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Auditory Neural Systems and TimeFrequency Theory
Neural Networks for Sonar Target Classification
All Neural Network Sonar Discrimination System
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adaptive adaptive beamformer analysis applications approach architecture Artificial Neural Networks backpropagation beamformer classifier CMAC coefficients computational DARPA data set decision schema decomposition Delta rule detection and classification discrimination duration dynamics element equation error estimate evaluated example exemplars false alarm feature extraction feature set feature vector feedforward filter frequency function fuzzy Gaussian genetic algorithm gradient descent hidden layer hidden units IEEE implementation input pattern input vector linear mapping matrix MLANS neural network neurons node noise nonlinear operation optimization parameters passive sonar pattern recognition Perceptron performance preprocessing probability problem propagation prototype quiet ocean ratio representation robot ROC curves samples sea clutter sensor sequence shown in Figure side-scan sonar signal processing simulation sonar signals spectral statistical structure supervised learning target techniques test set threshold training data training set trajectory UAVs underwater values wavelet weights window