Institutional Repository
Technical University of Crete
Technical University of Crete
EN
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EL
| URI | http://purl.tuc.gr/dl/dias/1831082E-88CB-4C86-9EFB-2CD40BE01BF9 | - |
| Language | en | - |
| Extent | 6 pages | en |
| Title | Neural network – based digital receiver for radio communications | en |
| Creator | Liodakis Georgios | en |
| Creator | Λιοδακης Γεωργιος | el |
| Creator | Ioannis Vardiambasis | en |
| Creator | Arvanítīs, Dīmī́trīs Th., 1948- | en |
| Content Summary | This paper proposes a novel digital receiver, based on a multilayer perceptron neural network architecture, which works in a radio communications environment. Training is carried out by the variable learning rate back-propagation algorithm with momentum in a supervised manner and a batch training mode. We present computer simulation results comparing the performance of this receiver against the classical correlation receiver, for various modulation methods. The results show that the neural network – based receiver achieves better performance in terms of bit error rate for various o b N / E values, especially in the case of a Rayleigh multipath channel. | en |
| Type of Item | Peer-Reviewed Journal Publication | en |
| Type of Item | Δημοσίευση σε Περιοδικό με Κριτές | el |
| License | http://creativecommons.org/licenses/by/4.0/ | en |
| Date of Item | 2015-10-29 | - |
| Date of Publication | 2004 | - |
| Subject | Electronic media | en |
| Subject | New media (Digital media) | en |
| Subject | digital media | en |
| Subject | electronic media | en |
| Subject | new media digital media | en |
| Bibliographic Citation | G. Liodakis, D. Arvanitis and I. Vardiambasis, "Neural network – based digital receiver for radio communications," WSEAS Transactions on Systems, vol. 10, no.3, pp.3308-3313, Dec. 2004. | en |
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