.... By integrating advanced neural network architectures – including 1-Dimensional Convolutional Neural Networks (1DCNN), Residual Networks (ResNet), Bidirectional Gated Recurrent Units (BiGRU), and Attention Mechanism (AM) – the proposed model effectively captures spatial relationships, highlights critical input...