KBE systems have been studied by researchers for about 30 years. Numerous papers have been published, approaches have been formally built and methodologies have been developed. Despite these achievements, attempts at a wider and more effective application of KBE in industry still encounter various difficulties, both in the process of creating KBE applications and in conducting their further development. The reasons for this state of affairs are both the rapidly evolving IT reality of modern industry and the need for KBE methods, tools and solutions to keep up with it.

Nowadays, many directions in KBE development and improvement as well as their industrial implementation are possible. The authors have examined a number of them, analysed and evaluated the obtained results, and proposed sets of guidelines that can both improve the quality of applied KBE solutions and make their development processes more efficient.

The study includes references to various information streams present in industry, various structures of this information, and their impact on the developed solutions. The influence of external conditions was also taken into account. The work also presents real, industrial examples of generating, developing and applying UML templates in knowledge modelling for the needs of KBE applications. The applied templates are the result of a synthetic reflection based on standard programming constructions used by teams of programmers in specific industrial conditions. The created templates are the effect of considering the very individualized specifics of software development, as well as the individualized process of the evolution of a specific project area.

KBE 系统已被研究人员研究了大约 30 年。已经发表了许多论文，已经正式建立了方法并开发了方法论。尽管取得了这些成就，但在 KBE 应用程序的创建和进一步开发过程中，尝试在工业中更广泛、更有效地应用 KBE 仍然遇到各种困难。造成这种状况的原因既是现代工业快速发展的 IT 现实，也是需要 KBE 方法、工具和解决方案来跟上它的步伐。

如今，KBE 开发和改进的许多方向以及它们的工业实施都是可能的。作者已经检查了其中的一些，分析和评估了获得的结果，并提出了一套指导方针，既可以提高应用 KBE 解决方案的质量，又可以提高他们的开发过程的效率。

该研究包括对行业中存在的各种信息流、这些信息的各种结构及其对已开发解决方案的影响的参考。外部条件的影响也被考虑在内。该工作还展示了在知识建模中生成、开发和应用 UML 模板以满足 KBE 应用程序需求的真实工业示例。应用的模板是基于程序员团队在特定工业条件下使用的标准编程结构的综合反射的结果。创建的模板是考虑到软件开发的个性化细节以及特定项目领域发展的个性化过程的结果。