This is the article which is proposed to tell indispensable fine points about the implementation of IDS in OMNeT++.

Step: 1 Code for IDS in OMNeT++

          As the initial process, we have to detect the intrusion through integration firefly swarm optimization with LSTM and the code for LSTM is highlighted below.

units = int(int(lstm.layers[0].trainable_weights[0].shape[1])/4)

# Layer 0 is my LSTM layer

W = model.layers[0].get_weights()[0]

U = model.layers[0].get_weights()[1]

b = model.layers[0].get_weights()[2]

W_i = W[:, :units]

W_f = W[:, units: units * 2]

W_c = W[:, units * 2: units * 3]

W_o = W[:, units * 3:]

U_i = U[:, :units]

U_f = U[:, units: units * 2]

U_c = U[:, units * 2: units * 3]

U_o = U[:, units * 3:]

b_i = b[:units]

b_f = b[units: units * 2]

b_c = b[units * 2: units * 3]

b_o = b[units * 3:]

Step: 2 Implement IDS in OMNeT++

       Following that, we have to implement IDS in OMNeT so we have to create the file over writing the code for the IDS algorithms as mentioned in the following image.