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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Zhong Gao Guanming Lu Daquan Gu |
| Copyright Year | 2008 |
| Abstract | With the rapid development of the communication technology, the communication environment becomes more and more complicated these years. Many signal modulation types are used simultaneously in digital TV communication systems. Therefore, a need arises for modulation classification that can automatically detect the incoming modulation type. In this paper, we propose a new approach for modulation classification, which uses a novel combined classifier based on multi-class support vector machine (SVM) and fuzzy integral to make the classification more suitable and accurate for signals in a wide range of signal to noise rate (SNR). Further, three efficient features with high robustness and less computation are extracted from intercepted signals to classify eleven digital modulation types. The experimental results show that the proposed scheme has the advantages of high accuracy and reliability. |
| Starting Page | 913 |
| Ending Page | 916 |
| File Size | 252011 |
| Page Count | 4 |
| File Format | |
| ISBN | 9780769535432 |
| DOI | 10.1109/WKDD.2009.219 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2009-01-23 |
| Publisher Place | Russia |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Support vector machines Digital modulation Support vector machine classification Feature extraction Educational institutions Data engineering Communications technology Data mining Digital TV Signal to noise ratio |
| Content Type | Text |
| Resource Type | Article |
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