diff --git a/modules/deeplearning/icing_fcn.py b/modules/deeplearning/icing_fcn.py
index 0e37d3c0629a2d63793068591ed6319baf6726af..cb5fdaa963e02ce85f4b4ddac3919b26e4b143f9 100644
--- a/modules/deeplearning/icing_fcn.py
+++ b/modules/deeplearning/icing_fcn.py
@@ -221,7 +221,7 @@ class IcingIntensityFCN:
         self.X_img = tf.keras.Input(shape=(None, None, n_chans))
 
         self.inputs.append(self.X_img)
-        self.inputs.append(tf.keras.Input(shape=(None, 5)))
+        self.inputs.append(tf.keras.Input(shape=(None, None, 5)))
 
         self.flight_level = 0
 
@@ -359,6 +359,8 @@ class IcingIntensityFCN:
         nda[np.logical_and(nda >= 8000, nda < 15000)] = 4
 
         nda = tf.one_hot(nda, 5).numpy()
+        nda = np.expand_dims(nda, axis=1)
+        nda = np.expand_dims(nda, axis=1)
 
         return nda