Research On Neural Network Quality Prediction Model Based On Genetic Algorithm

被引:2
|
作者
Li, Xia [1 ]
Dai, Yiru [1 ]
Cheng, Jin [1 ]
机构
[1] Tongji Univ, CIMS Res Ctr, Shanghai, Peoples R China
基金
中国国家自然科学基金;
关键词
D O I
10.1088/1755-1315/267/4/042026
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
In industrial production process, it is difficult to predict product quality in advance. Traditional prediction methods are mostly based on complex mechanism models, and the prediction accuracy is not high. This paper uses the historical data of industrial production to forecast, constructs the quality prediction model of neural network, and uses genetic algorithm to optimize the network parameters, so as to avoid the neural network falling into local optimum. This paper takes the data of hot rolling production line as an example and adopts the method to predict the quality index of steel plate. The simulation result shows that the quality prediction model of neural network based on genetic algorithm has better prediction ability. This method has important theoretical value and practical significance for production workers to improve product quality.
引用
收藏
页数:7
相关论文
共 50 条
  • [31] Artificial neural network model based on improved genetic algorithm combined with simulated annealing algorithm for prediction of deformation
    Zhang, J
    Wang, H
    Zhao, HR
    IGARSS 2005: IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, VOLS 1-8, PROCEEDINGS, 2005, : 3749 - 3752
  • [32] Quality prediction of internal thread cold extrusion based on genetic algorithm optimized BP neural network
    Hou, Hong-Ling
    Zhang, Guang-Peng
    Chen, Xin
    Zhao, Yong-Qiang
    ADVANCES IN MECHANICAL ENGINEERING, 2022, 14 (03)
  • [33] Water Quality Prediction: Multi Objective Genetic Algorithm coupled Artificial Neural Network based approach
    Chatterjee, Sankhadeep
    Sarkar, Sarbartha
    Dey, Nilanjan
    Sen, Soumya
    Goto, Takaaki
    Debnath, Narayan G.
    2017 IEEE 15TH INTERNATIONAL CONFERENCE ON INDUSTRIAL INFORMATICS (INDIN), 2017, : 963 - 968
  • [34] Genetic algorithm based on wavelet neural network for the displacement prediction of landslide
    Jiang, Ping
    Zeng, Zhigang
    Chen, Jiejie
    Huang, Tingwen
    PROCESSING OF 2014 INTERNATIONAL CONFERENCE ON MULTISENSOR FUSION AND INFORMATION INTEGRATION FOR INTELLIGENT SYSTEMS (MFI), 2014,
  • [35] Research on Neural Network Training Algorithm Based on PSO-Genetic Algorithm
    Pei, Zhijie
    Zhu, Li
    Wu, Guoping
    PROGRESS IN INTELLIGENCE COMPUTATION AND APPLICATIONS, 2008, : 83 - 86
  • [36] Prediction of Electricity Consumption Based on Genetic Algorithm - RBF Neural Network
    Zeng Qing-wei
    Xu Zhi-Hai
    Wu Jian
    2ND IEEE INTERNATIONAL CONFERENCE ON ADVANCED COMPUTER CONTROL (ICACC 2010), VOL. 5, 2010, : 339 - 342
  • [37] Disease Prediction Model based on Neural Network ARIMA Algorithm
    Li, Kedong
    INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2022, 13 (08) : 333 - 339
  • [38] Prediction Model of Nickel Converter Based on Neural Network Algorithm
    Xing, Jiahao
    Sun, Fenglong
    Wang, Lei
    Zhang, Xijun
    Ma, Yutian
    Lu, Sujun
    Zhan, Huanwu
    Huang, Jianyang
    Chen, Ailiang
    JOM, 2023, 75 (11) : 4538 - 4549
  • [39] Prediction Model of Nickel Converter Based on Neural Network Algorithm
    Jiahao Xing
    Fenglong Sun
    Lei Wang
    Xijun Zhang
    Yutian Ma
    Sujun Lu
    Huanwu Zhan
    Jianyang Huang
    Ailiang Chen
    JOM, 2023, 75 : 4538 - 4549
  • [40] Research on the Housing Construction Stability Prediction Algorithm based on Deep Neural Network (DNN) Model
    Pei Jiaqi
    INTERNATIONAL SYMPOSIUM 2018 - MECHANICAL AND ELECTRONICAL SYSTEMS AND CONTROL ENGINEERING, 2018, : 79 - 87