Title :
Moving pattern-based approach to modeling of a class of complex production processes
Author :
Zhengguang, Xu ; Changping, Sun
Author_Institution :
Dept. of Autom., Univ. of Sci. & Technol. Beijing, Beijing, China
Abstract :
For a class of complex production processes, based on the actual running status data, a new modeling approach based on moving pattern is presented by constructing pattern moving space and defining moving variable-pattern class variable in it. The dynamics of a class of complex production processes is characterized by the movement of pattern class variable in pattern moving space. For characterizing pattern class variable quantitatively , in this paper, interval number is used as its metric form, and our previous proposed interval T-S fuzzy model (ITSFM) is adapted to model its movement in pattern moving space. Experimental results are then presented that indicate the validity and applicability of the proposed approach.
Keywords :
fuzzy set theory; production management; ITSFM; complex production process; interval T-S fuzzy model; interval number; moving pattern-based approach; Adaptation models; Aerodynamics; Aerospace electronics; Gold; Predictive models; Production; Time series analysis; Takagi-Sugeno fuzzy model; interval arithmetic; interval time series; moving pattern; pattern class variable; pattern moving space;
Conference_Titel :
Fuzzy Systems (FUZZ), 2011 IEEE International Conference on
Conference_Location :
Taipei
Print_ISBN :
978-1-4244-7315-1
Electronic_ISBN :
1098-7584
DOI :
10.1109/FUZZY.2011.6007651