Distance Learning Systems and thei Development Using the Cognitive Mechanisms

A. Aleshchenko, V. Trembach, Т. G. Trembach
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引用次数: 5

Abstract

The aim of the study is electronic learning systems. They refer to organizational and technical systems and use different approaches and technologies to solve learning problems. In modern conditions, education is becoming one of the main factors for the successful development of countries with the developed economies. Knowledge is beginning to occupy key positions in the life of these countries. Specialists, who have received professional education and want to improve their level of knowledge, are the key resource of the economy. Lifelong education has become a necessary and increasingly dominant element of modern educational systems. Modern distance learning systems are used to solve these problems. The paper deals with electronic distance learning systems and explores the possibility of using cognitive mechanisms for the development of educational technologies.Materials and methods. Ongoing education requires new approaches and technologies that fit well into distance learning systems. These systems use the following approaches and technologies: service-oriented architectures, cloud technologies and virtualization, intelligent dynamic systems, multi-agent systems, ontologies, evolving knowledge. The authors use machine learning technologies and agent-oriented approach to apply cognitive mechanisms. Integrated methods of knowledge representation are used to describe the reality. Using these approaches and methods, the authors consider the development and construction of modules of intelligent learning systems with the integration of computer paradigm and cognitive mechanisms.Results.The article presents an example of the development and use of educational resources for learning a foreign language in a technical University. The electronic course is created in the distance learning system Moodle. The result of testing students after studying the definite topic is shown. The article considers the structure of hardware and software modules for the formation of concepts from the sensual images of objects and phenomena of reality. Hardware-software modules are presented, which are necessary for the formation of concepts-representations from a variety of sensory mappings of control actions. A demo example of the formation of the concept scenarios and a fragment of the knowledge base containing the generated concept scenario are given.Conclusion.The use of distance learning system Moodle allows students to work out the current material of the course. This material can be worked out by students independently and repeatedly, till their full understanding and achievements of skill. Testing after each studied topic allows assessing the level of knowledge and the success of the current training of the definite course units. The considered approaches for the formation of concepts-representations and concepts-scenarios open up opportunities for the use of cognitive mechanisms. These approaches make it possible to use generalized knowledge in intelligent systems for the formation of new solutions for targeted behavior. Such approaches can be used both in training systems for the assimilation of new knowledge and in simulators of advanced systems for the formation of skills. Cognitive technologies can be used in social communities of agents.
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基于认知机制的远程学习系统及其开发
这项研究的目的是电子学习系统。它们指的是组织和技术系统,并使用不同的方法和技术来解决学习问题。在现代条件下,教育正成为经济发达国家成功发展的主要因素之一。知识开始在这些国家的生活中占据关键地位。受过专业教育并希望提高知识水平的专家是经济的关键资源。终身教育已成为现代教育体系的必要和日益重要的组成部分。现代远程学习系统就是用来解决这些问题的。本文讨论了电子远程学习系统,并探讨了利用认知机制发展教育技术的可能性。材料和方法。持续教育需要适合远程学习系统的新方法和新技术。这些系统使用以下方法和技术:面向服务的体系结构、云技术和虚拟化、智能动态系统、多代理系统、本体、不断发展的知识。作者使用机器学习技术和面向主体的方法来应用认知机制。采用集成的知识表示方法对现实进行描述。运用这些方法和方法,对计算机范式与认知机制相结合的智能学习系统模块的开发与构建进行了思考。结果,本文给出了工科大学外语学习教育资源开发与利用的实例。该电子课程是在远程学习系统Moodle中创建的。给出了学生学习确定题目后的测试结果。文章考虑了从物体的感官形象和现实现象中形成概念的硬件和软件模块的结构。提出了从控制动作的各种感官映射中形成概念表示所必需的硬件-软件模块。给出了概念场景形成的演示示例和包含生成的概念场景的知识库片段。结论:远程学习系统Moodle的使用使学生能够了解课程的当前材料。该材料可由学生独立、反复钻研,直至完全理解并掌握技能。每个学习主题后的测试可以评估知识水平和当前特定课程单元培训的成功程度。概念-表征和概念-情景的形成方法为认知机制的使用提供了机会。这些方法使得在智能系统中使用广义知识来形成针对目标行为的新解决方案成为可能。这种方法既可以用于吸收新知识的培训系统,也可以用于形成技能的先进系统的模拟器。认知技术可以应用于主体的社会群体。
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来源期刊
自引率
0.00%
发文量
22
审稿时长
8 weeks
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