Price forecast by PSO-BP neural network model based on price-load correlation coefficient

被引:0
|
作者
Li, Na [1 ]
Li, Yuxia [1 ]
Wang, Lixia [1 ]
Yang, Yagang [1 ]
机构
[1] Xi'an University of Technology, Xi'an 710048, China
关键词
Electric industry - Forecasting - Costs - Neural networks;
D O I
暂无
中图分类号
F [经济]; C [社会科学总论];
学科分类号
02 ; 03 ; 0303 ;
摘要
The price forecast accuracy of a BP neural network is often lowered due to the low learning efficiency caused by too many of non-related inputs. This paper develops a new method of using the price-load correlation coefficient as a condition to input the load to the model. The coefficient can be obtained through correlation analysis of the price and it is used in the PSO-BP neural network model to reduce the non-related inputs and improve the forecast accuracy. This new method is verified by a simulation using the data of Sichuan power market.
引用
收藏
页码:219 / 222
相关论文
共 50 条
  • [41] Research on pump fault diagnosis based on pso-bp neural network algorithm
    Sang, Jinguo
    PROCEEDINGS OF 2019 IEEE 8TH JOINT INTERNATIONAL INFORMATION TECHNOLOGY AND ARTIFICIAL INTELLIGENCE CONFERENCE (ITAIC 2019), 2019, : 1748 - 1752
  • [42] Parameterization of Multi-Angle Shaker Based on PSO-BP Neural Network
    Zhang, Jinxia
    Wang, Yan
    Niu, Fusheng
    Zhang, Hongmei
    Li, Songyi
    Wang, Yanpeng
    MINERALS, 2023, 13 (07)
  • [43] The Wavelet and PSO-BP Neural Network Based Analysis of Financial Time Series
    Yang, He
    Zheng, Li
    PROCEEDINGS OF THE 6TH (2014) INTERNATIONAL CONFERENCE ON FINANCIAL RISK AND CORPORATE FINANCE MANAGEMENT, VOLS. I AND II, 2014, : 665 - 670
  • [44] Pavement Roughness Detection Method Based on Smartphone and PSO-BP Neural Network
    Zhang, Jinxi
    Cao, Qianqian
    Ding, Yongjie
    13TH INTERNATIONAL CONFERENCE ON ROAD AND AIRFIELD PAVEMENT TECHNOLOGY 2023, 2023, : 883 - 893
  • [45] Prediction of aerodynamic pressure amplitude in tunnel based on PSO-BP neural network
    Cui F.
    Wang H.
    Shu Z.
    Zhongnan Daxue Xuebao (Ziran Kexue Ban)/Journal of Central South University (Science and Technology), 2023, 54 (09): : 3752 - 3761
  • [46] Tool life prediction of dicing saw based on PSO-BP neural network
    Jun Shi
    Yanyan Zhang
    Yahui Sun
    Weifeng Cao
    Lintao Zhou
    The International Journal of Advanced Manufacturing Technology, 2022, 123 : 4399 - 4412
  • [47] Research on Logging Evaluation of Reservoir Contamination Based on PSO-BP Neural Network
    Li, Tao
    Guo, Libo
    Wang, Yuanmei
    Hu, Feng
    Xiao, Li
    Wang, Yanwu
    Cheng, Qi
    ADVANCES IN NEURAL NETWORKS - ISNN 2009, PT 2, PROCEEDINGS, 2009, 5552 : 839 - +
  • [48] Stock price prediction model based on BP neural network for feature selection
    Lin, Chaoxiong
    2ND INTERNATIONAL CONFERENCE ON APPLIED MATHEMATICS, MODELLING, AND INTELLIGENT COMPUTING (CAMMIC 2022), 2022, 12259
  • [49] Stock price forecasting based on LLE-BP neural network model
    Yu, Zhuoxi
    Qin, Lu
    Chen, Yunjing
    Parmar, Milan Deepak
    PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2020, 553
  • [50] PSO-BP Combined Artificial Neural Network Method Research
    Liu, Guiling
    Gao, Feng
    ADVANCES IN CIVIL AND INDUSTRIAL ENGINEERING, PTS 1-4, 2013, 353-356 : 3537 - 3540