Institutional Repository, Institute of Psychology, Chinese Academy of Sciences
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 |
DOI | 10.1155/2021/4123254 |
发表期刊 | Computational intelligence and neuroscience
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ISSN | 1687-5265 |
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 | |
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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