Data Mining Techniques in Artificial Neural Network for UWB Antenna Design
With data mining techniques for the preprocessing of training patterns, an artificial neural network (ANN) model is proposed for parametric modeling of electromagnetic behavior of ultrawide band (UWB) antennas in this paper. In this ANN method, two data mining techniques, including correlation analy...
| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
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Spolecnost pro radioelektronicke inzenyrstvi
2018-04-01
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| Series: | Radioengineering |
| Subjects: | |
| Online Access: | https://www.radioeng.cz/fulltexts/2018/18_01_0070_0078.pdf |
| _version_ | 1818131485932126208 |
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| author | Li-Ye Xiao Wei Shao Zhi-Xin Yao Shanshan Gao |
| author_facet | Li-Ye Xiao Wei Shao Zhi-Xin Yao Shanshan Gao |
| author_sort | Li-Ye Xiao |
| collection | DOAJ |
| description | With data mining techniques for the preprocessing of training patterns, an artificial neural network (ANN) model is proposed for parametric modeling of electromagnetic behavior of ultrawide band (UWB) antennas in this paper. In this ANN method, two data mining techniques, including correlation analysis and data classification based on support vector machine (SVM), are employed to determine geometrical variable inputs and classify the inputs during the training and testing processes. Compared with the traditional ANN, the proposed model with data mining can achieve the trained model with small training datasets and accurate results. The validity and efficiency of this proposed method are confirmed with two band-notched UWB antenna examples. |
| first_indexed | 2024-12-11T08:21:41Z |
| format | Article |
| id | doaj.art-8a2e8a23f1d743d9a161295797bc46fe |
| institution | Directory Open Access Journal |
| issn | 1210-2512 |
| language | English |
| last_indexed | 2024-12-11T08:21:41Z |
| publishDate | 2018-04-01 |
| publisher | Spolecnost pro radioelektronicke inzenyrstvi |
| record_format | Article |
| series | Radioengineering |
| spelling | doaj.art-8a2e8a23f1d743d9a161295797bc46fe2022-12-22T01:14:39ZengSpolecnost pro radioelektronicke inzenyrstviRadioengineering1210-25122018-04-012717078Data Mining Techniques in Artificial Neural Network for UWB Antenna DesignLi-Ye XiaoWei ShaoZhi-Xin YaoShanshan GaoWith data mining techniques for the preprocessing of training patterns, an artificial neural network (ANN) model is proposed for parametric modeling of electromagnetic behavior of ultrawide band (UWB) antennas in this paper. In this ANN method, two data mining techniques, including correlation analysis and data classification based on support vector machine (SVM), are employed to determine geometrical variable inputs and classify the inputs during the training and testing processes. Compared with the traditional ANN, the proposed model with data mining can achieve the trained model with small training datasets and accurate results. The validity and efficiency of this proposed method are confirmed with two band-notched UWB antenna examples.https://www.radioeng.cz/fulltexts/2018/18_01_0070_0078.pdfArtificial neural network (ANN)data miningpole-residue-based transfer function (TF)support vector machine (SVM)ultrawide band (UWB) antenna |
| spellingShingle | Li-Ye Xiao Wei Shao Zhi-Xin Yao Shanshan Gao Data Mining Techniques in Artificial Neural Network for UWB Antenna Design Radioengineering Artificial neural network (ANN) data mining pole-residue-based transfer function (TF) support vector machine (SVM) ultrawide band (UWB) antenna |
| title | Data Mining Techniques in Artificial Neural Network for UWB Antenna Design |
| title_full | Data Mining Techniques in Artificial Neural Network for UWB Antenna Design |
| title_fullStr | Data Mining Techniques in Artificial Neural Network for UWB Antenna Design |
| title_full_unstemmed | Data Mining Techniques in Artificial Neural Network for UWB Antenna Design |
| title_short | Data Mining Techniques in Artificial Neural Network for UWB Antenna Design |
| title_sort | data mining techniques in artificial neural network for uwb antenna design |
| topic | Artificial neural network (ANN) data mining pole-residue-based transfer function (TF) support vector machine (SVM) ultrawide band (UWB) antenna |
| url | https://www.radioeng.cz/fulltexts/2018/18_01_0070_0078.pdf |
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