为训练算法任务而创建智能计算机程序的信息技术。第2部分:研究和实现

A. Kulik, A. Chukhray, O. Havrylenko
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引用次数: 0

摘要

信息技术,特别是人工智能方法,越来越深入地涉及到人类活动的各个领域:科学、技术、艺术和教育。乌克兰也有足够的潜力和需要发展教育支持,这是本文的主题。这项工作旨在展示信息技术的组成部分,以创建智能辅导系统(ITS),这涉及到研究各种工程学科。这项工作包括系统分析方法、数学和仿真建模、技术诊断和人工智能。所提出的模型和方法在教学数学、编程和自动控制理论的ITS原型中实现。智能辅导系统在KhAI大学和乌克兰、英国、奥地利和中国的其他机构的教育过程中实施。实验研究表明,与传统方法相比,使用ITS提高了学生的学习成功率。从科学的角度来看,改进和适应技术诊断、贝叶斯网络和算法任务的开发模型的计算机训练方法,学习过程和学习者是有价值的。在实践意义上,所获得的成果可用于创建新的专业信息技术系统,并构建集成特定教育领域基础学科的可扩展公共学习平台。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Information technology for creating intelligent computer programs for training in algorithmic tasks. Part 2: Research and implementation
Information technologies, particularly artificial intelligence methods, involve more and more deeply into all spheres of human activity: science, technology, art, and education. Ukraine also has sufficient potential and needs to develop educational support, which is the subject of this paper. The work aims to demonstrate the components of information technology for the creation of Intelligent Tutoring Systems (ITS), which are involved in studying various engineering disciplines. The work includes methods of system analysis, mathematical and simulation modeling, technical diagnostics, and artificial intelligence. The proposed models and methods are implemented in ITS prototypes for teaching mathematics, programming, and the automatic control theory. The Intelligent Tutoring Systems were implemented in the educational process of KhAI University and other institutions in Ukraine, Great Britain, Austria, and China. Experimental studies have shown increased student learning success rates using ITS compared to traditional methods. Improved and adapted for computer training methods of technical diagnostics, Bayesian networks, and developed models of algorithmic tasks, the learning process and the learner are valuable from a scientific point of view. In a practical sense, the obtained results can be used to create new specialized ITSs and build an expandable common learning platform integrating the basic disciplines of a specific educational field.
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