Title :
zSlices based general type-2 FLC for the control of autonomous mobile robots in real world environments
Author :
Wagner, Christian ; Hagras, Hani
Author_Institution :
Comput. Intell. Centre, Univ. of Essex, Colchester, UK
Abstract :
Fuzzy logic control is generally credited with being an adequate methodology for real world control applications which are subject to large amounts of uncertainties. Recent work has shown that interval type-2 fuzzy logic controllers (FLCs) can outperform type-1 FLCs in applications which encompass large amounts of uncertainty. However, the application of general type-2 FLCs and investigations of their performance have been very limited. This paper employs the recently introduced concept of zSlices based general type-2 fuzzy sets to implement a zSlices based general type-2 FLC (zFLC). We will present an overview of the implementation and operations of the zFLC for a two-wheel mobile robot navigating in real world outdoor environments. Furthermore, we present a performance analysis of the zFLC which is compared to the type-1 and interval type-2 FLCs.
Keywords :
fuzzy control; fuzzy logic; fuzzy set theory; mobile robots; path planning; autonomous two-wheel mobile robot navigation control; fuzzy logic control; interval type-2 FLC; performance analysis; real world outdoor environment; type-1 FLC; type-2 fuzzy set; zSlices-based general type-2 zFLC; Computational intelligence; Environmental factors; Fuzzy logic; Fuzzy sets; Mobile robots; Navigation; Performance analysis; Robot control; Testing; Uncertainty;
Conference_Titel :
Fuzzy Systems, 2009. FUZZ-IEEE 2009. IEEE International Conference on
Conference_Location :
Jeju Island
Print_ISBN :
978-1-4244-3596-8
Electronic_ISBN :
1098-7584
DOI :
10.1109/FUZZY.2009.5277383