Research on Grain Yield Forecasting System Based on Grey Model

被引:0
|
作者
Fan, C. [1 ]
Li, Y. Z. [2 ]
Yang, T. J. [1 ]
Fu, H. L. [1 ]
机构
[1] Henan Univ Technol, Coll Informat Sci & Technol, Zhengzhou, Peoples R China
[2] Henan Univ Technol, Coll Elect Engn, Zhengzhou 450000, Peoples R China
关键词
forecasting; grain yield; grey model; prediction error;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
The grain yield forecasting system is an important part of the food security, which crucially related with the safety of the politics and the military of the country, however, existing prediction methods have reduced accuracy due to problems such as data correlation and data sparsity. To overcome these problems, the grey forecast (GF) model for the grain yield is proposed in this paper. Firstly, the forecasting method based on the grey theory is established by using the yield series data from 1980 to 2012. Then, the prediction model is tested by the residual, the posteriori difference and the correlation coefficient. Lastly, the prediction precision is compared between the GM(1,1) and the moving average methods. The results shown that the forecasting model can predict the grain yield accurately, the mean relative error is 3.78%, and the maximum error is less than 10%, which can satisfy the needs of the forecasting system.
引用
收藏
页码:1308 / 1315
页数:8
相关论文
共 50 条
  • [21] Application of Grey Forecasting Model to Load Forecasting of Power System
    Yan, Yan
    Liu, Chunfeng
    Qu, Bin
    Zhao, Quanming
    Ji, Feifei
    INFORMATION COMPUTING AND APPLICATIONS, PT II, 2011, 244 : 201 - +
  • [22] Research on the prediction model of grain yield based on the ARIMA method
    Fan Chao
    Cao Pei-ge
    Yang Tie-jun
    Fu Hong-liang
    PROCEEDINGS OF THE 2015 4TH INTERNATIONAL CONFERENCE ON SENSORS, MEASUREMENT AND INTELLIGENT MATERIALS, 2016, 43 : 454 - 458
  • [23] Prediction of Grain Yield in Henan Province Based on Grey BP Neural Network Model
    Li, Bingjun
    Zhang, Yifan
    Zhang, Shuhua
    Li, Wenyan
    DISCRETE DYNAMICS IN NATURE AND SOCIETY, 2021, 2021
  • [24] Study on prediction of grain yield based on grey theory and fuzzy neutral network model
    Zhang, Hui-Yun
    International Journal Bioautomation, 2017, 21 (04) : 331 - 338
  • [25] Study on nonlinear combination forecasting model for grain yield
    Ran, Liu
    Hui, Bu
    Ran, L., 2013, Asian Network for Scientific Information (12) : 4666 - 4672
  • [26] Research on forecasting model of artificial neural network based on grey relational analysis
    Su Bo
    Liu Lu
    Yang Fang-ting
    PROCEEDINGS OF 2006 CHINESE CONTROL AND DECISION CONFERENCE, 2006, : 121 - 125
  • [27] Research on China's Energy Demand Forecasting Based on Grey System Theory
    Wang, Li-jie
    Xu, Jun-wei
    Qin, Pei
    NATURAL RESOURCES AND SUSTAINABLE DEVELOPMENT II, PTS 1-4, 2012, 524-527 : 2958 - 2961
  • [28] Air materiel forecasting research based on a new grey incidence calculate model
    Miao Jian-Jun
    Li Jian
    PROCEEDINGS OF 2007 IEEE INTERNATIONAL CONFERENCE ON GREY SYSTEMS AND INTELLIGENT SERVICES, VOLS 1 AND 2, 2007, : 643 - 647
  • [29] The research of grey forecasting model and application on sport problem
    Xu, W. (xuweilong0804@163.com), 1600, Trade Science Inc, 126,Prasheel Park,Sanjay Raj Farm House,Nr. Saurashtra Unive, Rajkot, Gujarat, 360 005, India (10):
  • [30] Forecasting the Chinese Grain Yield Using Hybrid ARIMA and Error-Corrected Grey Model base on the Wavelet Transform
    Fan, Chao
    Jiao, Yajie
    Guo, Yafei
    Song, Yupei
    Ndlovu, Ashley
    JOURNAL OF GREY SYSTEM, 2019, 31 (04): : 97 - 110