Price Prediction of Agricultural Products Based on Wavelet Analysis-LSTM

被引:9
|
作者
Chen, Qinglong [1 ,2 ]
Lin, Xiaoyu [1 ,2 ]
Zhong, Yiwen [1 ,2 ]
Xie, Ziyan [1 ,2 ]
机构
[1] Fujian Agr & Forestry Univ, Coll Comp & Informat Sci, Fuzhou 350002, Fujian, Peoples R China
[2] Fujian Prov Univ, Key Lab Smart Agr & Forestry, Fuzhou 350002, Fujian, Peoples R China
关键词
agricultural products price; predict; wavelet analysis (WA); LSTM; SIGNAL; ARIMA;
D O I
10.1109/ISPA-BDCloud-SustainCom-SocialCom48970.2019.00142
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
China is a big agricultural country; the fluctuation of agricultural products price impact people's financial life. Due to the natural climate, accidental event and other factors, the agricultural products price is unstable and changes quickly, it is difficult to predict agricultural products price. This paper takes Fuzhou cabbage as an example, and Wavelet Analysis (WA) is used to reduce noise of the cabbage data. And then normalize the data with the fine-tuned normalization. Finally, the normalized data are fed into Long Short-Term Memory (LSTM) model for prediction The new model named WA-LSTM based on both WA and LSTM can obtain better results than the classical LSTM model. The experiments show that this model achieved better performance and accuracy.
引用
收藏
页码:984 / 990
页数:7
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