VHDL-AMS based genetic optimisation of fuzzy logic controllers
Purpose - This paper presents a VHDL-AMS based genetic optimisation methodology for fuzzy logic controllers (FLCs) used in complex automotive systems and modelled in mixed physical domains. A case study applying this novel method to an active suspension system has been investigated to obtain a new t...
Main Authors: | , |
---|---|
Format: | Article |
Language: | English |
Published: |
2007-01.
|
Subjects: | |
Online Access: | Get fulltext |
LEADER | 01591 am a22001333u 4500 | ||
---|---|---|---|
001 | 263724 | ||
042 | |a dc | ||
100 | 1 | 0 | |a Wang, Leran |e author |
700 | 1 | 0 | |a Kazmierski, Tom |e author |
245 | 0 | 0 | |a VHDL-AMS based genetic optimisation of fuzzy logic controllers |
260 | |c 2007-01. | ||
856 | |z Get fulltext |u https://eprints.soton.ac.uk/263724/1/COMPEL89327.pdf | ||
520 | |a Purpose - This paper presents a VHDL-AMS based genetic optimisation methodology for fuzzy logic controllers (FLCs) used in complex automotive systems and modelled in mixed physical domains. A case study applying this novel method to an active suspension system has been investigated to obtain a new type of fuzzy logic membership function with irregular shapes optimised for best performance. Design/methodology/approach - The geometrical shapes of the fuzzy logic membership functions are irregular and optimised using a genetic algorithm (GA). In this optimisation technique, VHDL-AMS is used not only for the modelling and simulation of the FLC and its underlying active suspension system but also for the implementation of a parallel GA directly in the system testbench. Findings - Simulation results show that the proposed FLC has superior performance in all test cases to that of existing FLCs that use regular-shape, triangular or trapezoidal membership functions. Research limitations - The test of the FLC has only been done in the simulation stage, no physical prototype has been made. Originality/value - This paper proposes a novel way of improving the FLC's performance and a new application area for VHDL-AMS. | ||
655 | 7 | |a Article |