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
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