import?numpy
import?scipy.io?as?scio
import?h5py
from?keras.layers.convolutional_recurrent?import?ConvLSTM2D
from?keras.models?import?Sequential
from?keras.layers?import?LSTMDenseConv1DMaxPool1DFlattenReshape
from?keras.layers?import?TimeDistributed?Bidirectional
from?keras.optimizers?import?RMSprop
from?keras.models?import?load_modelsave_model


dataFile?=?‘G:/test0508/DataForDeepModel.mat‘
data?=?scio.loadmat（dataFile）
x_train?=?data[‘TrainData‘]
y_train?=?data[‘TrainLabel‘]
x_test?=?data[‘TestData‘]
y_test?=?data[‘TestLabel‘]

model?=?Sequential（）
model.add（Bidirectional（LSTM（256?dropout=0.2?recurrent_dropout=0.2input_shape=（1256）return_sequences=True）input_shape=（1256）））
model.add（Bidirectional（LSTM（256?dropout=0.2?recurrent_dropout=0.2input_shape=（1256）return_sequences=True）））
model.add（Bidirectional（LSTM（256?dropout=0.2?recurre