Development of models for hourly solar radiation prediction

被引:0
|
作者
Seo, Donghyun [1 ]
Huang, Joe [1 ]
Krarti, Moncef [1 ]
机构
[1] Univ Colorado, Dept Civil Environm & Architectural Engn, Boulder, CO 80309 USA
来源
关键词
D O I
暂无
中图分类号
O414.1 [热力学];
学科分类号
摘要
In this paper several solar models based on Zhang et al., Zhang and Huang, and Watanabe models are developed and tested against measured solar data obtained for several locations throughout the world. The solar models can predict hourly global, direct normal, and diffuse solar radiation from cloud cover information and non-solar data including dry-bulb temperature, wind speed, and relative humidity. Refinement of the Zhang and Huang model is also carried out to improve its prediction accuracy for tropical climates. Specifically, new coefficients of the model were determined based on regression analysis using measured hourly solar data from various tropical sites. Variations of the Zhang and Huang models requiring fewer input variables were also developed. These model variations were tested for both tropical and nontropical climates. The analysis results indicated that while only two variables (solar angle and cloud cover) are required to predict hourly global solar radiation for high latitude locations, dry-bulb temperature is required to accurately predict solar radiation for the tropical locations.
引用
收藏
页码:392 / +
页数:3
相关论文
共 50 条
  • [1] Development and Comparison of Two Novel Hybrid Neural Network Models for Hourly Solar Radiation Prediction
    Mukhtar, Mustapha
    Oluwasanmi, Ariyo
    Yimen, Nasser
    Qinxiu, Zhang
    Ukwuoma, Chiagoziem C.
    Ezurike, Benjamin
    Bamisile, Olusola
    [J]. APPLIED SCIENCES-BASEL, 2022, 12 (03):
  • [2] Evaluation and comparison of hourly solar radiation models
    Ahmad, A. Jamil
    Tiwari, G. N.
    [J]. INTERNATIONAL JOURNAL OF ENERGY RESEARCH, 2009, 33 (05) : 538 - 552
  • [3] Regression models for hourly diffuse solar radiation
    Paulescu, Eugenia
    Blaga, Robert
    [J]. SOLAR ENERGY, 2016, 125 : 111 - 124
  • [4] Improved accuracy models for hourly diffuse solar radiation
    Muneer, T
    Munawwar, S
    [J]. JOURNAL OF SOLAR ENERGY ENGINEERING-TRANSACTIONS OF THE ASME, 2006, 128 (01): : 104 - 117
  • [6] Stochastic prediction of hourly global solar radiation for Patra, Greece
    Kaplanis, S.
    Kaplani, E.
    [J]. APPLIED ENERGY, 2010, 87 (12) : 3748 - 3758
  • [7] Assessment of Artificial Neural Networks for Hourly Solar Radiation Prediction
    Khatib, Tamer
    Mohamed, Azah
    Sopian, K.
    Mahmoud, M.
    [J]. INTERNATIONAL JOURNAL OF PHOTOENERGY, 2012, 2012
  • [8] Prediction of hourly solar radiation with multi-model framework
    Wu, Ji
    Chan, Chee Keong
    [J]. ENERGY CONVERSION AND MANAGEMENT, 2013, 76 : 347 - 355
  • [9] PREDICTION OF HOURLY SOLAR RADIATION USING AN ARTIFICIAL NEURAL NETWORK
    Solmaz, Ozgur
    Ozgoren, Muammer
    [J]. MENDEL 2011 - 17TH INTERNATIONAL CONFERENCE ON SOFT COMPUTING, 2011, : 218 - 225
  • [10] Interpretable deep learning models for hourly solar radiation prediction based on graph neural network and attention
    Gao, Yuan
    Miyata, Shohei
    Akashi, Yasunori
    [J]. APPLIED ENERGY, 2022, 321