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Bidirectional LSTM Encoder

Two-layer BiLSTM (h=256) captures long-range temporal dependencies in degradation signatures.

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  • 1. Why Bidirectional Beats Unidirectional
  • 2. LSTM Cell Mathematics
  • 3. Two-Layer BiLSTM Design (h = 256)
  • 4. PyTorch Implementation
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