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
相关论文
共 50 条
  • [41] A Model Predictive Cooperative Adaptive Cruise Control Approach
    Stanger, Thomas
    del Re, Luigi
    2013 AMERICAN CONTROL CONFERENCE (ACC), 2013, : 1374 - 1379
  • [42] Adaptive Fuzzy Control of a Class of Nonlinear Systems by Fuzzy Approximation Approach
    Chen, Bing
    Liu, Xiaoping P.
    Ge, Shuzhi Sam
    Lin, Chong
    IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2012, 20 (06) : 1012 - 1021
  • [43] A Case Study for Fuzzy Adaptive Multiple Models Predictive Control Strategy
    Mazinan, A. H.
    Sadati, N.
    Ahmadi-Noubari, H.
    ISIE: 2009 IEEE INTERNATIONAL SYMPOSIUM ON INDUSTRIAL ELECTRONICS, 2009, : 1161 - 1166
  • [44] Adaptive estimation for fuzzy TSK model-based predictive control
    Linkens, DA
    Kandiah, S
    Mahfouf, M
    ADAPTIVE SYSTEMS IN CONTROL AND SIGNAL PROCESSING 1998, 2000, : 195 - 200
  • [45] An Adaptive Fuzzy Model Predictive Control System for the Textile Fiber Industry
    Berlik, Stefan
    Nasiri, Maryam
    INFORMATION PROCESSING AND MANAGEMENT OF UNCERTAINTY IN KNOWLEDGE-BASED SYSTEMS: APPLICATIONS, PT II, 2010, 81 : 729 - 736
  • [46] A Novel Adaptive Fuzzy Generalized Predictive Control for a Class of Nonlinear Systems
    Shi Wuxi
    Ma Yingxin
    Chen Yuchan
    Guo Ziguang
    PROCEEDINGS OF THE 31ST CHINESE CONTROL CONFERENCE, 2012, : 3494 - 3498
  • [47] Fuzzy adaptive model predictive control and sparse identification for unmanned vehicles
    Li, Meng
    Wang, Yijun
    Gui, Weihua
    INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2024,
  • [48] Direct Adaptive Fuzzy Predictive Control and Its Application to CSTR Process
    Su Chengli
    Ma Lina
    Li Ping
    INDUSTRIAL INSTRUMENTATION AND CONTROL SYSTEMS, PTS 1-4, 2013, 241-244 : 1191 - 1194
  • [49] Adaptive fuzzy model based predictive control of nuclear steam generators
    Eliasi, H.
    Davilu, H.
    Menhaj, M. B.
    NUCLEAR ENGINEERING AND DESIGN, 2007, 237 (06) : 668 - 676
  • [50] A novel adaptive fuzzy predictive control for hybrid systems with mixed inputs
    Salahshoor, Karim
    Safari, Ehsan
    Ahangari, Iraj
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2013, 26 (5-6) : 1512 - 1531