Performance Evaluation of Developed Empirical Models for Predicting Global Solar Radiation in Western Region of India

被引:0
|
作者
Mahajan, Bhushan [1 ]
Namrata, Kumari [1 ]
机构
[1] Natl Inst Technol, Jamshedpur 831014, Bihar, India
来源
INTERNATIONAL JOURNAL OF RENEWABLE ENERGY RESEARCH | 2019年 / 9卷 / 03期
关键词
Average temperature; Relative humidity; Solar radiation; Statistical parameter; Sunshine hours; DIFFUSE FRACTION; CLIMATIC REGION; MONTHLY-AVERAGE; COEFFICIENTS; FORMULA;
D O I
暂无
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
For the prediction of solar radiation, various models have been developed in literature with sunshine hours as prime parameter. However, an extensive amount of work is still required correlating the sunshine hours and other parameters. Seven models each for predicting mean global radiation and mean diffuse radiation has been derived in this research work for city Amravati (20.9374 degrees N, 77.7796 degrees E), correlating with sunshine hours, average temperature and relative humidity. Relative humidity and temperature together with sunshine can prove to be a best alternative for predicting solar radiation at places where direct measurement is unavailable. Both linear and non-linear correlations developed are compared with conventional models and measured values available for last five years from the meteorological data. The validation is done using several statistical parameters viz. mean absolute percentage error (MAPE), mean bias error (MBE), root mean square error (RMSE) and R-2. The performance evaluation of these models gives the best suitable model for both global and diffuse solar radiation for the city Amravati, Maharashtra.
引用
收藏
页码:1135 / 1143
页数:9
相关论文
共 50 条
  • [1] Evaluation of global solar radiation models for Shanghai, China
    Yao, Wanxiang
    Li, Zhengrong
    Wang, Yuyan
    Jiang, Fujian
    Hu, Lingzhou
    ENERGY CONVERSION AND MANAGEMENT, 2014, 84 : 597 - 612
  • [2] Development of empirical models for estimation of global solar radiation exergy in India
    Jamil, Basharat
    Bellos, Evangelos
    JOURNAL OF CLEANER PRODUCTION, 2019, 207 : 1 - 16
  • [3] An Evaluation of Global Solar Radiation Empirical Formulations in Isparta, Turkey
    Ozturk, M.
    ENERGY SOURCES PART A-RECOVERY UTILIZATION AND ENVIRONMENTAL EFFECTS, 2015, 37 (22) : 2474 - 2486
  • [4] Evaluation of empirical models for predicting monthly mean horizontal diffuse solar radiation
    Despotovic, Milan
    Nedic, Vladimir
    Despotovic, Danijela
    Cvetanovic, Slobodan
    RENEWABLE & SUSTAINABLE ENERGY REVIEWS, 2016, 56 : 246 - 260
  • [5] Empirical models for estimating global solar radiation: A review and case study
    Besharat, Fariba
    Dehghan, Ali A.
    Faghih, Ahmad R.
    RENEWABLE & SUSTAINABLE ENERGY REVIEWS, 2013, 21 : 798 - 821
  • [6] Performance improvement of empirical models for estimation of global solar radiation in India: A k-fold cross-validation approach
    Saud, Sheikh
    Jamil, Basharat
    Upadhyay, Yogesh
    Irshad, Kashif
    SUSTAINABLE ENERGY TECHNOLOGIES AND ASSESSMENTS, 2020, 40
  • [7] Empirical models for the correlation of global solar radiation with meteorological data for Iseyin, Nigeria
    Falayi, E. O.
    Adepitan, J. O.
    Rabiu, A. B.
    INTERNATIONAL JOURNAL OF THE PHYSICAL SCIENCES, 2008, 3 (09): : 210 - 216
  • [8] Empirical models for estimating the daily and monthly global solar radiation for Mediterranean and Central Anatolia region of Turkey
    Ustun, Ismail
    Karakus, Cuma
    Yagli, Huseyin
    INTERNATIONAL JOURNAL OF GLOBAL WARMING, 2020, 20 (03) : 249 - 275
  • [9] Evaluation of various global solar radiation models for Nigeria
    Okundamiya, Michael S.
    Emagbetere, Joy O.
    Ogujor, Emmanuel A.
    INTERNATIONAL JOURNAL OF GREEN ENERGY, 2016, 13 (05) : 505 - 512
  • [10] Prediction of global solar radiation using a single empirical model for diversified locations across India
    Makade, Rahul G.
    Chakrabarti, Siddharth
    Jamil, Basharat
    URBAN CLIMATE, 2019, 29