diff --git a/modules/deeplearning/icing.py b/modules/deeplearning/icing.py
index 3cdc535d9f485b934910f3f565d0ad6d4cef6e87..4c2db1300db70c92c84e0d5a80dbb6a074dc6535 100644
--- a/modules/deeplearning/icing.py
+++ b/modules/deeplearning/icing.py
@@ -360,6 +360,10 @@ class IcingIntensityNN:
 
         fc = build_residual_block(fc, drop_rate, fac*n_hidden, activation, 'Residual_Block_5', doBatchNorm=False)
 
+        fc = build_residual_block(fc, drop_rate, fac*n_hidden, activation, 'Residual_Block_4', doBatchNorm=False)
+
+        fc = build_residual_block(fc, drop_rate, fac*n_hidden, activation, 'Residual_Block_5', doBatchNorm=False)
+
         fc = tf.keras.layers.Dense(n_hidden, activation=activation)(fc)
         fc = tf.keras.layers.BatchNormalization()(fc)
         print(fc.shape)