Name
Title | ||
|---|---|---|
Fast converging minimum probability of error neural network receivers for DS-CDMA communications. |
Abstract | ||
|---|---|---|
We consider a multilayer perceptron neural network (NN) receiver architecture for the recovery of the information bits of a direct-sequence code-division-multiple-access (DS-CDMA) user. We develop a fast converging adaptive training algorithm that minimizes the bit-error rate (BER) at the output of the receiver. The adaptive algorithm has three key features: i) it incorporates the BER, i.e., the ultimate performance evaluation measure, directly into the learning process, ii) it utilizes constraints that are derived from the properties of the optimum single-user decision boundary for additive white Gaussian noise (AWGN) multiple-access channels, and iii) it embeds importance sampling (IS) principles directly into the receiver optimization process. Simulation studies illustrate the BER performance of the proposed scheme. |
Year | DOI | Venue |
|---|---|---|
2004 | 10.1109/TNN.2004.824409 | IEEE transactions on neural networks / a publication of the IEEE Neural Networks Council |
Keywords | Field | DocType |
optimisation,awgn channels,fast converging minimum probability,learning (artificial intelligence),multilayer perceptron neural networks receiver,awgn multiple access channels,receiver optimization process,ds-cdma communications,supervised learning algorithms,importance sampling principles,multilayer perceptrons,spread spectrum communication,minimum bit error rate,code division multiple access,direct sequence-code division multiple access,performance evaluation,learning process,adaptive training algorithm,error neural network receivers,error statistics,additive white gaussian noise,neural networks,code division multiplexing | Importance sampling,Computer science,Electronic engineering,Multilayer perceptron,Adaptive algorithm,Artificial neural network,Code division multiple access,Perceptron,Spread spectrum,Bit error rate | Journal |
Volume | Issue | ISSN |
15 | 2 | 1045-9227 |
Citations | PageRank | References |
3 | 0.44 | 12 |
Authors | ||
4 | ||
Name | Order | Citations | PageRank |
|---|---|---|---|
| John D. Matyjas | 1 | 554 | 43.69 |
| Ioannis N. Psaromiligkos | 2 | 23 | 8.08 |
| Batalama, S.N. | 3 | 312 | 23.42 |
| Michael J. Medley | 4 | 337 | 26.06 |