基于本体论方法的有害物质浓度动力学数学建模过程控制

M. Dyvak, A. Melnyk, A. Pukas, L. Dostálek
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引用次数: 1

摘要

本文考虑了建立城市不同地区二氧化氮浓度动态数学模型的问题。考虑了在定期测量有害物质浓度的基础上建立这种模型和根据所获得的测量结果进行鉴定的特点。本文还提出了一种本体论方法作为控制工具,大大简化了系统标准化的模型存储方法、模型构建过程和在实践中的合理使用。本体模型的使用使相关知识的获取、存储和使用过程形式化,适用于更智能的系统,例如基于模型的明显错误解决方案的识别、模型的预测控制、基于知识的决策过程优化以及适当的技术流程图的建模。本文还介绍了相应本体模型的构造特点,以及非线性模型在不同条件下的“切换”选择模式。相关的实验研究也证实了所提出方法的有效性。
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Control of mathematical modeling process of dynamics of harmful substances concentrations on the basis of ontological approach
The problem of building a mathematical model of the dynamics of nitrogen dioxide concentrations at different parts of the city is considered in the paper. The peculiarities of the construction of such models on the basis of periodic measurement of concentrations of harmful substances and identification on the basis of the measurements obtained are considered. This paper also proposes an ontological approach as a control tool that greatly simplifies the systematic standardized methods of the models storage, the process of their construction and appropriate usage in practice. The use of the ontological model allows formalizing the process of obtaining, storing and using relevant knowledge and is suitable for more intelligent systems, such as identification of obviously erroneous solutions based on the model, predictive control of the model, optimization of the decision-making process based on knowledge and modeling of an appropriate technological flow chart. This paper also describes the features of the construction of the corresponding ontological model, the pattern of choice of a nonlinear model with "switching" to different conditions. Relevant experimental studies have also been conducted to confirm the effectiveness of the proposed approach.
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