A method for cloud detection and opacity classification based on ground based sky imagery

作者: M. S. Ghonima , B. Urquhart , C. W. Chow , J. E. Shields , A. Cazorla

DOI: 10.5194/AMT-5-2881-2012

关键词:

摘要: Abstract. Digital images of the sky obtained using a total imager (TSI) are classified pixel by into clear sky, optically thin and thick clouds. A new classification algorithm was developed that compares red-blue ratio (RBR) to RBR library (CSL) generated from captured on days. The difference, rather than ratio, between CSL resulted in more accurate cloud classification. High correlation TSI image aerosol optical depth (AOD) measured an AERONET photometer observed motivated addition haze correction factor (HCF) model account for variations AOD. Thresholds clouds were chosen based training set validated with manually annotated images. Misclassifications opposite category less 1%. Thin accuracy 60%. Accurate detection opacity techniques will improve short-term solar power forecasting.

参考文章(29)
J. E. Shields, M. E. Karr, The Whole Sky Imager - A Year of Progress ,(1998)
Janet E. Shields, Monette E. Karr, Art R. Burden, Richard W. Johnson, Vincent W. Mikuls, Jacob R. Streeter, William S. Hodgkiss, Research toward Multi-site Characterization of Sky Obscuration by Clouds Defense Technical Information Center. ,(2009) , 10.21236/ADA547055
Foster Provost, Ron Kohavi, Guest Editors‘ Introduction: On Applied Research in MachineLearning Machine Learning. ,vol. 30, pp. 127- 132 ,(1998) , 10.1023/A:1007442505281
Jennifer Luoma, Jan Kleissl, Keenan Murray, Optimal inverter sizing considering cloud enhancement Solar Energy. ,vol. 86, pp. 421- 429 ,(2012) , 10.1016/J.SOLENER.2011.10.012
Bruce C. Kindel, Peter Pilewskie, K. Sebastian Schmidt, Odele Coddington, Michael D. King, Solar spectral absorption by marine stratus clouds: Measurements and modeling Journal of Geophysical Research. ,vol. 116, ,(2011) , 10.1029/2010JD015071
R. D. Cess, M. H. Zhang, P. Minnis, L. Corsetti, E. G. Dutton, B. W. Forgan, D. P. Garber, W. L. Gates, J. J. Hack, E. F. Harrison, X. Jing, J. T. Kiehi, C. N. Long, J. - J. Morcrette, G. L. Potter, V. Ramanathan, B. Subasilar, C. H. Whitlock, D. F. Young, Y. Zhou, Absorption of solar radiation by clouds: observations versus models. Science. ,vol. 267, pp. 496- 499 ,(1995) , 10.1126/SCIENCE.267.5197.496
Dohyeong Kim, V. Ramanathan, Solar radiation budget and radiative forcing due to aerosols and clouds Journal of Geophysical Research. ,vol. 113, pp. 246- 247 ,(2008) , 10.1029/2007JD008434
A Smirnov, BN Holben, TF Eck, O Dubovik, I Slutsker, None, Cloud-Screening and Quality Control Algorithms for the AERONET Database Remote Sensing of Environment. ,vol. 73, pp. 337- 349 ,(2000) , 10.1016/S0034-4257(00)00109-7