Very short term irradiance forecasting using the lasso

Article English OPEN
Yang, Dazhi; Ye, Zhen; Lim, Li Hong Idris; Dong, Zibo;
  • Publisher: Elsevier Ltd.
  • Subject:
    arxiv: Statistics::Methodology

We find an application of the lasso (least absolute shrinkage and selection operator) in sub-5-min solar irradiance forecasting using a monitoring network. Lasso is a variable shrinkage and selection method for linear regression. In addition to the sum of squares error ... View more
  • References (12)
    12 references, page 1 of 2

    Arias-Castro, E., Kleissl, J., Lave, M., 2014. A poisson model for anisotropic solar ramp rate correlations. Solar Energy 101, 192 - 202. URL:, doi: 1016/j.solener.2013.12.028.

    Bosch, J., Kleissl, J., 2013. Cloud motion vectors from a network of ground sensors in a solar power plant. Solar Energy 95, 13 - 20. URL:, doi: j.solener.2013.05.027.

    Bosch, J., Zheng, Y., Kleissl, J., 2013. Deriving cloud velocity from an array of solar radiation measurements. Solar Energy 87, 196 - 203. URL:, doi: 10.1016/j.solener.2012.10.020.

    org/10.1214/12-AOS1003, doi:10.1214/12-AOS1003.

    Yang, D., Dong, Z., Nobre, A., Khoo, Y.S., Jirutitijaroen, P., Walsh, W.M., 2013a. Evaluation of transposition and decomposition models for converting global solar irradiance from tilted surface to horizontal in tropical regions. Solar Energy 97, 369 - 387. URL:, doi:http: //

    Yang, D., Dong, Z., Reindl, T., Jirutitijaroen, P., Walsh, W.M., 2014a. Solar irradiance forecasting using spatio-temporal empirical kriging and vector autoregressive models with parameter shrinkage. Solar Energy 103, 550 - 562. URL: http://www., doi:

    Yang, D., Gu, C., Dong, Z., Jirutitijaroen, P., Chen, N., Walsh, W.M., 2013b. Solar irradiance forecasting using spatial-temporal covariance structures and time-forward kriging. Renewable Energy 60, 235 - 245. URL: science/article/pii/S0960148113002759, doi:

    Yang, D., Jirutitijaroen, P., Walsh, W.M., 2012. Hourly solar irradiance time series forecasting using cloud cover index. Solar Energy 86, 3531 - 3543. URL:, doi:http: //

    Yang, D., Sharma, V., Ye, Z., Lim, L.I., Zhao, L., Aryaputera, A.W., 2015. Forecasting of global horizontal irradiance by exponential smoothing, using decompositions. Energy , to appear,doi:

    Yang, D., Ye, Z., Nobre, A.M., Du, H., Walsh, W.M., Lim, L.I., Reindl, T., 2014b. Bidirectional irradiance transposition based on the perez model. Solar Energy 110, 768 - 780. URL: S0038092X14004927, doi:

  • Metrics
Share - Bookmark