Vegetables Price Forecasting in Hainan Province Based on Linear and Nonlinear Combination Model
文献类型: 外文期刊
作者: Ye, Lu 1 ; Qin, Xiaoli 1 ; Li, Yuping 1 ; Liu, Yanqun 1 ; Liang, Weihong 1 ;
作者机构: 1.Chinese Acad Trop Agr Sci, Inst Sci & Tech Informat, Danzhou, Peoples R China
关键词: vegetables price;BP;ARIMA;linear programming;nonlinear combination forecasting
期刊名称:2016 13TH INTERNATIONAL CONFERENCE ON SERVICE SYSTEMS AND SERVICE MANAGEMENT
ISSN: 2161-1890
年卷期: 2016 年
页码:
收录情况: SCI
摘要: With Hainan vegetables price from 2012 to 2015 as the research object, Back Propagation (BP) neural network forecasting model and Autoregressive Integrated Moving Average (ARIMA) forecasting model of Hainan vegetables price are set up. Based on above two models, linear combination and nonlinear combination forecasting model of vegetables price are established by linear programming method and BP neural network method. The results indicate that nonlinear combination model is superior to linear combination model, and linear combination model is superior to any single model, reflecting that combination model can make individual models complement each other's advantages to improve prediction accuracy.
- 相关文献
作者其他论文 更多>>
-
Combinations of Feature Selection and Machine Learning Algorithms for Object-Oriented Betel Palms and Mango Plantations Classification Based on Gaofen-2 Imagery
作者:Luo, Hongxia;Li, Maofen;Dai, Shengpei;Li, Hailiang;Li, Yuping;Hu, Yingying;Zheng, Qian;Yu, Xuan;Fang, Jihua;Luo, Hongxia;Dai, Shengpei;Li, Hailiang;Li, Yuping;Hu, Yingying;Zheng, Qian;Yu, Xuan
关键词:feature selection; betel palms and mango plantations; machine learning classifier; Gaofen-2
-
Finite-Time Lag Synchronization of Memristive Neural Networks With Multi-Links via Adaptive Control
作者:Qin, Xiaoli;Wang, Cong;Li, Lixiang;Peng, Haipeng;Wang, Cong;Qin, Xiaoli;Ye, Lu
关键词:Synchronization; Delays; Memristors; Adaptive control; Biological neural networks; Adaptation models; Memristive neural networks with multi-links; finite-time lag synchronization; delay-dependent adaptive control; delay-independent adaptive control; distributed time-varying delays
-
Empirical estimation of daily global solar radiation with contrasting seasons of rain and drought characterize over tropical China
作者:Li, Mao-Fen;Dai, Shengpei;Luo, Hongxia;Liu, Enping;Li, Yuping;Guo, Peng-Tao
关键词:Wet season; dry season; ANOVA; Sunshine-based; Temperature-based
-
Finite-time projective synchronization of memristor-based neural networks with leakage and time-varying delays
作者:Qin, Xiaoli;Wang, Cong;Li, Lixiang;Peng, Haipeng;Yang, Yixian;Qin, Xiaoli;Ye, Lu
关键词:Finite-time synchronization; Memristor-based neural networks(MNNs); Leakage delay; Projective synchronization
-
Daily extreme precipitation indices and their impacts on rice yield-A case study over the tropical island in China
作者:Li, Mao-Fen;Li, Hailiang;Liu, Enping;Li, Yuping;Luo, Wei
关键词:
-
Finite-time modified projective synchronization of memristor-based neural network with multi-links and leakage delay
作者:Qin, Xiaoli;Wang, Cong;Qin, Xiaoli;Ye, Lu;Wang, Cong;Li, Lixiang;Peng, Haipeng;Yang, Yixian
关键词:Memristor-based neural networks with multi-links (MNNLs); Leakage delay; Finite-time synchronization; Modified projective synchronization
-
The Design of Monitoring and Warning System for the Environment of Tropical Crop Growth based on Multi-sensor
作者:Wang, Lingling;Li, Yuping;Luo, Hongxia;Fang, Jihua;Wang, Lingling;Li, Yuping;Luo, Hongxia;Fang, Jihua
关键词:data monitoring;field environment;multi-sensor;tropical agriculture



