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Optimal Güneş Paneli Eğim Açılarını Bulmak için Bir Regresyon Modeli

Yıl 2023, Cilt: 7 Sayı: 2, 182 - 187, 31.12.2023
https://doi.org/10.46460/ijiea.1369492

Öz

Artan enerji ihtiyacı arzına karşı oluşturulan önlemlerin en başında enerji verimliliği gelmektedir. Dahası küresel iklim krizi, çevrenin korunması ve ekonomik kazancın iyileştirilmesi de ancak aktif enerjili sistemlerin optimize edilmesiyle mümkün olmaktadır. Bu amaçla, güneş enerjili sistemlerin verimini en üst düzeye çıkarılmasında güneş panellerinin uygun eğim açılarına ve doğru konumlara sahip olması bir gerekliliktir. Bu çalışmada güneş enerjisi potansiyeli Türkiye ortalamasının üstündeki Van ili (43°38’ E-38°50’ N) için aylara göre optimum panel açısı güney konumuna bakan yöne göre belirlenmiştir. Yıllık panel eğim açısı 30.540 olduğu tespit edilmiş ve panel açılarının aylık değişimi durumunda yıllık verim yatay düzleme göre %14 ‘e kadar artarak yıllık ortalama 5090 Wh/m2-day ışınım değerine ulaşmaktadır. Bölgenin sahip olduğu enleme özgü optimum açı değerinin tahmine yönelik 4 farklı değişkenden 8 farklı matematiksel model geliştirilmiştir. Bu modellerin istatiksel olarak belirlilik katsayısı (R2) aralığı 0.9068 ile 0.9964 aralığında değişkenlik göstermektedir. Bu bulgular neticesinde uygulanabilirliğini ve güvenilirliğini kanıtlanan regresyon modeli aynı enlemdeki farklı koordinatlardaki konumlara örnek teşkil edebilir. Ayrıca sonuçlar, önerilen modelin mühendislik tasarımı, eko-enerji analizi ve optimum tasarım süreçlerinde kullanım açısından akademik ve sanayicilere örnek teşkil etmektedir.

Kaynakça

  • Awasthi, A., Kallioğlu, M. A., Sharma, A., Mohan, A., Chauhan, R., & Singh, T. (2022). Solar collector tilt angle optimization for solar power plant setup-able sites at Western Himalaya and correlation formulation. Journal of Thermal Analysis and Calorimetry, 147(20), 11417-11431.
  • Modarresi, J., & Hosseinnia, H. (2023). Worldwide daily optimum tilt angle model to obtain maximum solar energy. IETE Journal of Research, 69(1), 549-557.
  • Abdelaal, A. K., & El-Fergany, A. (2023). Estimation of optimal tilt angles for photovoltaic panels in Egypt with experimental verifications. Scientific Reports, 13(1), 3268.
  • Gunerhan, H., & Hepbasli, A. (2007). Determination of the optimum tilt angle of solar collectors for building applications. Building and Environment, 42(2), 779-783.
  • Calabrò, E. (2013). An algorithm to determine the optimum tilt angle of a solar panel from global horizontal solar radiation. Journal of Renewable Energy, 2013.
  • Soulayman, S. (2016). Optimum Tilt Angle and Maximum Possible Solar Energy Gain at High Latitude Zone. Journal of Solar Energy Research, 1(2), 25-35.
  • Kallioğlu, M. A., Durmuş, A., Karakaya, H., & Yılmaz, A. (2020). Empirical calculation of the optimal tilt angle for solar collectors in northern hemisphere. Energy Sources, Part A: Recovery, Utilization, and Environmental Effects, 42(11), 1335-1358.
  • Sharma, A., Kallioğlu, M. A., Awasthi, A., Chauhan, R., Fekete, G., & Singh, T. (2021). Correlation formulation for optimum tilt angle for maximizing the solar radiation on solar collector in the Western Himalayan region. Case Studies in Thermal Engineering, 26, 101185.
  • Nassar, Y. F., El-Khozondar, H. J., Abouhmod, N. M., Abubaker, A. A., Ahmed, A. A., Alsharif, A., ... & El-Khozondar, R. J. (2023, May). Regression model for optimum solar collectors’ tilt angles in Libya. In 2023 8th International Engineering Conference on Renewable Energy & Sustainability (ieCRES) (pp. 1-6). IEEE.
  • Uçkan, İ. (2018). Analysis of solar radiation data in van, turkey. Celal Bayar University Journal of Science, 14(4), 421-427.
  • Yadav, A. K., & Chandel, S. S. (2013). Tilt angle optimization to maximize incident solar radiation: A review. Renewable and Sustainable Energy Reviews, 23, 503-513.
  • Kottek, M., Grieser, J., Beck, C., Rudolf, B., & Rubel, F. (2006). World map of the Köppen-Geiger climate classification updated.
  • Muneer, T., & Saluja, G. S. (1985). A brief review of models for computing solar radiation on inclined surfaces. Energy conversion and management, 25(4), 443-458.
  • Liu, B. Y., & Jordan, R. C. (1960). The interrelationship and characteristic distribution of direct, diffuse and total solar radiation. Solar energy, 4(3), 1-19.
  • Duffie, J. A., Beckman, W. A., & Blair, N. (2020). Solar engineering of thermal processes, photovoltaics and wind. John Wiley & Sons.
  • Muneer, T. (2007). Solar radiation and daylight models. Routledge.
  • Cooper, P. I. (1969). The absorption of radiation in solar stills. Solar energy, 12(3), 333-346.
  • Turkish State Meteorological Service Official Web Sites (n.d.). Retrieved August 08,22 from https://www.mgm.gov.tr/eng/forecast-cities.aspx

A Regression Model for Finding Optimal Solar Panel Inclination Angles

Yıl 2023, Cilt: 7 Sayı: 2, 182 - 187, 31.12.2023
https://doi.org/10.46460/ijiea.1369492

Öz

Energy efficiency is at the top of the measures created against the ever-increasing energy need for supply. Moreover, the global climate crisis, the protection of the environment, and the improvement of the economy are only possible by optimizing active energy systems. For this purpose, it is a requirement that the solar panels have the appropriate tilt angles and correct positions in order to maximize the efficiency of solar energy systems. In this study, for the province of Van (43°38’ N-38°50’ E), whose solar energy potential is higher than the average of Turkey, the optimum solar panel angle according to the months of the year was determined for the south-facing solar panels. It has been determined that the annual panel inclination angle is 30.540 and in the case of monthly change of panel angles, the annual yield increases up to 14% compared to the horizontal plane, reaching an average annual radiation value of 5090 Wh/m2-day. 8 different mathematical models have been developed from 4 different variables for estimating the optimum angle value specific to the latitude of the region. The statistical coefficient of certainty (R2) range of these models varies between 0.9068 and 0.9964. As a result of these findings, the regression model, whose applicability and reliability have been proven, can serve as examples of locations at different coordinates in the same latitude. Furthermore, the results set an example for academics and industrialists in terms of the proposed model's engineering design, eco-energy analysis, and use in optimal design processes.

Kaynakça

  • Awasthi, A., Kallioğlu, M. A., Sharma, A., Mohan, A., Chauhan, R., & Singh, T. (2022). Solar collector tilt angle optimization for solar power plant setup-able sites at Western Himalaya and correlation formulation. Journal of Thermal Analysis and Calorimetry, 147(20), 11417-11431.
  • Modarresi, J., & Hosseinnia, H. (2023). Worldwide daily optimum tilt angle model to obtain maximum solar energy. IETE Journal of Research, 69(1), 549-557.
  • Abdelaal, A. K., & El-Fergany, A. (2023). Estimation of optimal tilt angles for photovoltaic panels in Egypt with experimental verifications. Scientific Reports, 13(1), 3268.
  • Gunerhan, H., & Hepbasli, A. (2007). Determination of the optimum tilt angle of solar collectors for building applications. Building and Environment, 42(2), 779-783.
  • Calabrò, E. (2013). An algorithm to determine the optimum tilt angle of a solar panel from global horizontal solar radiation. Journal of Renewable Energy, 2013.
  • Soulayman, S. (2016). Optimum Tilt Angle and Maximum Possible Solar Energy Gain at High Latitude Zone. Journal of Solar Energy Research, 1(2), 25-35.
  • Kallioğlu, M. A., Durmuş, A., Karakaya, H., & Yılmaz, A. (2020). Empirical calculation of the optimal tilt angle for solar collectors in northern hemisphere. Energy Sources, Part A: Recovery, Utilization, and Environmental Effects, 42(11), 1335-1358.
  • Sharma, A., Kallioğlu, M. A., Awasthi, A., Chauhan, R., Fekete, G., & Singh, T. (2021). Correlation formulation for optimum tilt angle for maximizing the solar radiation on solar collector in the Western Himalayan region. Case Studies in Thermal Engineering, 26, 101185.
  • Nassar, Y. F., El-Khozondar, H. J., Abouhmod, N. M., Abubaker, A. A., Ahmed, A. A., Alsharif, A., ... & El-Khozondar, R. J. (2023, May). Regression model for optimum solar collectors’ tilt angles in Libya. In 2023 8th International Engineering Conference on Renewable Energy & Sustainability (ieCRES) (pp. 1-6). IEEE.
  • Uçkan, İ. (2018). Analysis of solar radiation data in van, turkey. Celal Bayar University Journal of Science, 14(4), 421-427.
  • Yadav, A. K., & Chandel, S. S. (2013). Tilt angle optimization to maximize incident solar radiation: A review. Renewable and Sustainable Energy Reviews, 23, 503-513.
  • Kottek, M., Grieser, J., Beck, C., Rudolf, B., & Rubel, F. (2006). World map of the Köppen-Geiger climate classification updated.
  • Muneer, T., & Saluja, G. S. (1985). A brief review of models for computing solar radiation on inclined surfaces. Energy conversion and management, 25(4), 443-458.
  • Liu, B. Y., & Jordan, R. C. (1960). The interrelationship and characteristic distribution of direct, diffuse and total solar radiation. Solar energy, 4(3), 1-19.
  • Duffie, J. A., Beckman, W. A., & Blair, N. (2020). Solar engineering of thermal processes, photovoltaics and wind. John Wiley & Sons.
  • Muneer, T. (2007). Solar radiation and daylight models. Routledge.
  • Cooper, P. I. (1969). The absorption of radiation in solar stills. Solar energy, 12(3), 333-346.
  • Turkish State Meteorological Service Official Web Sites (n.d.). Retrieved August 08,22 from https://www.mgm.gov.tr/eng/forecast-cities.aspx
Toplam 18 adet kaynakça vardır.

Ayrıntılar

Birincil Dil İngilizce
Konular Güneş Enerjisi Sistemleri
Bölüm Makaleler
Yazarlar

Mehmet Ali Kallioğlu 0000-0002-6874-1564

Erken Görünüm Tarihi 29 Aralık 2023
Yayımlanma Tarihi 31 Aralık 2023
Gönderilme Tarihi 1 Ekim 2023
Yayımlandığı Sayı Yıl 2023 Cilt: 7 Sayı: 2

Kaynak Göster

APA Kallioğlu, M. A. (2023). A Regression Model for Finding Optimal Solar Panel Inclination Angles. International Journal of Innovative Engineering Applications, 7(2), 182-187. https://doi.org/10.46460/ijiea.1369492
AMA Kallioğlu MA. A Regression Model for Finding Optimal Solar Panel Inclination Angles. ijiea, IJIEA. Aralık 2023;7(2):182-187. doi:10.46460/ijiea.1369492
Chicago Kallioğlu, Mehmet Ali. “A Regression Model for Finding Optimal Solar Panel Inclination Angles”. International Journal of Innovative Engineering Applications 7, sy. 2 (Aralık 2023): 182-87. https://doi.org/10.46460/ijiea.1369492.
EndNote Kallioğlu MA (01 Aralık 2023) A Regression Model for Finding Optimal Solar Panel Inclination Angles. International Journal of Innovative Engineering Applications 7 2 182–187.
IEEE M. A. Kallioğlu, “A Regression Model for Finding Optimal Solar Panel Inclination Angles”, ijiea, IJIEA, c. 7, sy. 2, ss. 182–187, 2023, doi: 10.46460/ijiea.1369492.
ISNAD Kallioğlu, Mehmet Ali. “A Regression Model for Finding Optimal Solar Panel Inclination Angles”. International Journal of Innovative Engineering Applications 7/2 (Aralık 2023), 182-187. https://doi.org/10.46460/ijiea.1369492.
JAMA Kallioğlu MA. A Regression Model for Finding Optimal Solar Panel Inclination Angles. ijiea, IJIEA. 2023;7:182–187.
MLA Kallioğlu, Mehmet Ali. “A Regression Model for Finding Optimal Solar Panel Inclination Angles”. International Journal of Innovative Engineering Applications, c. 7, sy. 2, 2023, ss. 182-7, doi:10.46460/ijiea.1369492.
Vancouver Kallioğlu MA. A Regression Model for Finding Optimal Solar Panel Inclination Angles. ijiea, IJIEA. 2023;7(2):182-7.