TY - GEN
T1 - A proposed framework for fine-tuning/training a fuzzy controller
AU - Mjeda, Anila
AU - Jackman, Brendan
AU - Leen, Gabriel
PY - 2006
Y1 - 2006
N2 - This paper proposes a user-friendly methodology to fine-tune a fuzzy controller that was initially designed for an Electrical Power Steering (EPS) system. The Suggested methodology takes on board and integrates existing approaches for training fuzzy controllers while incorporating a novel approach into optimizing the solution. While the mathematics involved are transparent to the user, the proposed methodology provides full visibility and control over the features being modified. Such an approach ensures that the automated training of the controller does not unintentionally override or inadvertently modify behaviours, without the "approval" of the designer. Furthermore, the final version of the product remains easy to understand, which is an important consideration, if changes are needed at a later date.
AB - This paper proposes a user-friendly methodology to fine-tune a fuzzy controller that was initially designed for an Electrical Power Steering (EPS) system. The Suggested methodology takes on board and integrates existing approaches for training fuzzy controllers while incorporating a novel approach into optimizing the solution. While the mathematics involved are transparent to the user, the proposed methodology provides full visibility and control over the features being modified. Such an approach ensures that the automated training of the controller does not unintentionally override or inadvertently modify behaviours, without the "approval" of the designer. Furthermore, the final version of the product remains easy to understand, which is an important consideration, if changes are needed at a later date.
UR - http://www.scopus.com/inward/record.url?scp=50149111617&partnerID=8YFLogxK
U2 - 10.1109/ETFA.2006.355234
DO - 10.1109/ETFA.2006.355234
M3 - Conference contribution
AN - SCOPUS:50149111617
SN - 1424406811
SN - 9781424406814
T3 - IEEE International Conference on Emerging Technologies and Factory Automation, ETFA
SP - 973
EP - 976
BT - 2006 IEEE Conference on Emerging Technologies and Factory Automation, ETFA
T2 - 2006 IEEE Conference on Emerging Technologies and Factory Automation, ETFA
Y2 - 20 September 2006 through 22 September 2006
ER -