Module to hold fitness metrics for Taguchi optimisation.

user_libs/optimisations/taguchi_fitness.py

@@ -0,0 +1,40 @@
+# Copyright (C) 2015, Craig Warren
+#
+# This module is licensed under the Creative Commons Attribution-ShareAlike 4.0 International License.
+# To view a copy of this license, visit http://creativecommons.org/licenses/by-sa/4.0/.
+#
+# Please use the attribution at http://dx.doi.org/10.1190/1.3548506
+
+import numpy as np
+import h5py
+
+from gprMax.constants import floattype
+
+
+def fitness_max(filename, outputnames):
+    """Return the maximum value from specific outputs in a file.
+        
+    Args:
+        filename (str): Name of output file
+        outputnames (list): Names (IDs) of outputs (rxs) from input file
+        
+    Returns:
+        maxvalue (float): Maximum value from specific outputs
+    """
+
+    f = h5py.File(filename, 'r')
+    nrx = f.attrs['nrx']
+
+    for rx in range(1, nrx + 1):
+        tmp = f['/rxs/rx' + str(rx) + '/']
+        if tmp.attrs['Name'] in outputnames:
+            fieldname = list(tmp.keys())[0]
+            maxvalue = np.amax(tmp[fieldname])
+
+    return maxvalue
+
+    
+
+
+
+