Title :
An investigation into the relationship between type-2 FOU size and environmental uncertainty in robotic control
Author :
Benatar, Naisan ; Aickelin, Uwe ; Garibaldi, Jonathan M.
Author_Institution :
Intell. Modelling & Anal. Res. Group, Univ. of Nottingham, Nottingham, UK
Abstract :
It has been suggested that, when faced with large amounts of uncertainty in situations of automated control, type-2 fuzzy logic based controllers will out-perform the simpler type-1 varieties due to the latter lacking the flexibility to adapt accordingly. This paper aims to investigate this problem in detail in order to analyse when a type-2 controller will improve upon type-1 performance. A robotic sailing boat is subjected to several experiments in which the uncertainty and difficulty of the sailing problem is increased in order to observe the effects on measured performance. Improved performance is observed but not in every case. The size of the FOU is shown to be have a large effect on performance with potentially severe performance penalties for incorrectly sized footprints.
Keywords :
fuzzy control; marine control; mobile robots; uncertain systems; automated control; environmental uncertainty; incorrectly sized footprints; performance penalties; robotic control; robotic sailing boat; type-1 varieties; type-2 FOU size; type-2 fuzzy logic based controllers; Boats; Fuzzy logic; Layout; Noise; Robot sensing systems; Uncertainty; Fuzzy Control; Interval Type-2 Fuzzy; Robot Boat control; Uncertainty;
Conference_Titel :
Fuzzy Systems (FUZZ-IEEE), 2012 IEEE International Conference on
Conference_Location :
Brisbane, QLD
Print_ISBN :
978-1-4673-1507-4
Electronic_ISBN :
1098-7584
DOI :
10.1109/FUZZ-IEEE.2012.6251257