Acta Optica Sinica, Volume. 32, Issue 1, 112001(2012)

A New Correction Algorithm for Diffuse Irradiance Measured with Rotating Shadow-Band Pyranometer Based on Support Vector Regression

Chong Wei1,2、*, Sha Yizhuo1,3, Xing Hongyan1,3, and Lü Wenhua1,3
Author Affiliations
  • 1[in Chinese]
  • 2[in Chinese]
  • 3[in Chinese]
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    References(23)

    [1] [1] Sha Yizhuo, Bian Zeqiang, Lü Wenhua. Design of solar energy resources observation station in China[J]. Meteorological, Hydrological and Marine Instruments, 2010, (1): 6~9

    [2] [2] Lee Harrison, Joseph Michalsky, Jerry Berndt. Automated multifactor rotating shadowband radiometer: an instrument for optical depth and radiation measurements[J]. Appl. Opt., 1994, 33(22): 5118~5125

    [3] [3] J. Augustyn, T. Geer, F. Vignola et al.. Improving the accuracy of low cost measurement of direct normal solar irradiance[C]. Proc. Solar 2002, American Solar Energy Society, 2002

    [4] [4] J. J. Michalsky, L. C. Harrison, W. E. Berkheiser. Cosine response characteristics of some radiometric and photometric sensors[J]. Solar Energy, 1995, 54(6): 397~402

    [6] [6] David L. King, Jay A. Kratochvil, William E. Boyson. Measuring solar spectral and angle-of-incidence effects on photovoltaic modules and solar irradiance sensors[C]. 26th IEEE Photovoltaic Specialists Conference, 1997, Conference Record of the Twenty-Sixth IEEE: 1113~1116

    [7] [7] David L. King, Daryl R. Myers. Silicon photodiode pyranometers: operational characteristics, historical experiences, and new calibration procedures[C]. 26th IEEE Photovoltaic Specialists Conference, 1997, Conference Record of the Twenty-Sixth IEEE: 1285~1288

    [8] [8] Frank Vignola. Solar cell based pyronometers: evaluation of the diffuse response [C]. Proceedings of the 1999 Annual Conference, American Solar Energy Society, 1999: 260

    [9] [9] Frank Vignola. Removing systematic errors from rotating shadowband pyranometer data [C]. Proceedings of the 35th ASES Annual Conference July 9-13, 2006, Denver, Colorado, 2006

    [10] [10] Zhang Xuegong. Introduction to statistical learning theory and support vector machines[J]. Acta Automation Sinica, 2000, 126(1): 32~42

    [11] [11] Xing Hongyan, Jin Tianli. Weak signal estimation in chaotic clutter using wavelet analysis and symmetric LS-SVM regression [J].Acta Physica Sinica, 2010, 59(1): 140~145

    [12] [12] Zhu Jia, Wang Zhenhui, Jin Tianli et al.. Combination of wavelet decomposition and least square support vector machine to forcast atmospheric ozone content time series[J]. Climatic and Environmental Research, 2010, 15(3): 295~302

    [13] [13] Zhang Hua, Zeng Jie. Wind speed forecasting model study based on support vector machine[J]. Acta Energiae Solars Sinica, 2010, 31(7): 928~932

    [14] [14] Yang Zhixia, Deng Naiyang. The analysis to the solution set of the primal problem in linear support vector ordinal regression[J]. OR Transactions, 2007, 11(3): 105~112

    [16] [16] Gu Wanlong, Zhu Yeyu, Pan Pan et al.. Application of SVM methods to calculation of solar radiation[J]. Acta Energiae Solars Sinica, 2010, 31(1): 56~59

    [17] [17] Sha Dingguo. Error Analysis and Assessment of Uncertainty in Measurement[M]. China Metrology Publishing House, 2003.10~18

    [18] [18] Andrew L. Rosenthal, Jeffrey M. Roberg. Twelve Month Performance Evaluation for the Rotating Shadowband Radiometer[D]. New Mexico: New Mexico State University, Southwest Technology Development Institute,1994. 18~19

    [19] [19] L. Alados-Arboledas, F. J. Batlles, F. J. Olmo. Solar radiation resource assessment by means of silicon cells[J]. Solar Energy, 1995, 54(3): 183~191

    [20] [20] Zhou Liangming, Liu Yuguang. Study on water vapor′s absorption to sun′s radiation[J]. Ocean Technology, 2004, 23(4): 109~112

    [21] [21] Xiong Wei, Shi Hailiang, Wang Yuanjun et al.. Study on near-infrared spatial heterodyne spectrometer and detection of water vapor[J]. Acta Optica Sinica, 2010, 30(5): 1512~1515

    [22] [22] Li Gang, Zhao Jing, Li Jiaxing et al.. Visible-infrared reflectance spectroscopy applied in rapid screen of diseases[J]. Acta Optica Sinica, 2011, 31(3): 0317001

    [23] [23] Xu Guirong, Chen Bo, Wan Rong et al.. Error analysis on precipitable water derived from ground-based GPS with various methods[J]. Torrential Rain and Disasters, 2008, 27(4): 346~350

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    Chong Wei, Sha Yizhuo, Xing Hongyan, Lü Wenhua. A New Correction Algorithm for Diffuse Irradiance Measured with Rotating Shadow-Band Pyranometer Based on Support Vector Regression[J]. Acta Optica Sinica, 2012, 32(1): 112001

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    Paper Information

    Category: Instrumentation, Measurement and Metrology

    Received: May. 9, 2011

    Accepted: --

    Published Online: Jan. 4, 2012

    The Author Email: Wei Chong (ensonic@126.com)

    DOI:10.3788/aos201232.0112001

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