THERMAL SCIENCE

International Scientific Journal

EVALUATION OF DIFFERENT SUNSHINE-BASED MODELS FOR PREDICTING GLOBAL SOLAR RADIATION – CASE STUDY: NEW BORG EL-ARAB CITY, EGYPT

ABSTRACT
The unavailability of the solar radiation measurements for different locations around the world leads to develop various empirical models to estimate the global solar radiation. In this consider, this study aims to investigate the performance of different solar radiation models to predict the monthly average daily global solar radiation on a horizontal surface. To achieve this, the measured global solar radiation data for a case study location are used. The model predictions are compared with the measured data to introduce the most accurate model for estimating the global solar radiation. The performance of each model is evaluated based on the different statistical indicators. The results show that the Robaa model has the best performance among the other models. Consequently, it can be used for estimating global solar radiation on a horizontal surface in the location under consideration. The accurate estimations of the global solar radiation using this approach can be used in the design and evaluation of performance for different solar applications.
KEYWORDS
PAPER SUBMITTED: 2016-08-03
PAPER REVISED: 2017-02-01
PAPER ACCEPTED: 2017-02-20
PUBLISHED ONLINE: 2017-04-08
DOI REFERENCE: https://doi.org/10.2298/TSCI160803085H
CITATION EXPORT: view in browser or download as text file
THERMAL SCIENCE YEAR 2018, VOLUME 22, ISSUE Issue 2, PAGES [979 - 992]
REFERENCES
  1. Despotovic, M., et al., Review and Statistical Analysis of Different Global Solar Radiation Sunshine Models, Renew. Sustain, Energy Rev. 52 (2015), Dec., pp. 1869-1880
  2. Kandpal, T. C., Broman, L., Renewable Energy Education: A Global Status Review, Renew. Sustain. Energy Rev., 34 (2014), Jun., pp. 300-324
  3. Hassan, G. E., et al., Optimum Operational Performance of a New Stand-Alone Agricultural Greenhouse with Integrated-TPV Solar Panels, Sol. Energy., 136 (2016), Oct., pp. 303-316
  4. Aziz, A. N., et al., Modeling and Experimental Investigation for PEMFC to Achieve High Fuel Cell Performance, Proceedings, Int. Conf. New Trends Sustain. Energy – ICNTSE, Pharos University, Alexandria, Egypt, 2016, pp. 228-231
  5. Salah, A. H., Hassan, G. E., Performance Improvement of Roof Transparent Solar Still Coupled with Agriculture Greenhouse, Proceedings, Int. Conf. New Trends Sustain. Energy – ICNTSE, Pharos University, Alexandria, Egypt, 2016, pp. 151-154
  6. Hassan, G., et al., Development of a Novel Solar Driven Agriculture Greenhouse: Self Sufficient of Energy and Irrigating Water, Proceedings, Int. Desalin. Assoc. World Congr. Desalin. Water Reuse, San Diego, Cal., USA, 2015, pp. 1-10
  7. Ajayi, O. O., et al., New Model to Estimate Daily Global Solar Radiation over Nigeria, Sustain, Energy Technol. Assessments, 5 (2014), Mar., pp. 28-36
  8. Babić, I. M., Djurišić, Ž. R., Impact of Daily Variation of Solar Radiation on Photovoltaic Plants Economy at the Open Market, A Case Study “Bavanište” (Serbia), Thermal Science, 19 (2015), 3, pp. 837-844
  9. Das, A., et al., Estimation of Available Global Solar Radiation Using Sunshine Duration over South Korea, J. Atmos. Solar-Terrestrial Phys., 134 (2015), Nov., pp. 22-29
  10. El Mghouchi, Y., et al., New Model to Estimate and Evaluate the Solar Radiation, Int. J. Sustain. Built Environ,. 3 (2014), 2, pp. 225-234
  11. Luković, J. B., et al., High Resolution Grid of Potential Incoming Solar Radiation for Serbia, Thermal Science, 19 (2015), Suppl. 2, pp. S427-S435
  12. Youssef, E., et al., Investigating the Performance of Different Models in Estimating Global Solar Radiation, Adv. Nat. Appl. Sci., 10 (2016), 4, pp. 379-389
  13. Hassan, G. E., et al., New Temperature-Based Models for Predicting Global Solar Radiation, Appl. Energy, 179 (2016), Oct., pp. 437-450
  14. Ali, M. A.,et al., Assessment the Performance of Artificial Neural Networks in Estimating Global Solar Radiation, Proceedings, Int. Conf. New Trends Sustain. Energy-ICNTSE, Pharos University, Alexandria, Egypt, 2016, pp. 148-150
  15. Hassan, G. E., et al., Performance Assessment of Different Day-of-the-Year-Based Models for Estimating Global Solar Radiation – Case Study: Egypt, J. Atmos. Solar-Terrestrial Phys., 149 (2016), Nov., pp. 69-80
  16. Menges, H. O., et al., Evaluation of Global Solar Radiation Models for Konya, Turkey, Energy Convers. Manag., 47 (2006), 18-19, pp. 3149-3173
  17. El-Metwally, M., Simple New Methods to Estimate Global Solar Radiation Based on Meteorological Data in Egypt, Atmos. Res., 69 (2004), 3-4, pp. 217-239
  18. Quej, V. H., et al., Empirical Models for Estimating Daily Global Solar Radiation in Yucatán Peninsula, Mexico, Energy Convers. Manag., 110 (2016), Feb., pp. 448-456
  19. Besharat, F., et al., Empirical Models for Estimating Global Solar Radiation: A Review and Case Study, Renew. Sustain. Energy Rev., 21 (2013), May, pp. 798-821
  20. El-Metwally, M., Sunshine and Global Solar Radiation Estimation at Different Sites in Egypt, J. Atmos. Solar-Terrestrial Phys., 67 (2005), 14, pp. 1331-1342
  21. Al-Mostafa, Z. A., et al., Sunshine-Based Global Radiation Models: A Review and Case Study, Energy Convers. Manag., 84 (2014), Aug., pp. 209-216
  22. Khorasanizadeh, H., Mohammadi, K., Introducing the Best Model for Predicting the Monthly Mean Global Solar Radiation over Six Major Cities of Iran, Energy, 51 (2013), Mar., pp. 257-266
  23. Kumar, R., et al., Comparison of Regression and Artificial Neural Network Models for Estimation of Global Solar Radiations, Renew. Sustain. Energy Rev., 52 (2015), Dec., pp. 1294-1299
  24. Khorasanizadeh, H., Mohammadi, K., Prediction of Daily Global Solar Radiation by Day of the Year in Four Cities Located in the Sunny Regions of Iran, Energy Convers. Manag., 76 (2013), Dec., pp. 385-392
  25. Khalil, S. A., Shaffie, A. M., A Comparative Study of Total, Direct and Diffuse Solar Irradiance by Using Different Models on Horizontal and Inclined Surfaces for Cairo, Egypt, Renew. Sustain. Energy Rev., 27 (2013), Nov., pp. 853-863
  26. Prescott, J. A., Evaporation from Water Surface in Relation to Solar Radiation, Trans. R. Soc. Aust., 46 (1940), pp. 114-118
  27. Yao, W., et al., Evaluation of Global Solar Radiation Models for Shanghai, China, Energy Convers. Manag., 84 (2014), Aug., pp. 597-612
  28. Adeala, A. A., et al., Evaluation of Global Solar Radiaiton Using Multile Weather Parameters as Predictors for South Africa Provinces, Thermal Science, 19 (2015), Suppl. 2, pp. S495-S509
  29. Khalil, S. A., Shaffie, A. M., Performance of Statistical Comparison Models of Solar Energy on Horizontal and Inclined Surface, Int. J. Energy Power., 2 (2013), Jan., pp. 8-25
  30. Taha, A., Hussein, T., Estimation of Hourly Global Solar Radiation in Egypt Using Mathematical Model, Int. J. Latest Trends Agr. Food Sci., 2 (2012), 2, pp. 74-82
  31. Robaa, S. M., On the Estimation of UV-B Radiation over Egypt, Q. J. Hungarian Meteorol. Serv., 112 (2008), 1, pp. 45-60
  32. Robaa, S. M., On the Estimation of Global and Diffuse Solar Radiation over Egypt, Mausam., 54 (2003), 2, pp. 511-520
  33. Barbaro, S. E., et al., Global Solar Radiation in Italy, Sol. Energy, 20 (1978), 5, pp. 431-435
  34. Robaa, S. M., Validation of the Existing Models for Estimating Global Solar Radiation over Egypt, Energy Convers. Manag., 50 (2009), 1, pp. 184-193
  35. Robaa, S., Evaluation of Sunshine Duration from Cloud Data in Egypt, Energy, 33 (2008), 5, pp. 785-795
  36. Supit, I., Van Kappel, R. R., A Simple Method to Estimate Global Radiation, Sol. Energy, 63 (1998), 3, pp. 147-160
  37. El-Sebaii, A., Trabea, A., Estimation of Global Solar Radiation on Horizontal Surfaces over Egypt, Egypt. J. Solids., 28 (2005), 1, pp. 163-175
  38. Tadros, M. T. Y., Uses of Sunshine Duration to Estimate the Global Solar Radiation over Eight Meteorological Stations in Egypt, Renew. Energy, 21 (2000), 2, pp. 231-246
  39. Trabea, A. A., Analysis of Solar Radiation Measurements at Al-Arish Area, North Sinai, Egypt, Renew. Energy, 20 (2000), 1, pp. 109-125
  40. Trabea, A. A., Shaltout, M. A. M., Correlation of Global Solar Radiation with Meteorological Parameters over Egypt, Renew. Energy, 21 (2000), 2, pp. 297-308
  41. Tadros, M. T. Y., Mustafa, M. A. M., Estimation of the Global Horizontal Solar Radiation in Iraq, Int. J. Emerg. Technol. Adv. Eng., 4 (2014), 8, pp. 587-605
  42. ***, NASA Data, NASA Surface meteorology and Solar Energy, (n. d.). https://eosweb.larc.nasa.gov/cgi-bin/sse/daily.cgi & https://power.larc.nasa.gov/cgi-bin/agro.cgi?email=agroclim@larc.nasa.gov
  43. ***, Weather Underground, Weather History for HEBA, (n. d.). http://www.wunderground.com/weather-forecast/zmw:00000.1.WHEBA (accessed April 1, 2015).
  44. ***, Microsoft, Microsoft C# Language, (n. d.) https://msdn.microsoft.com/en-us/library/aa289180(v=vs.71).aspx (accessed January 1, 2015).
  45. Sommerville, I., Software Engineering 8, 8th ed, Addison-Wesley, Longman Publishing Co, Boston, Mass., USA, 2007
  46. Vahid Garousi, O. D., et al., A Survey of Software Engineering Practices in Turkey, J. Syst. Softw., 108 (2015), Oct., pp. 148-177
  47. Ravichandran, S., Rathnaraj, J. D., Analysis of Ratio of Global to Extra-Terrestrial Radiation (Clearness Index) at some Tropical Locations in India, Thermal Science, 21 (2017), 3, pp. 1379-1397
  48. Khorasanizadeh, H., Mohammadi, K., Introducing the Best Model for Predicting the Monthly Mean Global Solar Radiation over Six Major Cities of Iran, Energy, 51 (2013), Mar., pp. 257-266
  49. Camacho, E., et al., Solar Energy Fundamentals, in: Control Sol. Energy Syst., Chapter 1, Springer London, London, 2012, pp. 1-23
  50. Kalogirou, S., Environmental Characteristics, in: Sol. Energy Eng. Process. Syst., 1st ed, Chapter 2, Elsevier Inc, Amsterdam, The Netherlands, 2009, pp. 49-120
  51. Angstrom, A., Solar and Terrestrial Radiation, Q. J. R. Meteorol. Soc., 50 (1924), pp. 121-125
  52. Li, H., et al., Estimating Daily Global Solar Radiation by Day of Year in China, Appl. Energy, 87 (2010), 10, pp. 3011-3017
  53. Li, H., et al., A Temperature-Based Model for Estimating Monthly Average Daily Global Solar Radiation in China, Sci. World J., 2014 (2014), ID128754
  54. Yacef, R., et al., New Combined Models for Estimating Daily Global Solar Radiation from Measured Air Temperature in Semi-Arid Climates: Application in Ghardaia, Algeria, Energy Convers. Manag., 79 (2014), Mar., pp. 606-615

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