Prediction of Solar Radiation Intensity in Clear Sky Based on AOD Estimation Model

被引:0
|
作者
Lin Yongjun [1 ]
Xiong Feng [1 ]
Liu Weiliang [1 ]
Liu Changliang [1 ]
Li Jing [1 ]
Li Jintuo [1 ]
机构
[1] North China Elect Power Univ, State Key Lab Alternate Elect Power Syst Renewabl, Baoding 071003, Peoples R China
基金
中央高校基本科研业务费专项资金资助;
关键词
Solar Radiation Intensity; Aerosol Optical Depth; REST2; Model; PM2.5; AEROSOL OPTICAL-THICKNESS; IRRADIANCE; REST2;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Atmospheric aerosol is one of the most important factors that cause the random variation of solar radiation intensity. In view of the problem that the atmospheric aerosol optical depth (AOD) is difficult to obtain real-timely with high accuracy, BP neural network method is adopted to estimate the AOD based on PM2.5 concentration, PM10 concentration, air temperature and air relative humidity that from air quality monitoring station; then, take AOD and precipitable water as main change parameters, REST2 model is simplified to calculate direct solar radiation intensity and scattered radiation intensity in clear sky. Experimental results show that the proposed method for predicting solar radiation intensity in clear sky is of high precision and easy to be realized.
引用
收藏
页码:1452 / 1456
页数:5
相关论文
共 50 条
  • [1] Rolling forecast of solar radiation intensity in clear sky based on AOD estimation
    Liu, Weiliang
    Liu, Changliang
    Lin, Yongjun
    Li, Jing
    Xiong, Feng
    Li, Jintuo
    Taiyangneng Xuebao/Acta Energiae Solaris Sinica, 2019, 40 (07): : 1797 - 1804
  • [2] A clear sky physical based solar radiation decomposition model
    Scarpa, Federico
    Bianco, Vincenzo
    Tagliafico, Luca A.
    THERMAL SCIENCE AND ENGINEERING PROGRESS, 2018, 6 : 323 - 329
  • [3] Estimation of clear sky global solar radiation in Algeria
    Benatiallah, Djelloul
    Benatiallah, Ali
    Bouchouicha, Kada
    Nasri, Bahous
    AIMS ENERGY, 2019, 7 (06) : 710 - 727
  • [4] Estimation of global solar radiation using clear sky radiation in yemen
    Khan, M.M. (maroof141@yahoo.com), 1600, International Hellenic University - School of Science (05):
  • [5] Estimation of global solar radiation under clear sky radiation in Turkey
    Togrul, IT
    Togrul, H
    Evin, D
    RENEWABLE ENERGY, 2000, 21 (02) : 271 - 287
  • [6] EMPIRICAL ESTIMATION OF DAILY CLEAR SKY SOLAR-RADIATION
    HEERMANN, DF
    HARRINGTON, GJ
    STAHL, KM
    JOURNAL OF CLIMATE AND APPLIED METEOROLOGY, 1985, 24 (03): : 206 - 214
  • [7] Estimation of Solar Radiation by Using ASHRAE Clear-Sky Model in Erzurum, Turkey
    Bakirci, K.
    ENERGY SOURCES PART A-RECOVERY UTILIZATION AND ENVIRONMENTAL EFFECTS, 2009, 31 (03) : 208 - 216
  • [8] THE CLEAR SKY SOLAR MODEL
    POWELL, GL
    ASHRAE JOURNAL-AMERICAN SOCIETY OF HEATING REFRIGERATING AND AIR-CONDITIONING ENGINEERS, 1984, 26 (12): : 27 - 29
  • [9] Estimation of a "clear" sky atmosphere using ground and satellite measurements of the solar radiation
    Tsiropoula, G
    Argiriou, A
    PROCEEDINGS OF THE 1ST SOLAR AND SPACE WEATHER EUROCONFERENCE ON THE SOLAR CYCLE AND TERRESTRIAL CLIMATE, 2000, 463 : 551 - 554
  • [10] THE ESTIMATION OF DAILY, CLEAR SKY, SOLAR-RADIATION INTERCEPTED BY A TILTED SURFACE
    WEISS, TA
    LOF, GOG
    SOLAR ENERGY, 1980, 24 (03) : 287 - 294