Consensual noise modeling of a microwave transistor | ||||
| The International Conference on Electrical Engineering | ||||
| Article 113, Volume 7, 7th International Conference on Electrical Engineering ICEENG 2010, May 2010, Page 1-8 PDF (214.52 K) | ||||
| Document Type: Original Article | ||||
| DOI: 10.21608/iceeng.2010.33284 | ||||
 View on SCiNiTO | ||||
| Authors | ||||
| N. Türker Tokan1; F. Güneş2; F. Gürgen3 | ||||
| 1Yıldız Technical University, Istanbul, Turkey. | ||||
| 2Yıldız Technical University, Istanbul, Turkey | ||||
| 3Boğaziçi University, Istanbul, Turkey. | ||||
| Abstract | ||||
| Abstract: In this work, a consensual approach is developed and applied to the noise modeling of microwave transistors. In the proposed method, multiple individual models generated by an expert system ensemble are combined by a consensus rule that results in a consistent and improved generalization outputting with the highest possible reliability and accuracy. Here the expert system ensemble is basically constructed by the competitor and diverse regressors which in our case are Back-Propagation (BP) Artificial Neural Network (ANN), Support Vector Regression Machine (SVRM), k-Nearest Neighbor (k- NN) and Least Squares (LS) algorithms that perform generalization independently from each other. | ||||
| Keywords | ||||
| Consensual modeling; Artificial Neural Networks; support vector regression; least squares and k-nearest neighbor algorithm | ||||
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