Skip to main content

2020 | OriginalPaper | Buchkapitel

Generalized Models for Estimation of Diffuse Solar Radiation Based on Clearness Index

verfasst von : Zhe Song, Zhigang Ren, Qinli Deng, Xin Chen

Erschienen in: Proceedings of the 11th International Symposium on Heating, Ventilation and Air Conditioning (ISHVAC 2019)

Verlag: Springer Singapore

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

The acquisition of accurate knowledge of diffuse solar radiation is essential for the conversion and application of solar energy. Nevertheless, most regions around China lack the accurate measured diffuse solar radiation. The main purpose of this study is to establish reliable models for estimating diffuse solar radiation based on the clearness index for both annual and seasonal scenarios. For this purpose, 15 existing diffuse solar radiation models, including nine existing diffuse fraction and six existing diffuse coefficient models, were calibrated for estimation of daily diffuse solar radiation. Long-term, continuously measured global and diffuse solar radiation data were utilized as calibration and validation models. Five statistical parameters such as the mean absolute error (MAE), root mean square error (RMSE), uncertainty indicator at 95% (U95), mean absolute percentage error (MAPE), the correlation coefficient (R), and a global performance indicator (GPI) were used for evaluating the performance and accuracy of the calibrated models. The results showed that the calibrated best-performing models can estimate the daily diffuse solar radiation on a horizontal surface with good accuracy for both annual and seasonal scenarios. Moreover, the calibrated best-performing models can be used for estimating the daily diffuse solar radiation in regions like Wuhan.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Yilmaz, F.: Thermodynamic performance evaluation of a novel solar energy based multigeneration system. Appl. Therm. Eng. 143, 429–437 (2018)CrossRef Yilmaz, F.: Thermodynamic performance evaluation of a novel solar energy based multigeneration system. Appl. Therm. Eng. 143, 429–437 (2018)CrossRef
2.
Zurück zum Zitat Halawa, E., et al.: Empirical correlations as a means for estimating monthly average daily global radiation: a critical overview. Renew. Energy 72, 149–153 (2014)CrossRef Halawa, E., et al.: Empirical correlations as a means for estimating monthly average daily global radiation: a critical overview. Renew. Energy 72, 149–153 (2014)CrossRef
3.
Zurück zum Zitat Khorasanizadeh, H., Mohammadi, K.: Diffuse solar radiation on a horizontal surface: reviewing and categorizing the empirical models. Renew. Sustain. Energy Rev. 53, 338–362 (2016)CrossRef Khorasanizadeh, H., Mohammadi, K.: Diffuse solar radiation on a horizontal surface: reviewing and categorizing the empirical models. Renew. Sustain. Energy Rev. 53, 338–362 (2016)CrossRef
4.
Zurück zum Zitat Liu, B.Y.H., Jordan, R.C.: The interrelationship and characteristic distribution of direct, diffuse and total solar radiation. Sol. Energy 4(3), 1–19 (1960)CrossRef Liu, B.Y.H., Jordan, R.C.: The interrelationship and characteristic distribution of direct, diffuse and total solar radiation. Sol. Energy 4(3), 1–19 (1960)CrossRef
5.
Zurück zum Zitat Khorasanizadeh, H., Mohammadi, K., Goudarzi, N.: Prediction of horizontal diffuse solar radiation using clearness index based empirical models; A case study. Int. J. Hydrog. Energy 41, 21888–21898 (2016)CrossRef Khorasanizadeh, H., Mohammadi, K., Goudarzi, N.: Prediction of horizontal diffuse solar radiation using clearness index based empirical models; A case study. Int. J. Hydrog. Energy 41, 21888–21898 (2016)CrossRef
6.
Zurück zum Zitat Orgill, J.F., Hollands, K.G.T.: Correlation equation for hourly diffuse radiation on a horizontal surface. Sol. Energy 19(4), 357–359 (1977)CrossRef Orgill, J.F., Hollands, K.G.T.: Correlation equation for hourly diffuse radiation on a horizontal surface. Sol. Energy 19(4), 357–359 (1977)CrossRef
7.
Zurück zum Zitat Lam, J.C., Li, D.H.W.: Correlation between global solar radiation and its direct and diffuse components. Build. Environ. 31(6), 527–535 (1996)CrossRef Lam, J.C., Li, D.H.W.: Correlation between global solar radiation and its direct and diffuse components. Build. Environ. 31(6), 527–535 (1996)CrossRef
8.
Zurück zum Zitat Erbs, D.G., Klein, S.A., Duffie, J.A.: Estimation of the diffuse radiation fraction for hourly, daily and monthly-average global radiation. Sol. Energy 28(4), 293–302 (1982)CrossRef Erbs, D.G., Klein, S.A., Duffie, J.A.: Estimation of the diffuse radiation fraction for hourly, daily and monthly-average global radiation. Sol. Energy 28(4), 293–302 (1982)CrossRef
9.
Zurück zum Zitat Jiang, Y.: Estimation of monthly mean daily diffuse radiation in China. Appl. Energy 86(9), 1458–1464 (2009)CrossRef Jiang, Y.: Estimation of monthly mean daily diffuse radiation in China. Appl. Energy 86(9), 1458–1464 (2009)CrossRef
10.
Zurück zum Zitat El-Sebaii, A.A., et al.: Global, direct and diffuse solar radiation on horizontal and tilted surfaces in Jeddah, Saudi Arabia. Appl. Energy 87(2), 568–576 (2010)CrossRef El-Sebaii, A.A., et al.: Global, direct and diffuse solar radiation on horizontal and tilted surfaces in Jeddah, Saudi Arabia. Appl. Energy 87(2), 568–576 (2010)CrossRef
11.
Zurück zum Zitat Younes, S., et al.: Quality control of solar radiation data: present status and proposed new approaches. Energy 30(9), 1533–1549 (2005)CrossRef Younes, S., et al.: Quality control of solar radiation data: present status and proposed new approaches. Energy 30(9), 1533–1549 (2005)CrossRef
12.
Zurück zum Zitat Bailek, N., et al.: A new empirical model for forecasting the diffuse solar radiation over Sahara in the Algerian Big South. Renew. Energy 117, 530–537 (2018)CrossRef Bailek, N., et al.: A new empirical model for forecasting the diffuse solar radiation over Sahara in the Algerian Big South. Renew. Energy 117, 530–537 (2018)CrossRef
13.
Zurück zum Zitat Collares-Pereira, M., Rabl, A.: The average distribution of solar radiation-correlations between diffuse and hemispherical and between daily and hourly insolation values. Solar Ener-gy 22(2), 155–164 (1979)CrossRef Collares-Pereira, M., Rabl, A.: The average distribution of solar radiation-correlations between diffuse and hemispherical and between daily and hourly insolation values. Solar Ener-gy 22(2), 155–164 (1979)CrossRef
14.
Zurück zum Zitat Despotovic, M., et al.: Review and statistical analysis of different global solar radiation sun-shine models. Renew. Sustain. Energy Rev. 52, 1869–1880 (2015)CrossRef Despotovic, M., et al.: Review and statistical analysis of different global solar radiation sun-shine models. Renew. Sustain. Energy Rev. 52, 1869–1880 (2015)CrossRef
Metadaten
Titel
Generalized Models for Estimation of Diffuse Solar Radiation Based on Clearness Index
verfasst von
Zhe Song
Zhigang Ren
Qinli Deng
Xin Chen
Copyright-Jahr
2020
Verlag
Springer Singapore
DOI
https://doi.org/10.1007/978-981-13-9528-4_11