From cb3159676ea54ec92cc1d26692d31914a12068c9 Mon Sep 17 00:00:00 2001
From: tomrink <rink@ssec.wisc.edu>
Date: Sat, 10 Apr 2021 17:01:39 -0500
Subject: [PATCH] initial commit for aircraft icing
---
modules/deeplearning/icing.py | 8 ++++++--
1 file changed, 6 insertions(+), 2 deletions(-)
diff --git a/modules/deeplearning/icing.py b/modules/deeplearning/icing.py
index 98562ab7..fe0e3db7 100644
--- a/modules/deeplearning/icing.py
+++ b/modules/deeplearning/icing.py
@@ -538,8 +538,9 @@ class IcingIntensityNN:
print('build fully connected layer')
drop_rate = 0.5
- # activation = tf.nn.softmax
- activation = tf.nn.sigmoid # For binary
+ # activation = tf.nn.relu
+ # activation = tf.nn.elu
+ activation = tf.nn.leaky_relu
momentum = 0.99
if input_layer is not None:
@@ -561,6 +562,9 @@ class IcingIntensityNN:
fc = build_residual_block(fc, drop_rate, fac*n_hidden, activation, 'Residual_Block_5')
+ # activation = tf.nn.softmax
+ activation = tf.nn.sigmoid # For binary
+
fc = tf.keras.layers.Dense(n_hidden, activation=activation)(fc)
fc = tf.keras.layers.BatchNormalization()(fc)
print(fc.shape)
--
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