Iranian Journal of Mechanical Engineering Transactions of ISME

Iranian Journal of Mechanical Engineering Transactions of ISME

Evaluation of the ability of meteorological parameters in the prediction of the average solar radiation in a coastal city in Iran

Authors
1 M.Sc., Department of Agricultural Machinery Engineering, Faculty of Agricultural Engineering and Technology, University of Tehran, Karaj, Iran.
2 Ph.D. Student, Department of Agricultural Machinery Engineering, Faculty of Agricultural Engineering and Technology, University of Tehran, Karaj, Iran.
3 Assistant Professor, Department of Agricultural Machinery Engineering, Faculty of Agricultural Engineering and Technology, University of Tehran, Karaj, Iran.
Abstract
Solar radiation data play an important role in designing solar systems. These data measured are not easy for some locations; Therefore, solar radiation data have to be predicted by using solar radiation estimation models. In this paper was to investigate the effect of meteorological parameters sunshine, temperature and relative humidity on solar radiation based on Stepwise Multidimensional regression analysis according to the research literature and empirical studies (eight models including models suggested by Angström and Prescott, Ogelman, El-Sebaii, Karakoti and Abdalla) and we used daily solar radiation data of Bandar Abbas station during 19-year statistical period (1987-2005). The accuracy of the models was evaluated using the statistical indicators of Coefficient of Determination (R2), Root Mean Square Error (RMSE), Mean Percentage Error (MPE) and Mean Bias Error (MBE). The results of this analysis show that the variables of “sunshine duration (square)” and “temperature” are significantly associated with solar radiation with a coefficient of determination of 0.7566 (%99 confidence level). The results of this research necessarily cannot be generalized to other stations and in each Region, according to the specific characteristics of that Regions، we can find other variables effects on the solar radiation and its changes.
Keywords

Subjects


 [1]    صفاری‌پور م. ح.، مهرابیان م. ع.، "پیش‌بینی مقدار کل تابش خورشیدی در کرمان با استفاده از مشخصات هندسی، نجومی، جغرافیایی و هواشناسی"، مجله علمی و پژوهشی شریف، شماره پنجاه و یکم، صفحه 13-3، (1388).
 [2]    Ertekin C., and Yaldiz, O., “Estimation of Monthly Average Daily Global Radiation on Horizontal Surface for Antalya, Turkey”, Renewable Energy, Vol. 17, pp. 95–102, (1999).
 
 [3]    آقا شریعتمداری ز.، خلیلی ع. و ایران‌نژاد پ.، "مقایسه کارایی مدل‌های یک متغیره و روابط چند متغیره خطی در برآورد تابش دریافتی بر سطح افقی در سطح زمین با استفاده از متغیرهای هواشناسی، مطالعه موردی ایستگاه تهران شمال (اقدسیه)"، چهاردهمین کنفرانس ژئوفیزیک ایران، 23 و 24 اردیبهشت‌ماه، تهران، انجمن ژئوپلتیک ایران، (1389).
 
 [4]    مجنونی هریس ا.، زند پارسا ش.، سپاسخواه ع. و ناظم‌السادات ج.، "توسعه و ارزیابی مدل‌های تخمین تابش خورشیدی براساس ساعات آفتابی و اطلاعات هواشناسی"، مجله علوم و فنون کشاورزی و منابع طبیعی، سال دوازدهم، شماره چهل و ششم (ب)، صفحه 499-491، (1387).
 
 [5]    Gorjian, Sh., Ghobadian B., and Tavakkoli Hashjin, T., “Modeling of Solar Radiation Potential in Iran using Artificial Neural Networks”, Journal of Agricultural Science and Technology (JAST), Vol. 17, pp. 1707–1723, (2015).
 
 [6]    Khorasanizadeh, H., and Mohammadi, K., “Introducing the Best Model for Predicting the Monthly Mean Global Solar Radiation Over Six Major Cities of Iran”, Energy, Vol. 51, pp. 257–266, (2013).
 
 [7]    Behrang, M.A., Assareh, E., Noghrehabadi, A.R., and Ghanbarzadeh, A., “New Sunshine-based Models for Predicting Global Solar Radiation using PSO (Particle Swarm Optimization) Technique”, Energy, Vol. 36, pp. 3036–3049, (2011).
 
   [8] Rahimikhoob, A., “Estimating Global Solar Radiation using Artificial Neural Network and Air Temperature Data in a Semi-arid Environment”, Enewable Energy, Vol. 35, pp. 2131–2135, (2010).
 
   [9] Ghahreman, N., and Bakhtiari, B., “Solar Radiation Estimation from Rainfall and Temperature Data in Arid and Semi-arid Climates of Iran”, DESERT, Vol. 14, pp. 141–150, (2009).
 
[10]    Sabziparvar, A.A., “A Simple Formula for Estimating Global Solar Radiation in Central Arid Deserts of Iran”, Renew Energy, Vol. 33, No. 5, pp. 1002–1010, (2008).
 
[11]    Sabziparvar, A.A., and Shetaee, H., “Estimation of Global Solar Radiation in Arid and Semi-arid Climates of East and West Iran”, Energy, Vol. 32, No. 5, pp. 649–655, (2007).
 
[12]    Duffie, J.A., and Beckman, W.A., “Solar Engineering of Thermal Processes”, 3th Edn., John Wiley & Sons, New York, (2006).
 
[13]    Cooper, P.I., “The Absorption of Radiation in Solar Stills”, Solar Energy, Vol. 12, No. 3, pp. 333–346, (1969).
 
[14]    Angström, A., “Solar and Terrestrial Radiation”, Quarterly Journal of the Royal Meteorological Society, Vol. 50, pp. 121‒125, (1924).
 
[15]    Prescott, J.A., “Evaporation from a Water Surface in Relation to Solar Radiation”, Transactions of the Royal Society of South Australia, Vol. 64, pp. 114‒118, (1940).
 
[16]    Ogelman, H., Ecevit, A., and Tasdemiroglu, E., “A New Method for Estimating Solar Radiation from Bright Sunshine Data”, Solar Energy, Vol. 33, pp. 619–625, (1984).
 
[17]    El-Sebaii, A.A., Al-Ghamdi, A.A., Al-Hazmi, F.S., and Faidah, A.S., “Estimation of Global Solar Radiation on Horizontal Surfaces in Jeddah, Saudi Arabia”, Energy Policy, Vol. 37, pp. 3645‒3649, (2009).
 
[18]    Abdalla, YAG., “New Correlation of Global Solar Radiation with Meteorological Parameters for Bahrain”, International Journal of Solar Energy, Vol. 16, pp. 111–120, (1994).
 
[19]    Karakoti, I., Das, P.K., and Singh, S.K., “Predicting Monthly Mean Daily Diffuse Radiation for India”, Applied Energy, Vol. 91, pp. 412–425, (2012).
 
[20]    Rawlings, J. O., Pantula, S. G., and Dickey, D. A., “Applied Regression Analysis: A Research Tool”, 2th Edn., Springer Science & Business Media, pp. 206–228, (2001).
 
[21]    Montgomery, D. C., Peck, E. A., and Vining, G. G., “Introduction to Linear Regression Analysis”, 4th Edn., John Wiley & Sons, Inc., Hoboken, New Jersey, Chapter 10, (2015).
 
[22]    Li, H., Ma, W., Lian, Y., Wang, X., and Zhao, L., “Global Solar Radiation Estimation with Sunshine Duration in Tibet, China”, Renewable Energy, Vol. 36, No. 11, pp. 3141–3145, (2011).
 
[23]    Robaa, S. M., “Validation of the Existing Models for Estimating Global Solar Radiation Over Egypt”, Energy Conversion and Management, Vol. 50, No. 1, pp. 184–193, (2009).
 
 
Volume 20, Issue 2 - Serial Number 51
Fluid Mechanics and Heat Transfer
Spring 2018
Pages 115-128

  • Receive Date 20 July 2017
  • Revise Date 10 January 2018
  • Accept Date 06 October 2018