Adaptive Fuzzy Predictive Approach in Control

被引:2
|
作者
Romanov, Anton A. [1 ]
Filippov, Aleksey A. [1 ]
Yarushkina, Nadezhda G. [1 ]
机构
[1] Ulyanovsk State Tech Univ, Dept Informat Syst, 32 Severny Venetz St, Ulyanovsk 432027, Russia
关键词
time series; context; tendencies; predictive analytic; ontology;
D O I
10.3390/math11040875
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
This article studies the approach to solving the problem of controlling the complex organizational and technical systems based on hybrid models. We propose a new component of intelligent decision support that is integrated with control systems. The proposed component is based on fuzzy logic and knowledge engineering. We present a model of ontology to form the context of data analysis and time series modeling. The ontological context allows us to represent trends of the analyzed object indicators. An expert can add a set of fuzzy rules to the ontology for systems control based on the fuzzy inference. The proposed approach allows reducing the time of analysis and interpretation of the results. Experimental results confirm the correctness and effectiveness of the approach proposed in this article.
引用
收藏
页数:18
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