python
class NetworkFeatureExtractor:
    def __init__(self):
        self.features = []
        self.scalers = {}

    def extract_features(self, network_data):
        features = {
            'traffic_rate': self.calculate_traffic_rate(network_data),
            'packet_size_dist': self.analyze_packet_size(network_data),
            'protocol_stats': self.get_protocol_statistics(network_data),
            'connection_patterns': self.analyze_connections(network_data),
            'temporal_features': self.extract_temporal_patterns(network_data)
        }
        return self.normalize_features(features)

    def normalize_features(self, features):
        # 特征标准化处理
        for feature_name, values in features.items():
            if feature_name not in self.scalers:
                self.scalers[feature_name] = StandardScaler()
            features[feature_name] = self.scalers[feature_name].fit_transform(values)
        return features

python
class AnomalyDetectionMLP(nn.Module):
    def __init__(self, input_size, hidden_sizes, output_size):
        super().__init__()
        self.layers = nn.ModuleList()
        
        # 构建多层网络
        sizes = [input_size] + hidden_sizes + [output_size]
        for i in range(len(sizes)-1):
            self.layers.append(nn.Linear(sizes[i], sizes[i+1]))
            if i < len(sizes)-2:
                self.layers.append(nn.ReLU())
                self.layers.append(nn.Dropout(0.2))
        
        self.sigmoid = nn.Sigmoid()
    
    def forward(self, x):
        for layer in self.layers:
            x = layer(x)
        return self.sigmoid(x)

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