import tensorflow as tf

    if include_flux_and_time:
        dflux = tf.expand_dims(window_feature.dflux, 2)
        dtime = tf.expand_dims(window_feature.dtime, 2)
        features = tf.concat([features, dflux, dtime],
                             axis=2,
                             name="initial_layer_concat")
