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Application of Optimized GA-BPNN Algorithm in English Teaching Quality Evaluation System
Zhu, Yaowu; Xu, Junnong; Zhang, Sihong
第一作者Zhu, Yaowu
通讯作者Zhu, Yaowu(zhuyaowu@cua.edu.cn)
心理所单位排序2
摘要

The assessment of teaching quality is a very complex and fuzzy nonlinear process, which involves many factors and variables, so the establishment of the mathematical model is complicated, and the traditional evaluation method of teaching quality is no longer fully competent. In order to evaluate teaching quality effectively and accurately, an optimized GA-BPNN algorithm based on genetic algorithm (GA) and backpropagation neural network (BPNN) is proposed. Firstly, an index system of teaching quality evaluation is established, and a questionnaire is designed according to the index system to collect data. Then, an English teaching quality evaluation system is established by optimizing model parameters. The simulation shows that the average evaluation accuracy of the GA-BPNN algorithm is 98.56%, which is 13.23% and 5.85% higher than those of the BPNN model and the optimized BPNN model, respectively. The comparison results show that the GA-BPNN algorithm in teaching quality evaluation can make reasonable and scientific results.

2021
语种英语
DOI10.1155/2021/4123254
发表期刊Computational intelligence and neuroscience
ISSN1687-5265
卷号2021页码:4123254
期刊论文类型综述
收录类别SCI
出版者HINDAWI LTD
WOS研究方向Mathematical & Computational Biology ; Neurosciences & Neurology
WOS类目Mathematical & Computational Biology ; Neurosciences
WOS记录号WOS:000770682100003
引用统计
被引频次:12[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符https://ir.psych.ac.cn/handle/311026/41825
专题中国科学院心理研究所
作者单位1.Editorial Office of the Journal, Anhui Vocational College of City Management, Hefei; 230011, China
2.Institute of Psychology CAS, Beijing; 100101, China
3.School of Foreign Languages, Hefei Normal University, Hefei; 230011, China
4.School of Foreign Languages, Hefei Normal University, Hefei; 230011, China
推荐引用方式
GB/T 7714
Zhu, Yaowu,Xu, Junnong,Zhang, Sihong. Application of Optimized GA-BPNN Algorithm in English Teaching Quality Evaluation System[J]. Computational intelligence and neuroscience,2021,2021:4123254.
APA Zhu, Yaowu,Xu, Junnong,&Zhang, Sihong.(2021).Application of Optimized GA-BPNN Algorithm in English Teaching Quality Evaluation System.Computational intelligence and neuroscience,2021,4123254.
MLA Zhu, Yaowu,et al."Application of Optimized GA-BPNN Algorithm in English Teaching Quality Evaluation System".Computational intelligence and neuroscience 2021(2021):4123254.
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