Title :
Mamdani type fuzzy inference failures in navigation
Author :
Perera, Lokukaluge P. ; Carvalho, J.P. ; Soares, C. Guedes
Author_Institution :
Inst. Super. Tecnico, Tech. Univ. of Lisbon, Lisbon, Portugal
Abstract :
This paper proposes a methodology to overcome failures on Mamdani rule based fuzzy inferences in navigation. The fuzzy inference failures are observed in three situations: Intersected contradictory decision boundaries, improper transition region between the inference boundaries of non-intersected contradictory decisions and contradictory decision accumulation. In order to solve the problems, it is proposed to insert a smooth transition region between intersected contradictory decision inference boundaries, to determine the size limitations between non-intersected contradictory decisions inference regions, and finally to integrate a “multi-level” process. The proposed solutions are applied to a decision making process of ocean navigation and successful simulation results are shown in this study.
Keywords :
decision making; fuzzy logic; fuzzy reasoning; Mamdani type fuzzy inference failures; contradictory decision accumulation; contradictory decision boundary intersection; decision inference boundaries; decision making process; improper transition region; inference boundaries; nonintersected contradictory decisions; ocean navigation; smooth transition region; Bayesian methods; Collision avoidance; Decision making; Fuzzy logic; Mobile robots; Navigation; Trajectory;
Conference_Titel :
Industrial Informatics (INDIN), 2011 9th IEEE International Conference on
Conference_Location :
Caparica, Lisbon
Print_ISBN :
978-1-4577-0435-2
Electronic_ISBN :
978-1-4577-0433-8
DOI :
10.1109/INDIN.2011.6034844