diff --git a/abm/data/metaprotocol/experiments/MADRLExp0N10R100M6.py b/abm/data/metaprotocol/experiments/MADRLExp0N10R100M6.py
index 73da5457..035defa1 100644
--- a/abm/data/metaprotocol/experiments/MADRLExp0N10R100M6.py
+++ b/abm/data/metaprotocol/experiments/MADRLExp0N10R100M6.py
@@ -43,7 +43,7 @@
     Constant("TAU", 0.01),
     Constant("OPTIMIZER", "RMSPROP"),
     Constant("PRETRAINED_MODELS_DIR", ""),
-    Constant("BRAIN_TYPE", "DQN"),
+    Constant("BRAIN_TYPE", "DDQN"),
     #Constant("ISE_W", 1.0),
     #Constant("CSE_W", 0.0),
     #Constant("TP", 0),
diff --git a/abm/data/metaprotocol/experiments/MADRLExp0N10R10M6.py b/abm/data/metaprotocol/experiments/MADRLExp0N10R10M6.py
index f9ffebb7..12e80823 100644
--- a/abm/data/metaprotocol/experiments/MADRLExp0N10R10M6.py
+++ b/abm/data/metaprotocol/experiments/MADRLExp0N10R10M6.py
@@ -43,7 +43,7 @@
     Constant("TAU", 0.01),
     Constant("OPTIMIZER", "RMSPROP"),
     Constant("PRETRAINED_MODELS_DIR", ""),
-    Constant("BRAIN_TYPE", "DQN"),
+    Constant("BRAIN_TYPE", "DDQN"),
     #Constant("ISE_W", 1.0),
     #Constant("CSE_W", 0.0),
     #Constant("TP", 0),
diff --git a/abm/data/metaprotocol/experiments/MADRLExp0N10R3M6.py b/abm/data/metaprotocol/experiments/MADRLExp0N10R3M6.py
index fa22834b..5bc3fd8e 100644
--- a/abm/data/metaprotocol/experiments/MADRLExp0N10R3M6.py
+++ b/abm/data/metaprotocol/experiments/MADRLExp0N10R3M6.py
@@ -43,7 +43,7 @@
     Constant("TAU", 0.01),
     Constant("OPTIMIZER", "RMSPROP"),
     Constant("PRETRAINED_MODELS_DIR", ""),
-    Constant("BRAIN_TYPE", "DQN"),
+    Constant("BRAIN_TYPE", "DDQN"),
     #Constant("ISE_W", 1.0),
     #Constant("CSE_W", 0.0),
     #Constant("TP", 0),
diff --git a/abm/data/metaprotocol/experiments/MADRLExp0N10R50M6.py b/abm/data/metaprotocol/experiments/MADRLExp0N10R50M6.py
index 1580700b..a3f23e7f 100644
--- a/abm/data/metaprotocol/experiments/MADRLExp0N10R50M6.py
+++ b/abm/data/metaprotocol/experiments/MADRLExp0N10R50M6.py
@@ -43,7 +43,7 @@
     Constant("TAU", 0.01),
     Constant("OPTIMIZER", "RMSPROP"),
     Constant("PRETRAINED_MODELS_DIR", ""),
-    Constant("BRAIN_TYPE", "DQN"),
+    Constant("BRAIN_TYPE", "DDQN"),
     #Constant("ISE_W", 1.0),
     #Constant("CSE_W", 0.0),
     #Constant("TP", 0),
diff --git a/abm/data/metaprotocol/experiments/MADRLExp0N3R100M6.py b/abm/data/metaprotocol/experiments/MADRLExp0N3R100M6.py
index e8d028b6..f2443ad4 100644
--- a/abm/data/metaprotocol/experiments/MADRLExp0N3R100M6.py
+++ b/abm/data/metaprotocol/experiments/MADRLExp0N3R100M6.py
@@ -43,7 +43,7 @@
     Constant("TAU", 0.01),
     Constant("OPTIMIZER", "RMSPROP"),
     Constant("PRETRAINED_MODELS_DIR", ""),
-    Constant("BRAIN_TYPE", "DQN"),
+    Constant("BRAIN_TYPE", "DDQN"),
     #Constant("ISE_W", 1.0),
     #Constant("CSE_W", 0.0),
     #Constant("TP", 0),
diff --git a/abm/data/metaprotocol/experiments/MADRLExp0N3R10M6.py b/abm/data/metaprotocol/experiments/MADRLExp0N3R10M6.py
index 611d68f0..ebbbb04e 100644
--- a/abm/data/metaprotocol/experiments/MADRLExp0N3R10M6.py
+++ b/abm/data/metaprotocol/experiments/MADRLExp0N3R10M6.py
@@ -43,7 +43,7 @@
     Constant("TAU", 0.01),
     Constant("OPTIMIZER", "RMSPROP"),
     Constant("PRETRAINED_MODELS_DIR", ""),
-    Constant("BRAIN_TYPE", "DQN"),
+    Constant("BRAIN_TYPE", "DDQN"),
     #Constant("ISE_W", 1.0),
     #Constant("CSE_W", 0.0),
     #Constant("TP", 0),
diff --git a/abm/data/metaprotocol/experiments/MADRLExp0N3R3M6.py b/abm/data/metaprotocol/experiments/MADRLExp0N3R3M6.py
index 9ceb2635..ebec5016 100644
--- a/abm/data/metaprotocol/experiments/MADRLExp0N3R3M6.py
+++ b/abm/data/metaprotocol/experiments/MADRLExp0N3R3M6.py
@@ -41,7 +41,7 @@
     Constant("TAU", 0.01),
     Constant("OPTIMIZER", "RMSPROP"),
     Constant("PRETRAINED_MODELS_DIR", ""),
-    Constant("BRAIN_TYPE", "DQN"),
+    Constant("BRAIN_TYPE", "DDQN"),
     #Constant("ISE_W", 1.0),
     #Constant("CSE_W", 0.0),
     #Constant("TP", 0),
diff --git a/abm/data/metaprotocol/experiments/MADRLExp0N3R50M6.py b/abm/data/metaprotocol/experiments/MADRLExp0N3R50M6.py
index bb7242ee..d46e8012 100644
--- a/abm/data/metaprotocol/experiments/MADRLExp0N3R50M6.py
+++ b/abm/data/metaprotocol/experiments/MADRLExp0N3R50M6.py
@@ -43,7 +43,7 @@
     Constant("TAU", 0.01),
     Constant("OPTIMIZER", "RMSPROP"),
     Constant("PRETRAINED_MODELS_DIR", ""),
-    Constant("BRAIN_TYPE", "DQN"),
+    Constant("BRAIN_TYPE", "DDQN"),
     #Constant("ISE_W", 1.0),
     #Constant("CSE_W", 0.0),
     #Constant("TP", 0),
diff --git a/abm/data/metaprotocol/experiments/MADRLExp0N5R100M6.py b/abm/data/metaprotocol/experiments/MADRLExp0N5R100M6.py
index bcac130c..6b0f9601 100644
--- a/abm/data/metaprotocol/experiments/MADRLExp0N5R100M6.py
+++ b/abm/data/metaprotocol/experiments/MADRLExp0N5R100M6.py
@@ -43,7 +43,7 @@
     Constant("TAU", 0.01),
     Constant("OPTIMIZER", "RMSPROP"),
     Constant("PRETRAINED_MODELS_DIR", ""),
-    Constant("BRAIN_TYPE", "DQN"),
+    Constant("BRAIN_TYPE", "DDQN"),
     #Constant("ISE_W", 1.0),
     #Constant("CSE_W", 0.0),
     #Constant("TP", 0),
diff --git a/abm/data/metaprotocol/experiments/MADRLExp0N5R10M6.py b/abm/data/metaprotocol/experiments/MADRLExp0N5R10M6.py
index 8521425c..3da65c97 100644
--- a/abm/data/metaprotocol/experiments/MADRLExp0N5R10M6.py
+++ b/abm/data/metaprotocol/experiments/MADRLExp0N5R10M6.py
@@ -43,7 +43,7 @@
     Constant("TAU", 0.01),
     Constant("OPTIMIZER", "RMSPROP"),
     Constant("PRETRAINED_MODELS_DIR", ""),
-    Constant("BRAIN_TYPE", "DQN"),
+    Constant("BRAIN_TYPE", "DDQN"),
     #Constant("ISE_W", 1.0),
     #Constant("CSE_W", 0.0),
     #Constant("TP", 0),
diff --git a/abm/data/metaprotocol/experiments/MADRLExp0N5R3M6.py b/abm/data/metaprotocol/experiments/MADRLExp0N5R3M6.py
index 9aab1e5c..2de91f15 100644
--- a/abm/data/metaprotocol/experiments/MADRLExp0N5R3M6.py
+++ b/abm/data/metaprotocol/experiments/MADRLExp0N5R3M6.py
@@ -41,7 +41,7 @@
     Constant("TAU", 0.01),
     Constant("OPTIMIZER", "RMSPROP"),
     Constant("PRETRAINED_MODELS_DIR", ""),
-    Constant("BRAIN_TYPE", "DQN"),
+    Constant("BRAIN_TYPE", "DDQN"),
     #Constant("ISE_W", 1.0),
     #Constant("CSE_W", 0.0),
     #Constant("TP", 0),
diff --git a/abm/data/metaprotocol/experiments/MADRLExp0N5R50M6.py b/abm/data/metaprotocol/experiments/MADRLExp0N5R50M6.py
index 5837e7df..f885ff67 100644
--- a/abm/data/metaprotocol/experiments/MADRLExp0N5R50M6.py
+++ b/abm/data/metaprotocol/experiments/MADRLExp0N5R50M6.py
@@ -43,7 +43,7 @@
     Constant("TAU", 0.01),
     Constant("OPTIMIZER", "RMSPROP"),
     Constant("PRETRAINED_MODELS_DIR", ""),
-    Constant("BRAIN_TYPE", "DQN"),
+    Constant("BRAIN_TYPE", "DDQN"),
     #Constant("ISE_W", 1.0),
     #Constant("CSE_W", 0.0),
     #Constant("TP", 0),
diff --git a/abm/data/metaprotocol/experiments/MADRLExp0N8R100M6.py b/abm/data/metaprotocol/experiments/MADRLExp0N8R100M6.py
index 1688b4a6..520947ac 100644
--- a/abm/data/metaprotocol/experiments/MADRLExp0N8R100M6.py
+++ b/abm/data/metaprotocol/experiments/MADRLExp0N8R100M6.py
@@ -43,7 +43,7 @@
     Constant("TAU", 0.01),
     Constant("OPTIMIZER", "RMSPROP"),
     Constant("PRETRAINED_MODELS_DIR", ""),
-    Constant("BRAIN_TYPE", "DQN"),
+    Constant("BRAIN_TYPE", "DDQN"),
     #Constant("ISE_W", 1.0),
     #Constant("CSE_W", 0.0),
     #Constant("TP", 0),
diff --git a/abm/data/metaprotocol/experiments/MADRLExp0N8R10M6.py b/abm/data/metaprotocol/experiments/MADRLExp0N8R10M6.py
index 88a5d69d..8a955ed6 100644
--- a/abm/data/metaprotocol/experiments/MADRLExp0N8R10M6.py
+++ b/abm/data/metaprotocol/experiments/MADRLExp0N8R10M6.py
@@ -43,7 +43,7 @@
     Constant("TAU", 0.01),
     Constant("OPTIMIZER", "RMSPROP"),
     Constant("PRETRAINED_MODELS_DIR", ""),
-    Constant("BRAIN_TYPE", "DQN"),
+    Constant("BRAIN_TYPE", "DDQN"),
     #Constant("ISE_W", 1.0),
     #Constant("CSE_W", 0.0),
     #Constant("TP", 0),
diff --git a/abm/data/metaprotocol/experiments/MADRLExp0N8R3M6.py b/abm/data/metaprotocol/experiments/MADRLExp0N8R3M6.py
index 5fbda93f..e0c4c3cb 100644
--- a/abm/data/metaprotocol/experiments/MADRLExp0N8R3M6.py
+++ b/abm/data/metaprotocol/experiments/MADRLExp0N8R3M6.py
@@ -43,7 +43,7 @@
     Constant("TAU", 0.01),
     Constant("OPTIMIZER", "RMSPROP"),
     Constant("PRETRAINED_MODELS_DIR", ""),
-    Constant("BRAIN_TYPE", "DQN"),
+    Constant("BRAIN_TYPE", "DDQN"),
     #Constant("ISE_W", 1.0),
     #Constant("CSE_W", 0.0),
     #Constant("TP", 0),
diff --git a/abm/data/metaprotocol/experiments/MADRLExp0N8R50M6.py b/abm/data/metaprotocol/experiments/MADRLExp0N8R50M6.py
index 50d1755a..04620c6d 100644
--- a/abm/data/metaprotocol/experiments/MADRLExp0N8R50M6.py
+++ b/abm/data/metaprotocol/experiments/MADRLExp0N8R50M6.py
@@ -43,7 +43,7 @@
     Constant("TAU", 0.01),
     Constant("OPTIMIZER", "RMSPROP"),
     Constant("PRETRAINED_MODELS_DIR", ""),
-    Constant("BRAIN_TYPE", "DQN"),
+    Constant("BRAIN_TYPE", "DDQN"),
     #Constant("ISE_W", 1.0),
     #Constant("CSE_W", 0.0),
     #Constant("TP", 0),