwan 9 50' N 31 0' E Hurghada 7 15' N 33 50' E Ismailiya 30 37' N 3 18' E Luxor 5 41' N 3 38' E MarsaMatruh 31 19' N 7 09' E Qena 6 10' N 3 43' E Sinai Peninsula 9 30' N 34 0' E Sohag 6 33' N 31 43' E Zagazig 30 40' N 31 30' E Daily 886
8 Middle-East J. Sci. Res., 3 (5): , 015 Fig. 6: Estimation of Daily Solar Radiation on a horizontal plane during year months forsix governancesusing Matlab/GUI Fig. 7: Estimation of Daily Solar Radiation on a horizontal plane during year months forsix governancesusing TRNSYS Determination of Daily Solar Radiation on Horizontal presented in Fig. 6 using Matlab/GUI software Surface: and in Fig. 7 using TRNSYS Program. In general, the daily values of solar global radiation/insolation The average daily solar radiation of horizontal using Matlab/GUI Interface (of the locations surfaces during year months for the six considered in the study) range from kwh/m / provinces and cities" Alexandria, El Giza, day and using TRNSYS program from kwh/ Aswan, Sinai, Asyut, MarsaMatruh"of Egypt are m /day. 887
9 Middle-East J. Sci. Res., 3 (5): , 015 Table 4(a): Estimation of Daily Solar Radiation on a horizontal plane during year months at Egypt Daily Solar Radiation on a Horizontal plane(kwh/m /day) Locations Latitude Longitude Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec Alexandria 31 13' N 9 58' E Aswan 4 04' N 3 57' E Asyut 7 11' N 31 04' E BeniSuef 9 05' N 31 06' E Bur Said 31 16' N 3 18' E Cairo 30 01' N 31 14' E Damanhur 31 00' N 30 30' E Dumyat 31 4' N 31 48' E El Arish 31 08' N 33 50' E El Faiyum 9 19' N 30 50' E El Giza 30 00' N 31 10' E El Mahalla El Kubra 31 00' N 31 00' E El Mansura 31 00' N 31 19' E El Minya 8 07' N 30 33' E El Suweis 9 58' N 3 31' E Helwan 9 50' N 31 0' E Hurghada 7 15' N 33 50' E Ismailiya 30 37' N 3 18' E Luxor 5 41' N 3 38' E MarsaMatruh 31 19' N 7 09' E Qena 6 10' N 3 43' E Sinai Peninsula 9 30' N 34 0' E Sohag 6 33' N 31 43' E Zagazig 30 40' N 31 30' E Table 4(b): Estimation of Daily Solar Radiation on a horizontal plane during year months at Egypt using TRNSYS Daily Solar Radiation on a Horizontal plane(kwh/m /day) Locations Latitude Longitude Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec Alexandria 31 13' N 9 58' E Aswan 4 04' N 3 57' E Asyut 7 11' N 31 04' E BeniSuef 9 05' N 31 06' E Bur Said 31 16' N 3 18' E Cairo 30 01' N 31 14' E Damanhur 31 00' N 30 30' E Dumyat 31 4' N 31 48' E El Arish 31 08' N 33 50' E El Faiyum 9 19' N 30 50' E El Giza 30 00' N 31 10' E El Mahalla El Kubra 31 00' N 31 00' E El Mansura 31 00' N 31 19' E El Minya 8 07' N 30 33' E El Suweis 9 58' N 3 31' E Helwan 9 50' N 31 0' E Hurghada 7 15' N 33 50' E Ismailiya 30 37' N 3 18' E Luxor 5 41' N 3 38' E MarsaMatruh 31 19' N 7 09' E Qena 6 10' N 3 43' E Sinai Peninsula 9 30' N 34 0' E Sohag 6 33' N 31 43' E Zagazig 30 40' N 31 30' E Tables 4 shows the daily solar radiation on a topography). This implies that solar systems would horizontalplaneto be used in winter (December, produce appreciably more energy during summer January and February), in spring (March, April and time. This seasonal pattern/trend of solar radiation May), in summer (June, July and August) and in matches with the higher load requirements during autumn (September, October and November) for each summer period in Egypt. This is a province and city in Egypt. It can be depicted from favorablecharacteristic because electricity demand is Tables 4, Fig. 6 and Fig. 7 that solar radiation is high during the summer months in Egypt Relatively generally higher during the summer months (May to less load can be met/covered during non-summer August) as compared to other months (this is due to months because of blocking of sun's rays by clouds. 888
10 Middle-East J. Sci. Res., 3 (5): , 015 (a) (b) Fig. 8: Estimation of Daily Solar Radiation on a horizontal plane during year months at Giza (a) Matlab GUI/Interface simulation model (b) Solar Radiation Data during year months 889
11 Middle-East J. Sci. Res., 3 (5): , 015 (a) (b) Fig. 9: Estimation of Daily Solar Radiation on a horizontal plane during year months at Aswan (a) Matlab GUI/Interface simulation model (b) Solar Radiation Data during year months 890
12 Middle-East J. Sci. Res., 3 (5): , 015 Fig. 10: Estimation of Daily Solar Radiation on an inclined plane (South facing -Tilted 30 ) during year months for six governances Table 5: Estimation of Daily Solar Radiation on an inclined plane (South facing -Tilted 30 ) during year months at Egypt Daily Solar Radiation on an inclined plane (South facing -Tilted 30 ) (Kwh/m /day) Locations Latitude Longitude Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec Alexandria 31 13' N 9 58' E Aswan 4 04' N 3 57' E Asyut 7 11' N 31 04' E BeniSuef 9 05' N 31 06' E Bur Said 31 16' N 3 18' E Cairo 30 01' N 31 14' E Damanhur 31 00' N 30 30' E Dumyat 31 4' N 31 48' E El Arish 31 08' N 33 50' E El Faiyum 9 19' N 30 50' E El Giza 30 00' N 31 10' E El Mahalla El Kubra 31 00' N 31 00' E El Mansura 31 00' N 31 19' E El Minya 8 07' N 30 33' E El Suweis 9 58' N 3 31' E Helwan 9 50' N 31 0' E Hurghada 7 15' N 33 50' E Ismailiya 30 37' N 3 18' E Luxor 5 41' N 3 38' E MarsaMatruh 31 19' N 7 09' E Qena 6 10' N 3 43' E Sinai Peninsula 9 30' N 34 0' E Sohag 6 33' N 31 43' E Zagazig 30 40' N 31 30' E The results in Fig. 8 show estimation of daily solar radiation on a horizontal plane during year months in Giza and Fig. 9 for Aswan using Matlab/GUI Interface Program. 891
13 Middle-East J. Sci. Res., 3 (5): , 015 (a) (b) Fig. 11: Estimation of Daily Solar Radiation on an inclined plane (South facing -Tilted 30 ) during year months at Giza (a) Matlab GUI/Interface simulation model (b) Solar Radiation Data during year months 89
14 Middle-East J. Sci. Res., 3 (5): , 015 (a) (b) Fig. 1: Estimation of Daily Solar Radiation on an inclined plane (South facing -Tilted 30 ) during year months at Aswan (a) Matlab GUI/Interface simulation model (b) Solar Radiation Data during year months 893
15 Middle-East J. Sci. Res., 3 (5): , 015 Determination of Daily Solar Radiation on an Inclined REFERENCES Surface: 1. Mariam G. Salim, 01. Selection of groundwater sites Fig. 10 shows average daily solar radiations for in Egypt, using geographic information systems, for thetilted surface 30 South facing during year months desalination by solar energy in order to reduce for the six provinces and cities"alexandria, El Giza, greenhouse gases. Journal of Advanced Research, Aswan, Sinai, Asyut, MarsaMatruh"of Egypt. In 3(1): general, the daily values of solar global radiation/. Trabea, A.A., 000. Analysis of solar radiation insolation (of the locations considered in the study) measurements at Al-Arish area, North Sinai, Egypt. range from kwh/m /day. Renewable Energy, 0(1): The daily solar radiation on an inclined plane 3. Eteiba, M.B., E.T. El Shenawy, J.H. Shazly and (South facing -Tilted 30 ) to be used in winter A.Z. Hafez, 013. A Photovoltaic (Cell, Module, (December, January and February), in spring Array) Simulation and Monitoring Model using (March, April and May), in summer (June, July and MATLAB /GUI Interface. International Journal of August) and in autumn (September, October and Computer Applications, 69(6): November) for each province of Egypt are 4. El-Sebaii, A.A., F.S. Al-Hazmi, A.A. Al-Ghamdi and presented in Table 5. It can be depicted from S.J. Yaghmour, 010. Global, direct and diffuse solar Table 5 and Fig. 10 that solar radiation for the radiation on horizontal and tilted surfaces in Jeddah, tilted surface 30 -South facing is generally higher Saudi Arabia. Appl. Energy, 87(): during the year months as compared to horizontal 5. Liu, B.Y.H. and R.C. Jordan, The plane. interrelationship and characteristic distribution of The results in Fig. 11 show estimation of daily solar direct, diffuse and total solar radiation. Solar Energy, radiation on an inclined plane (South facing -Tilted 4(3): ) during year months in Giza and Fig. 1 for 6. Klucher, T.M., Evaluation of models to predict Aswan using Matlab/GUI Interface Program. insolation on tilted surfaces. Sol Energy, 3: CONCLUSION 7. Zang, H., Q. Xu and H, Bian, 01. Generation of typical solar radiation data for different climates of China. Energy, 38: The aim of this paper is design a basic study for 8. Rodriguez, A.L., J.A. Arias, D.P. Vazquez and solar radiation calculations and data that will help J.T. Pescador, 013. An artificial neural network designers and engineers interested in solar energy and ensemble model for estimating global solar radiation photovoltaic applicationsin Egypt. It is well known that from Meteosat satellite images. Energy, 61: Egypt region has significant and unique importance due 9. Noorian, A.M., I. Moradi and G.H.A. Kamali, 008. to its certain strategic site near the North Eastern borders Evaluation of 1 models to estimate hourly diffuse of Africa. Solar energy applications in the field of irradiation on inclined surfaces. Renewable Energy, photovoltaic and solar thermal application requires a 33: complete knowledge and detailed analysis about the 10. Furlan, C., A.P. Oliveira, J. Soares, G. Codato and potentiality of the site for solar radiation activity. J.F. Escobedo, 01. The role of clouds in improving The present study uses a basic equations method and the regression model for hourly values of diffuse simulate it using Matlabto make appropriate site solar radiation. Appl. Energy, 9: selections in order to achieve sustainable 11. Abdolzadeh, M. and M.A. Mehrabian, 011. Heat development by effective solar radiation site. Solar gain of a solar collector under an optimum slopeangle radiation data was simulated by MATLAB /GUI interface in Kerman, Iran. Energy Sources Part A: Recovery, software and the results are discussed. The simulation Utilization and Environmental Effects, 33: selecting the best site with best solar radiation data for 1. Abdolzadeh, M. and M.A. Mehrabian, 011. photovoltaic power plants or solar thermalpower plants to Obtaining maximum input heat gain on a solar have a optimize system according to solar radiation data collector under optimum slope angle. International for sites. Journal of Sustainable Energy, 30:
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