最终用户开发用于半自动化生成任务卡的知识库

N. Dorodnykh, Yu. G. Kotlov, O. Nikolaychuk, V. Popov, A. Yurin
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引用次数: 3

摘要

创建人工智能应用程序的复杂性仍然很高。造成这种复杂性的因素之一是编程领域对开发人员的高资格要求。通过使用基于终端用户开发范例的方法和工具,可以降低开发的复杂性。需要应用该范式方法的问题之一是开发支持飞机上搜索和故障排除的智能系统。确定了与此问题相关的一些任务,包括动态形成任务卡以形成操作列表进行故障排除的任务。本文提出了一种基于最终用户开发的一些原则的解决方案:模型驱动开发、可视化编程和向导表单填充。针对苏霍伊超级喷气飞机的问题,提出了一种基于转换技术的原型专家系统的扩展,实现了最终用户的开发。该工作的主要贡献如下:通过支持事件树形式化(作为一种流行的专家方法,用于形式化问题情境的开发及其本地化的场景)扩展了主要的技术方法;创建了一个特定于领域的工具(即扩展事件树编辑器),用于构建标准和扩展事件树,包括用于诊断任务;为知识库原型系统——个人知识库设计器开发了一个模块,用于支持类xml事件树表示格式的转换。提供了所提议的扩展及其实现方法的描述,以及一个说明性示例。
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End-user development of knowledge bases for semi-automated formation of task cards
The complexity of creating artificial intelligence applications remains high. One of the factors that cause such complexity is the high qualification requirements for developers in the field of programming. Development complexity can be reduced by using methods and tools based on a paradigm known as End-user development. One of the problems that requires the application of the methods of this paradigm is the development of intelligent systems for supporting the search and troubleshooting onboard aircraft. Some tasks connected with this problem are identified, including the task of dynamic formation of task cards for troubleshooting in terms of forming a list of operations. This paper presents a solution to this problem based on some principles of End-user development: model-driven development, visual programming, and wizard form-filling. In particular, an extension of the Prototyping expert systems based on transformations technology, which implements the End-user development, is proposed in the context of the problem to be solved for Sukhoi Superjet aircraft. The main contribution of the work is as follows: expanded the main technology method by supporting event trees formalism (as a popular expert method for formalizing scenarios for the development of problem situations and their localization); created a domain-specific tool (namely, Extended event tree editor) for building standard and extended event trees, including for diagnostic tasks; developed a module for supporting transformations of XML-like event tree representation format for the knowledge base prototyping system – Personal knowledge base designer. A description of the proposed extension and the means of its implementation, as well as an illustrative example, are provided.
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