標題: | A genetic algorithm for the optimal design of microwave filters |
作者: | Hsu, HM Tsai, SP Wu, MC Tzuang, CK 電信工程研究所 工業工程與管理學系 Institute of Communications Engineering Department of Industrial Engineering and Management |
關鍵字: | filter design;genetic algorithm;and membership function |
公開日期: | 1-Dec-1999 |
摘要: | This paper presents a multiple objective genetic algorithm for determining the component parameters in the design of a microwave filter. In this approach, we first propose a set of fuzzy-based membership functions for modeling the five design specifications (objective functions) of the microwave filter design problem. The five objective functions are then aggregated into a single-valued fitness function. Finally, a set of near-optimal component parameters for the microwave filter can be found by applying the proposed genetic algorithm. A large number of experiments were performed and demonstrated satisfactory results. This approach has three principal merits. First, it counteracts entrapment in a local optimal solution. Second, the processing of multiple objectives is relatively easy. Third, the generated solution is independent of the initial estimate. Significance: This paper presents a multiple objective genetic algorithm for determining the component parameters in the design of a microwave filter. |
URI: | http://hdl.handle.net/11536/30932 |
ISSN: | 1072-4761 |
期刊: | INTERNATIONAL JOURNAL OF INDUSTRIAL ENGINEERING-THEORY APPLICATIONS AND PRACTICE |
Volume: | 6 |
Issue: | 4 |
起始頁: | 282 |
結束頁: | 288 |
Appears in Collections: | Articles |