Abstract
This paper proposes the best tilting case for Sakarya city, Turkey. The main contribution of this work is the correlation of the tilt angle and the output of a photovoltaic (PV) module mathematically. For this purpose, new diffuse solar radiation equations are developed using existing equations in three groups: (i) group 1: the diffuse fraction (K d ) calculated by the clearness index (K t ); (ii) group 2: the diffuse fraction calculated by the sunshine fraction (K n ); and (iii) group 3: the diffuse fraction calculated by both the clearness index and the sunshine fraction. The most suitable equation of new and existing equations is selected for the city on the basis of different statistical indicators. This equation is used to predict the monthly average daily diffuse, beam, and total solar radiation for the city. Using the predicted data, optimum tilt angles of solar surfaces for different time periods are established. Finally, a PV module is modelled in Matlab and output of the module tilted at optimum tilt angles is evaluated.
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Abbreviations
- H :
-
Monthly average daily global solar radiation (kWh/m2/day)
- H 0 :
-
Monthly average daily extraterrestrial solar radiation (kWh/m2/day)
- H d :
-
Monthly average daily diffuse solar radiation (kWh/m2/day)
- H t :
-
Monthly average daily total solar radiation (kWh/m2/day)
- H b :
-
Monthly average daily beam solar radiation (kWh/m2/day)
- S :
-
Sunshine hours (h)
- S 0 :
-
Maximum sunshine hours (h)
- K t :
-
Monthly average daily clearness index
- K n :
-
Monthly average daily sunshine fraction
- K d :
-
Monthly average daily diffuse fraction
- G sc :
-
Solar constant (=1361 W/m2)
- n day :
-
Number of the day of the year
- w s :
-
Sunrise hour angle for horizontal surface (°)
- ϕ :
-
Latitude (°)
- δ :
-
Solar declination (°)
- β :
-
Tilt angle (°)
- w s’ :
-
Sunrise hour angle for tilted surface (°)
- R b :
-
Tilt coefficient for the beam solar radiation
- R d :
-
Tilt coefficient for the diffuse solar radiation
- ρ g :
-
The ground reflectivity coefficient
- MBE :
-
Mean bias error (MJ/m2)
- MAPE :
-
Mean absolute percentage error (%)
- MABE :
-
Mean absolute bias error (MJ/m2)
- RMSE :
-
Root mean square error (MJ/m2)
- R 2 :
-
Coefficient of determination
- t :
-
t statistics
- I ph :
-
Photocurrent (A)
- I s :
-
Diode saturation current (A)
- n :
-
Diode quality factor
- R s :
-
Lumped series resistance (Ω)
- R sh :
-
Lumped shunt resistance (Ω)
- V T :
-
kT/q
References
Aras H, Ballı O, Hepbasli A (2006) Estimating the horizontal diffuse solar radiation over the Central Anatolia Region of Turkey. Energy Convers Manag 47:2240–2249. doi:10.1016/j.enconman.2005.11.024
Barbaro S, Cannata G, Coppolino S, Leone C, Sinagra E (1981) Diffuse solar radiation statistics for Italy. Sol Energy 26:429–435. doi:10.1016/0038-092X(81)90222-X
Brano VL, Orioli A, Ciulla G, Gangi AD (2010) An improved five-parameter model for photovoltaic modules. Sol Energy Mater Sol Cells 94:1358–1370. doi:10.1016/j.solmat.2010.04.003
Chan DSH, Phang JCH (1987) Analytical methods for the extraction of solar cell single- and double-diode model parameters from I-V characteristics. IEEE Transactions on Electron Devices 34(2):286–293
Cooper PI (1969) The absorption of solar radiation in solar stills. Sol Energy 12(3):333–346. doi:10.1016/0038-092X(69)90047-4
De Blas MA, Torres JL, Prieto E, Garcia A (2002) Selecting a suitable model for characterizing photovoltaic devices. Renew Energy 25(3):371–380. doi:10.1016/S0960-1481(01)00056-8
Duffie JA, Beckman WA (2006) Solar engineering of thermal processes, 3rd edn. John Wiley & Son, New York
De Miguel A, Bilbao J, Diez M (1995) Solar radiation incident on tilted surfaces in Burgos, Spain: isotropic models. Energy Convers Manag 36(10):945–951. doi:10.1016/0196-8904(94)00067-A
Erbs DG, Klein SA, Duffie JA (1982) Estimation of the diffuse radiation fraction for hourly, daily and monthly average global radiation. Sol Energy 28:293–302. doi:10.1016/0038-092X(82)90302-4
Gopinathan KK (1988) Computing the monthly mean daily diffuse radiation from clearness index and percent possible sunshine. Sol Energy 41(4):379–385. doi:10.1016/0038-092X(88)90034-5
Gow JA, Manning CD (1999) Development of a photovoltaic array model for use in power-electronics simulation studies. IEEE Proc Electr Power Appl 146:193–200. doi:10.1049/Iip-epa: 19990 116
Hovinen A (1994) Fitting of the solar cell IV-curve to the two diode model. Phys Scr T54:175–176
Iqbal M (1979) Correlation of average diffuse and beam radiation with hours of bright sunshine. Sol Energy 23(2):169–173. doi:10.1016/0038-092X(79)90118-X
Iqbal M (1983) An introduction to solar radiation. Academic Press, New York
Jafarkazemi F, Ali Saadabadi S (2013) Optimum tilt angle and orientation of solar surfaces in Abu Dhabi, UAE. Renew Energy 56:44–49. doi:10.1016/j.renene.2012.10.036
Jiang Y (2009) Estimation of monthly mean daily diffuse radiation in China. Appl Energy 86:1458–1464. doi:10.1016/j.apenergy.2009.01.002
Kamali GA, Moradi I, Khalili A (2006) Estimating solar radiation on tilted surfaces with various orientations: a case study in Karaj (Iran). Theor Appl Climatol 84:235–241. doi:10.1007/s00704-005-0171-y
Khahro SF, Tabbassum K, Talpur S, Alvi MB, Liao X, Dong L (2015) Evaluation of solar energy resources by establishing empirical models for diffuse solar radiation on tilted surface and analysis for optimum tilt angle for a prospective location in southern region of Sindh, Pakistan. Electrical Power and Energy Systems 64:1073–1080. doi:10.1016/j.ijepes.2014.09.001
Khorasanizadeh H, Mohammadi K, Mostafaeipour A (2014) Establishing a diffuse solar radiation model for determining the optimum tilt angle of solar surfaces in Tabass, Iran. Energy Convers Manag 78:805–814. doi:10.1016/j.enconman.2013.11.048
Kopp G, Lean JL (2011) A new, lower value of total solar irradiance: evidence and climate significance. Geophys Res Lett 38:L01706. doi:10.1029/2010GL045777
Page JK (1961) The estimation of monthly mean values of daily total short wave radiation on vertical and inclined surface from sunshine records for latitudes 40N–40S. Proceedings of UN Conference on New Sources of Energy 4(598):378–390
Tarhan S, Sari A (2005) Model selection for global and diffuse radiation over the Central Black Sea (CBS) region of Turkey. Energy Convers Manag 46(4):605–613. doi:10.1016/j.enconman.2004.04.004
Ulgen K, Hepbasli A (2009) Diffuse solar radiation estimation models for Turkey’s big cities. Energy Convers Manag 50:149–156. doi:10.1016/j.enconman.2008.08.013
Yadav P, Chandel SS (2014) Comparative analysis of diffused solar radiation models for optimum tilt angle determination for Indian locations. Applied Solar Energy 50(1):53–59. doi:10.3103/S0003701X14010137
Yakup MAHM, Malik AQ (2001) Optimum tilt angle and orientation for solar collector in Brunei Darussalam. Renew Energy 24:223–234
Acknowledgements
The authors would like to thank Sakarya University Scientific Research Projects Unit for their support within the project 2015-50-02-028.
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Aksoy Tırmıkçı, C., Yavuz, C. Determining optimum tilt angles of solar surfaces in Sakarya, Turkey. Theor Appl Climatol 133, 15–22 (2018). https://doi.org/10.1007/s00704-017-2174-x
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DOI: https://doi.org/10.1007/s00704-017-2174-x