基于BP神经网络的高校实践教学管理系统设计与分析  

Design and Analysis of Practical Teaching Management System for Universities Based on BP Neural Network

作　　者：陈威 王景 CHEN Wei;WANG Jing(Guangzhou College of Technology and Business,Guangzhou 510850,China)

机构地区：[1]广州工商学院,广州510850

出　　处：《移动信息》2023年第11期100-103,共4页MOBILE INFORMATION

基　　金：广东省本科高校教学质量工程建设项目:《数智财会校企联合实验室》;广州工商学院:《新商科数智财务联合实验室》(ZL20211101);教育部产学合作协同育人项目(2022):《PYTHON语言程序设计》课程教学改革(220605875150029);广东省教育科学规划课题:从沙盘模拟到虚拟仿真:人工智能赋能民办高校财会类课程教学模式创新研究(2022GXJK371)。

摘　　要：在信息化的大背景下,现代教育已向着数字化、智能化、多元化的方向发展,随着教育目标和教学质量的不断提升,实践教学活动产生的信息和数据越来越多,教学环境也越来越复杂,教学管理难度不断增加。传统的实践教学管理系统已无法应对如此复杂的问题场景,更无法科学、有效地管理实践教学活动。基于教育信息化背景,文中结合BP神经网络算法,分析了实践教学环境数据,将教学理论和算法理论应用于实践教学管理系统的建设,从管理效率、用户使用和系统性能等方面测试了系统的有效性。最后发现,该高校实践教学管理系统的课程管理和学生管理效率大幅提高,具有一定的可行性和实践意义。若该系统在教育领域得到推广,则可以为实践教学的智能化、信息化发展提供科学、有效的支撑。Under the background of informatization,modern education has developed in the direction of digitization,intel-ligence and diversification.With the continuous improvement of educational goals and teaching quality,more and more in-formation and data are generated by practical teaching activities,and the teaching environment is also more and more com-plex,the difficulty of teaching management continues to increase.The traditional practical teaching management system has been unable to cope with such complex problem scenarios,let alone manage practical teaching activities scientifically and effectively.Based on the background of educational informatization,this paper analyzes the practical teaching environ-ment data combined with the BP neural networks algorithm,applies the teaching theory and algorithm theory to the con-struction of the practical teaching management system,and tests the effectiveness of the system from the aspects of management efficiency,user use and system performance.Finally,it is found that the course management and student management efficiency of the practical teaching management system in colleges and universities have been greatly im-proved,which has certain feasibility and practical significance.If the system is promoted in the field of education,it can provide scientific and effective support for the inelligent and informatization development of practical teaching.

关 键 词：教育系统 BP神经网络 网络监管 实践教学 

分 类 号：TP311.5[自动化与计算机技术—计算机软件与理论]