Students' Comprehensive Quality Evaluation Based on BP Neural Network Optimized by Genetic Algorithm

被引：0
|
作者：
Zhang, Shuang [1 ]
Hu, Qinghe [2 ]
机构：
[1] Northeastern Univ, Software Coll, Shenyang 110169, Liaoning, Peoples R China
[2] Northeastern Univ, Coll Informat Sci & Engn, Shenyang 110819, Liaoning, Peoples R China
来源：
2ND INTERNATIONAL CONFERENCE ON EDUCATION, E-LEARNING AND MANAGEMENT TECHNOLOGY (EEMT 2017) | 2017年
关键词：
Students' comprehensive quality evaluation; BP neural network; GA-BP; MATLAB;
D O I：
暂无
中图分类号：
G40 [教育学];
学科分类号：
040101 ; 120403 ;
摘要：
It is well known that education is No. 1 important for a country. But only good academic performance cannot meet the needs of the current society. A country needs comprehensive talents. This paper introduces the basic principle of a BP neural network optimized by genetic algorithm (GA-BP). And also, the paper proposes a students' comprehensive quality evaluation model based on the optimized BP neural network. The model is implemented by MATLAB. The experiment result shows that the model has the advantages of fewer iterations, high convergence speed and strong generalization ability. It enables students' comprehensive quality evaluating faster and more accurate.
引用
收藏
页码：683 / 688
页数：6
相关论文
共 50 条
  • [31] Study of Liquid Lithium Coolant Interaction Based on BP Neural Network Optimized by Genetic Algorithm
    Ximing You
    Xuewu Cao
    Journal of Fusion Energy, 2015, 34 : 918 - 924
  • [32] Study of Liquid Lithium Coolant Interaction Based on BP Neural Network Optimized by Genetic Algorithm
    You, Ximing
    Cao, Xuewu
    JOURNAL OF FUSION ENERGY, 2015, 34 (04) : 918 - 924
  • [33] Fault diagnosis of fire control system based on genetic algorithm optimized BP neural network
    Li, Yingshun
    Hu, Xiuyu
    Yao, Zhao
    Zhang, Yang
    2022 PROGNOSTICS AND HEALTH MANAGEMENT CONFERENCE, PHM-LONDON 2022, 2022, : 11 - 16
  • [34] Optimization of Neural Network Based on Genetic Algorithm and BP
    Zhang, Shiwei
    Wang, Hanshi
    Liu, Lizhen
    Du, Chao
    Lu, Jingli
    2014 International Conference on Cloud Computing and Internet of Things (CCIOT), 2014, : 203 - 207
  • [35] Real estate evaluation model based on genetic algorithm optimized neural network
    Sun Y.
    Data Science Journal, 2019, 18 (01):
  • [36] A BP Neural Network Text Categorization Method Optimized by an Improved Genetic Algorithm
    Xia, Rongze
    Jia, Yati
    Li, Hu
    2013 NINTH INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION (ICNC), 2013, : 257 - 261
  • [37] Research on Prediction Model of Improved BP Neural Network Optimized by Genetic Algorithm
    Qi, Anzhi
    PROCEEDINGS OF THE 2017 4TH INTERNATIONAL CONFERENCE ON MACHINERY, MATERIALS AND COMPUTER (MACMC 2017), 2017, 150 : 764 - 767
  • [38] Prediction of Modulus of Composite Materials by BP Neural Network Optimized by Genetic Algorithm
    Wang Z.
    Zhao H.
    Xie Y.
    Ren H.
    Yuan M.
    Zhang B.
    Chen J.
    Shanghai Jiaotong Daxue Xuebao/Journal of Shanghai Jiaotong University, 2022, 56 (10): : 1341 - 1348
  • [39] A Model Research for Evaluation of Community Workers' Comprehensive Quality Based on BP Neural Network
    Peng, Haiwei
    Peng, Xiaohui
    Wang, Xiaogao
    MAN-MACHINE-ENVIRONMENT SYSTEM ENGINEERING, MMESE, 2016, 406 : 31 - 38
  • [40] Network performance evaluation algorithm based on BP neural network
    Liu, Qi
    Wang, Xiyue
    Lin, Yiyong
    He, Ling
    Huang, Yunzhi
    PROCEEDINGS OF THE 2016 6TH INTERNATIONAL CONFERENCE ON MACHINERY, MATERIALS, ENVIRONMENT, BIOTECHNOLOGY AND COMPUTER (MMEBC), 2016, 88 : 2314 - 2317
12345