DocumentCode :
785985
Title :
Knowledge interaction with genetic programming in mechatronic systems design using bond graphs
Author :
Wang, Jiachuan ; Fan, Zhun ; Terpenny, Janis P. ; Goodman, Erik D.
Author_Institution :
United Technol. Res. Center, East Hartford, CT, USA
Volume :
35
Issue :
2
fYear :
2005
fDate :
5/1/2005 12:00:00 AM
Firstpage :
172
Lastpage :
182
Abstract :
This paper describes a unified network synthesis approach for the conceptual stage of mechatronic systems design using bond graphs. It facilitates knowledge interaction with evolutionary computation significantly by encoding the structure of a bond graph in a genetic programming tree representation. On the one hand, since bond graphs provide a succinct set of basic design primitives for mechatronic systems modeling, it is possible to extract useful modular design knowledge discovered during the evolutionary process for design creativity and reusability. On the other hand, design knowledge gained from experience can be incorporated into the evolutionary process to improve the topologically open-ended search capability of genetic programming for enhanced search efficiency and design feasibility. This integrated knowledge-based design approach is demonstrated in a quarter-car suspension control system synthesis and a MEMS bandpass filter design application.
Keywords :
band-pass filters; bond graphs; genetic algorithms; intelligent design assistants; knowledge acquisition; mechanical engineering computing; mechatronics; micromechanical devices; MEMS bandpass filter design application; bond graphs; evolutionary computation; genetic programming; knowledge discovery; knowledge interaction; mechatronic systems design; quarter-car suspension control system synthesis; unified network synthesis approach; Bonding; Control system synthesis; Encoding; Evolutionary computation; Genetic programming; Mechatronics; Modeling; Network synthesis; Process design; Tree graphs; Bond graphs; MEMS filter design; controller synthesis; genetic programming; knowledge interaction; mechatronics;
fLanguage :
English
Journal_Title :
Systems, Man, and Cybernetics, Part C: Applications and Reviews, IEEE Transactions on
Publisher :
ieee
ISSN :
1094-6977
Type :
jour
DOI :
10.1109/TSMCC.2004.841915
Filename :
1424192
Link To Document :
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