Title :
Evaluation of an adaptive algorithm for fuzzy type-2 control in blood pressure regulation
Author :
Sprunk, Nicole ; Garcia, Alejandro Mendoza ; Bauernschmitt, Robert ; Knoll, Aaron
Author_Institution :
Insititute of Robot. & Embedded Syst., Tech. Univ. Munchen, Munich, Germany
Abstract :
The use of fuzzy logic in the medical environment is very promising as it offers the possibility to incorporate the knowledge and experience of the physician into fuzzy sets and rules. The type-2 fuzzy logic makes it even possible to incorporate the knowledge of several physicians into a single controller, thus enhancing it with the uncertainty present among different physicians. Once the controller is defined the outputs depend solely on its current inputs. It does not take any process information into account. For that purpose the controller is enhanced with an adaptive algorithm. It allows gradual changes by also keeping the initial rules, which had been defined by the physician and are helping for his comprehension of how rules are being applied. The type-2 fuzzy controller and the adaptive algorithm are described and compared to each other in the application of blood pressure regulation with drugs.
Keywords :
adaptive control; drugs; fuzzy set theory; medical control systems; adaptive algorithm; blood pressure regulation; drugs; fuzzy sets; fuzzy type-2 control; medical environment; type-2 fuzzy controller; type-2 fuzzy logic; Adaptive algorithms; Blood pressure; Drugs; Fuzzy logic; Fuzzy sets; Oscillators; Comparision of different fuzzy controllers; adaptive algorithm; blood pressure regulation with medication; control problem; fuzzy type-2; medical application;
Conference_Titel :
Fuzzy Systems (FUZZ), 2013 IEEE International Conference on
Conference_Location :
Hyderabad
Print_ISBN :
978-1-4799-0020-6
DOI :
10.1109/FUZZ-IEEE.2013.6622339