From f8905e87b3a4f1429001e4584ba996f129fd8e63 Mon Sep 17 00:00:00 2001
From: imcovangent <I.vanGent@tudelft.nl>
Date: Tue, 13 Mar 2018 19:25:40 +0100
Subject: [PATCH] Tested and improved the mark_as_constraint() function and its
 usage in the SSBJ script to enable double bounds.

Former-commit-id: cbb7b7e1ee48a5cd0f1739dd6f20bf1dd9ba1b63
---
 examples/scripts/ssbj.py                      |   8 +-
 examples/scripts/ssbj/(X)DSM/FPG_MDA.pdf      | Bin 36474 -> 0 bytes
 examples/scripts/ssbj/(X)DSM/FPG_MDO.pdf      | Bin 36480 -> 0 bytes
 .../scripts/ssbj/(X)DSM/Mdao_BLISS-2000.pdf   | Bin 84740 -> 0 bytes
 examples/scripts/ssbj/(X)DSM/Mdao_CO.pdf      | Bin 72406 -> 0 bytes
 examples/scripts/ssbj/(X)DSM/Mdao_IDF.pdf     | Bin 68961 -> 0 bytes
 examples/scripts/ssbj/(X)DSM/Mdao_MDF-GS.pdf  | Bin 69315 -> 0 bytes
 examples/scripts/ssbj/(X)DSM/Mdao_MDF-J.pdf   | Bin 69362 -> 0 bytes
 .../ssbj/(X)DSM/Mdao_converged-DOE-GS.pdf     | Bin 62720 -> 0 bytes
 .../ssbj/(X)DSM/Mdao_converged-DOE-J.pdf      | Bin 62685 -> 0 bytes
 .../ssbj/(X)DSM/Mdao_converged-MDA-GS.pdf     | Bin 67881 -> 0 bytes
 .../ssbj/(X)DSM/Mdao_converged-MDA-J.pdf      | Bin 67755 -> 0 bytes
 .../ssbj/(X)DSM/Mdao_unconverged-DOE-GS.pdf   | Bin 61525 -> 0 bytes
 .../ssbj/(X)DSM/Mdao_unconverged-DOE-J.pdf    | Bin 61096 -> 0 bytes
 .../ssbj/(X)DSM/Mdao_unconverged-MDA-GS.pdf   | Bin 51939 -> 0 bytes
 .../ssbj/(X)DSM/Mdao_unconverged-MDA-J.pdf    | Bin 51612 -> 0 bytes
 examples/scripts/ssbj/(X)DSM/RCG.pdf          | Bin 37373 -> 0 bytes
 examples/scripts/ssbj/(X)DSM/RCG_basic.pdf    | Bin 33639 -> 0 bytes
 examples/scripts/ssbj/(X)DSM/RCG_extended.pdf | Bin 36470 -> 0 bytes
 examples/scripts/ssbj/CMDOWS/FPG_MDO.xml      |  12 +-
 .../scripts/ssbj/CMDOWS/Mdao_BLISS-2000.xml   |  12 +-
 examples/scripts/ssbj/CMDOWS/Mdao_CO.xml      |  12 +-
 examples/scripts/ssbj/CMDOWS/Mdao_IDF.xml     |  12 +-
 examples/scripts/ssbj/CMDOWS/Mdao_MDF-GS.xml  |  12 +-
 examples/scripts/ssbj/CMDOWS/Mdao_MDF-J.xml   |  12 +-
 examples/scripts/ssbj/CMDOWS/RCG.xml          |   4 +-
 examples/scripts/ssbj/KDMS/FPG_MDO.kdms       | Bin 11349 -> 11375 bytes
 .../scripts/ssbj/KDMS/Mdao_BLISS-2000.kdms    |  83 +++++-----
 examples/scripts/ssbj/KDMS/Mdao_CO.kdms       | 155 ++++++++++--------
 examples/scripts/ssbj/KDMS/Mdao_CO_mpg.kdms   | Bin 9228 -> 9218 bytes
 examples/scripts/ssbj/KDMS/Mdao_IDF.kdms      | Bin 26510 -> 26824 bytes
 examples/scripts/ssbj/KDMS/Mdao_IDF_mpg.kdms  | Bin 6309 -> 6319 bytes
 examples/scripts/ssbj/KDMS/Mdao_MDF-GS.kdms   | Bin 22242 -> 22496 bytes
 .../scripts/ssbj/KDMS/Mdao_MDF-GS_mpg.kdms    | Bin 5258 -> 5268 bytes
 examples/scripts/ssbj/KDMS/Mdao_MDF-J.kdms    | Bin 24576 -> 24602 bytes
 examples/scripts/ssbj/VISTOMS/VISTOMS.html    |   2 +-
 kadmos/graph/graph_data.py                    |  32 ++--
 37 files changed, 186 insertions(+), 170 deletions(-)
 delete mode 100644 examples/scripts/ssbj/(X)DSM/FPG_MDA.pdf
 delete mode 100644 examples/scripts/ssbj/(X)DSM/FPG_MDO.pdf
 delete mode 100644 examples/scripts/ssbj/(X)DSM/Mdao_BLISS-2000.pdf
 delete mode 100644 examples/scripts/ssbj/(X)DSM/Mdao_CO.pdf
 delete mode 100644 examples/scripts/ssbj/(X)DSM/Mdao_IDF.pdf
 delete mode 100644 examples/scripts/ssbj/(X)DSM/Mdao_MDF-GS.pdf
 delete mode 100644 examples/scripts/ssbj/(X)DSM/Mdao_MDF-J.pdf
 delete mode 100644 examples/scripts/ssbj/(X)DSM/Mdao_converged-DOE-GS.pdf
 delete mode 100644 examples/scripts/ssbj/(X)DSM/Mdao_converged-DOE-J.pdf
 delete mode 100644 examples/scripts/ssbj/(X)DSM/Mdao_converged-MDA-GS.pdf
 delete mode 100644 examples/scripts/ssbj/(X)DSM/Mdao_converged-MDA-J.pdf
 delete mode 100644 examples/scripts/ssbj/(X)DSM/Mdao_unconverged-DOE-GS.pdf
 delete mode 100644 examples/scripts/ssbj/(X)DSM/Mdao_unconverged-DOE-J.pdf
 delete mode 100644 examples/scripts/ssbj/(X)DSM/Mdao_unconverged-MDA-GS.pdf
 delete mode 100644 examples/scripts/ssbj/(X)DSM/Mdao_unconverged-MDA-J.pdf
 delete mode 100644 examples/scripts/ssbj/(X)DSM/RCG.pdf
 delete mode 100644 examples/scripts/ssbj/(X)DSM/RCG_basic.pdf
 delete mode 100644 examples/scripts/ssbj/(X)DSM/RCG_extended.pdf

diff --git a/examples/scripts/ssbj.py b/examples/scripts/ssbj.py
index e33b7a68e..22936df20 100644
--- a/examples/scripts/ssbj.py
+++ b/examples/scripts/ssbj.py
@@ -139,11 +139,11 @@ fpg.mark_as_objective([nd for nd in rcg.find_all_nodes(category='variable') if n
 
 # Assign constraints
 fpg.mark_as_constraints([nd for nd in rcg.find_all_nodes(category='variable') if '/mdo_data/constraints/sigmas' in nd], '<=', 1.09)
-fpg.mark_as_constraints([nd for nd in rcg.find_all_nodes(category='variable') if '/mdo_data/constraints/Theta' in nd], '<=', 1.04) # TODO: Add option to include two bounds for constraints!
+fpg.mark_as_constraint([nd for nd in rcg.find_all_nodes(category='variable') if '/mdo_data/constraints/Theta' in nd][0], ['>=', '<='], [0.96, 1.04]) # TODO: Add option to include two bounds for constraints!
 fpg.mark_as_constraints([nd for nd in rcg.find_all_nodes(category='variable') if '/mdo_data/constraints/dpdx' in nd], '<=', 1.04)
-fpg.mark_as_constraints([nd for nd in rcg.find_all_nodes(category='variable') if '/mdo_data/constraints/propulsion/ESF' in nd], '<=', 1.5) # TODO: Add option to include two bounds for constraints!
-fpg.mark_as_constraints([nd for nd in rcg.find_all_nodes(category='variable') if '/mdo_data/constraints/propulsion/DT' in nd], '<=', 0.0)
-fpg.mark_as_constraints([nd for nd in rcg.find_all_nodes(category='variable') if '/mdo_data/constraints/propulsion/Temp' in nd], '<=', 1.02) # TODO: Add option to include two bounds for constraints!
+fpg.mark_as_constraint([nd for nd in rcg.find_all_nodes(category='variable') if '/mdo_data/constraints/propulsion/ESF' in nd][0], ['>=', '<='], [0.5, 1.5]) # TODO: Add option to include two bounds for constraints!
+fpg.mark_as_constraints([nd for nd in rcg.find_all_nodes(category='variable') if '/mdo_data/constraints/propulsion/DT' in nd], '<=', 0.0) # TODO: Check if two bounds are needed...
+fpg.mark_as_constraints([nd for nd in rcg.find_all_nodes(category='variable') if '/mdo_data/constraints/propulsion/Temp' in nd], '<=', 1.02) # TODO: Check if two bounds are needed...
 
 # Search for problem roles
 fpg.add_function_problem_roles()
diff --git a/examples/scripts/ssbj/(X)DSM/FPG_MDA.pdf b/examples/scripts/ssbj/(X)DSM/FPG_MDA.pdf
deleted file mode 100644
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diff --git a/examples/scripts/ssbj/(X)DSM/FPG_MDO.pdf b/examples/scripts/ssbj/(X)DSM/FPG_MDO.pdf
deleted file mode 100644
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diff --git a/examples/scripts/ssbj/(X)DSM/Mdao_BLISS-2000.pdf b/examples/scripts/ssbj/(X)DSM/Mdao_BLISS-2000.pdf
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diff --git a/examples/scripts/ssbj/(X)DSM/Mdao_CO.pdf b/examples/scripts/ssbj/(X)DSM/Mdao_CO.pdf
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diff --git a/examples/scripts/ssbj/(X)DSM/Mdao_IDF.pdf b/examples/scripts/ssbj/(X)DSM/Mdao_IDF.pdf
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diff --git a/examples/scripts/ssbj/(X)DSM/Mdao_MDF-GS.pdf b/examples/scripts/ssbj/(X)DSM/Mdao_MDF-GS.pdf
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diff --git a/examples/scripts/ssbj/(X)DSM/Mdao_MDF-J.pdf b/examples/scripts/ssbj/(X)DSM/Mdao_MDF-J.pdf
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diff --git a/examples/scripts/ssbj/(X)DSM/Mdao_converged-DOE-GS.pdf b/examples/scripts/ssbj/(X)DSM/Mdao_converged-DOE-GS.pdf
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diff --git a/examples/scripts/ssbj/(X)DSM/Mdao_converged-DOE-J.pdf b/examples/scripts/ssbj/(X)DSM/Mdao_converged-DOE-J.pdf
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diff --git a/examples/scripts/ssbj/(X)DSM/Mdao_converged-MDA-GS.pdf b/examples/scripts/ssbj/(X)DSM/Mdao_converged-MDA-GS.pdf
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diff --git a/examples/scripts/ssbj/(X)DSM/Mdao_converged-MDA-J.pdf b/examples/scripts/ssbj/(X)DSM/Mdao_converged-MDA-J.pdf
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diff --git a/examples/scripts/ssbj/(X)DSM/Mdao_unconverged-DOE-GS.pdf b/examples/scripts/ssbj/(X)DSM/Mdao_unconverged-DOE-GS.pdf
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diff --git a/examples/scripts/ssbj/(X)DSM/Mdao_unconverged-DOE-J.pdf b/examples/scripts/ssbj/(X)DSM/Mdao_unconverged-DOE-J.pdf
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diff --git a/examples/scripts/ssbj/(X)DSM/Mdao_unconverged-MDA-GS.pdf b/examples/scripts/ssbj/(X)DSM/Mdao_unconverged-MDA-GS.pdf
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diff --git a/examples/scripts/ssbj/(X)DSM/Mdao_unconverged-MDA-J.pdf b/examples/scripts/ssbj/(X)DSM/Mdao_unconverged-MDA-J.pdf
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diff --git a/examples/scripts/ssbj/(X)DSM/RCG_basic.pdf b/examples/scripts/ssbj/(X)DSM/RCG_basic.pdf
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diff --git a/examples/scripts/ssbj/(X)DSM/RCG_extended.pdf b/examples/scripts/ssbj/(X)DSM/RCG_extended.pdf
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diff --git a/examples/scripts/ssbj/CMDOWS/FPG_MDO.xml b/examples/scripts/ssbj/CMDOWS/FPG_MDO.xml
index 7dd73e5d2..a7bff4daf 100644
--- a/examples/scripts/ssbj/CMDOWS/FPG_MDO.xml
+++ b/examples/scripts/ssbj/CMDOWS/FPG_MDO.xml
@@ -3,14 +3,14 @@
   <header>
     <creator>Imco van Gent</creator>
     <description>FPG CMDOWS file of the super-sonic business jet test case optimization problem</description>
-    <timestamp>2018-03-07T15:20:06.192462</timestamp>
+    <timestamp>2018-03-13T19:21:46.565692</timestamp>
     <fileVersion>0.1</fileVersion>
     <cmdowsVersion>0.7</cmdowsVersion>
     <updates>
       <update>
         <modification>KADMOS export of a fundamental problem graph (FPG).</modification>
         <creator>Imco van Gent</creator>
-        <timestamp>2018-03-07T15:20:06.192462</timestamp>
+        <timestamp>2018-03-13T19:21:46.565692</timestamp>
         <fileVersion>0.1</fileVersion>
         <cmdowsVersion>0.7</cmdowsVersion>
       </update>
@@ -634,8 +634,8 @@
           <constraintVariable uID="__conVar__/data_schema/mdo_data/constraints/Theta">
             <parameterUID>/data_schema/mdo_data/constraints/Theta</parameterUID>
             <constraintType>inequality</constraintType>
-            <constraintOperator>&lt;=</constraintOperator>
-            <referenceValue>1.04</referenceValue>
+            <constraintOperator>&gt;=;&lt;=</constraintOperator>
+            <referenceValue>0.96;1.04</referenceValue>
           </constraintVariable>
           <constraintVariable uID="__conVar__/data_schema/mdo_data/constraints/propulsion/Temp">
             <parameterUID>/data_schema/mdo_data/constraints/propulsion/Temp</parameterUID>
@@ -670,8 +670,8 @@
           <constraintVariable uID="__conVar__/data_schema/mdo_data/constraints/propulsion/ESF">
             <parameterUID>/data_schema/mdo_data/constraints/propulsion/ESF</parameterUID>
             <constraintType>inequality</constraintType>
-            <constraintOperator>&lt;=</constraintOperator>
-            <referenceValue>1.5</referenceValue>
+            <constraintOperator>&gt;=;&lt;=</constraintOperator>
+            <referenceValue>0.5;1.5</referenceValue>
           </constraintVariable>
           <constraintVariable uID="__conVar__/data_schema/mdo_data/constraints/sigmas/sigma5">
             <parameterUID>/data_schema/mdo_data/constraints/sigmas/sigma5</parameterUID>
diff --git a/examples/scripts/ssbj/CMDOWS/Mdao_BLISS-2000.xml b/examples/scripts/ssbj/CMDOWS/Mdao_BLISS-2000.xml
index a8cecb7fc..8feef42cf 100644
--- a/examples/scripts/ssbj/CMDOWS/Mdao_BLISS-2000.xml
+++ b/examples/scripts/ssbj/CMDOWS/Mdao_BLISS-2000.xml
@@ -3,14 +3,14 @@
   <header>
     <creator>Imco van Gent</creator>
     <description>Mdao CMDOWS file of the super-sonic business jet test case optimization problem</description>
-    <timestamp>2018-03-07T15:20:06.192462</timestamp>
+    <timestamp>2018-03-13T19:21:46.565692</timestamp>
     <fileVersion>0.1</fileVersion>
     <cmdowsVersion>0.7</cmdowsVersion>
     <updates>
       <update>
         <modification>KADMOS export of a mdao data graph (MDG).</modification>
         <creator>Imco van Gent</creator>
-        <timestamp>2018-03-07T15:20:06.192462</timestamp>
+        <timestamp>2018-03-13T19:21:46.565692</timestamp>
         <fileVersion>0.1</fileVersion>
         <cmdowsVersion>0.7</cmdowsVersion>
       </update>
@@ -1672,8 +1672,8 @@
           <constraintVariable uID="__conVar__/data_schema/mdo_data/constraints/propulsion/ESF">
             <parameterUID>/data_schema/mdo_data/constraints/propulsion/ESF</parameterUID>
             <constraintType>inequality</constraintType>
-            <constraintOperator>&lt;=</constraintOperator>
-            <referenceValue>1.5</referenceValue>
+            <constraintOperator>&gt;=;&lt;=</constraintOperator>
+            <referenceValue>0.5;1.5</referenceValue>
           </constraintVariable>
           <constraintVariable uID="__conVar__/data_schema/mdo_data/constraints/propulsion/DT">
             <parameterUID>/data_schema/mdo_data/constraints/propulsion/DT</parameterUID>
@@ -1684,8 +1684,8 @@
           <constraintVariable uID="__conVar__/data_schema/mdo_data/constraints/Theta">
             <parameterUID>/data_schema/mdo_data/constraints/Theta</parameterUID>
             <constraintType>inequality</constraintType>
-            <constraintOperator>&lt;=</constraintOperator>
-            <referenceValue>1.04</referenceValue>
+            <constraintOperator>&gt;=;&lt;=</constraintOperator>
+            <referenceValue>0.96;1.04</referenceValue>
           </constraintVariable>
           <constraintVariable uID="__conVar__/data_schema/mdo_data/constraints/dpdx">
             <parameterUID>/data_schema/mdo_data/constraints/dpdx</parameterUID>
diff --git a/examples/scripts/ssbj/CMDOWS/Mdao_CO.xml b/examples/scripts/ssbj/CMDOWS/Mdao_CO.xml
index 76bbc238f..0543e34af 100644
--- a/examples/scripts/ssbj/CMDOWS/Mdao_CO.xml
+++ b/examples/scripts/ssbj/CMDOWS/Mdao_CO.xml
@@ -3,14 +3,14 @@
   <header>
     <creator>Imco van Gent</creator>
     <description>Mdao CMDOWS file of the super-sonic business jet test case optimization problem</description>
-    <timestamp>2018-03-07T15:20:06.192462</timestamp>
+    <timestamp>2018-03-13T19:21:46.565692</timestamp>
     <fileVersion>0.1</fileVersion>
     <cmdowsVersion>0.7</cmdowsVersion>
     <updates>
       <update>
         <modification>KADMOS export of a mdao data graph (MDG).</modification>
         <creator>Imco van Gent</creator>
-        <timestamp>2018-03-07T15:20:06.192462</timestamp>
+        <timestamp>2018-03-13T19:21:46.565692</timestamp>
         <fileVersion>0.1</fileVersion>
         <cmdowsVersion>0.7</cmdowsVersion>
       </update>
@@ -713,8 +713,8 @@
           <constraintVariable uID="__conVar__/data_schema/mdo_data/constraints/propulsion/ESF">
             <parameterUID>/data_schema/mdo_data/constraints/propulsion/ESF</parameterUID>
             <constraintType>inequality</constraintType>
-            <constraintOperator>&lt;=</constraintOperator>
-            <referenceValue>1.5</referenceValue>
+            <constraintOperator>&gt;=;&lt;=</constraintOperator>
+            <referenceValue>0.5;1.5</referenceValue>
           </constraintVariable>
           <constraintVariable uID="__conVar__/data_schema/architectureNodes/finalOutputVariables/data_schemaCopy/distributedArchitectures/group0/objective">
             <parameterUID>/data_schema/architectureNodes/finalOutputVariables/data_schemaCopy/distributedArchitectures/group0/objective</parameterUID>
@@ -731,8 +731,8 @@
           <constraintVariable uID="__conVar__/data_schema/mdo_data/constraints/Theta">
             <parameterUID>/data_schema/mdo_data/constraints/Theta</parameterUID>
             <constraintType>inequality</constraintType>
-            <constraintOperator>&lt;=</constraintOperator>
-            <referenceValue>1.04</referenceValue>
+            <constraintOperator>&gt;=;&lt;=</constraintOperator>
+            <referenceValue>0.96;1.04</referenceValue>
           </constraintVariable>
           <constraintVariable uID="__conVar__/data_schema/architectureNodes/finalOutputVariables/data_schemaCopy/distributedArchitectures/group1/objective">
             <parameterUID>/data_schema/architectureNodes/finalOutputVariables/data_schemaCopy/distributedArchitectures/group1/objective</parameterUID>
diff --git a/examples/scripts/ssbj/CMDOWS/Mdao_IDF.xml b/examples/scripts/ssbj/CMDOWS/Mdao_IDF.xml
index 3b350f809..61a6c91ef 100644
--- a/examples/scripts/ssbj/CMDOWS/Mdao_IDF.xml
+++ b/examples/scripts/ssbj/CMDOWS/Mdao_IDF.xml
@@ -3,14 +3,14 @@
   <header>
     <creator>Imco van Gent</creator>
     <description>Mdao CMDOWS file of the super-sonic business jet test case optimization problem</description>
-    <timestamp>2018-03-07T15:20:06.192462</timestamp>
+    <timestamp>2018-03-13T19:21:46.565692</timestamp>
     <fileVersion>0.1</fileVersion>
     <cmdowsVersion>0.7</cmdowsVersion>
     <updates>
       <update>
         <modification>KADMOS export of a mdao data graph (MDG).</modification>
         <creator>Imco van Gent</creator>
-        <timestamp>2018-03-07T15:20:06.192462</timestamp>
+        <timestamp>2018-03-13T19:21:46.565692</timestamp>
         <fileVersion>0.1</fileVersion>
         <cmdowsVersion>0.7</cmdowsVersion>
       </update>
@@ -719,8 +719,8 @@
           <constraintVariable uID="__conVar__/data_schema/mdo_data/constraints/propulsion/ESF">
             <parameterUID>/data_schema/mdo_data/constraints/propulsion/ESF</parameterUID>
             <constraintType>inequality</constraintType>
-            <constraintOperator>&lt;=</constraintOperator>
-            <referenceValue>1.5</referenceValue>
+            <constraintOperator>&gt;=;&lt;=</constraintOperator>
+            <referenceValue>0.5;1.5</referenceValue>
           </constraintVariable>
           <constraintVariable uID="__conVar__/data_schema/architectureNodes/consistencyConstraintVariables/data_schemaCopy/aircraft/other/gc_L">
             <parameterUID>/data_schema/architectureNodes/consistencyConstraintVariables/data_schemaCopy/aircraft/other/gc_L</parameterUID>
@@ -737,8 +737,8 @@
           <constraintVariable uID="__conVar__/data_schema/mdo_data/constraints/Theta">
             <parameterUID>/data_schema/mdo_data/constraints/Theta</parameterUID>
             <constraintType>inequality</constraintType>
-            <constraintOperator>&lt;=</constraintOperator>
-            <referenceValue>1.04</referenceValue>
+            <constraintOperator>&gt;=;&lt;=</constraintOperator>
+            <referenceValue>0.96;1.04</referenceValue>
           </constraintVariable>
           <constraintVariable uID="__conVar__/data_schema/architectureNodes/consistencyConstraintVariables/data_schemaCopy/aircraft/weight/gc_WE">
             <parameterUID>/data_schema/architectureNodes/consistencyConstraintVariables/data_schemaCopy/aircraft/weight/gc_WE</parameterUID>
diff --git a/examples/scripts/ssbj/CMDOWS/Mdao_MDF-GS.xml b/examples/scripts/ssbj/CMDOWS/Mdao_MDF-GS.xml
index 53b0b0f93..54dcf0ee4 100644
--- a/examples/scripts/ssbj/CMDOWS/Mdao_MDF-GS.xml
+++ b/examples/scripts/ssbj/CMDOWS/Mdao_MDF-GS.xml
@@ -3,14 +3,14 @@
   <header>
     <creator>Imco van Gent</creator>
     <description>Mdao CMDOWS file of the super-sonic business jet test case optimization problem</description>
-    <timestamp>2018-03-07T15:20:06.192462</timestamp>
+    <timestamp>2018-03-13T19:21:46.565692</timestamp>
     <fileVersion>0.1</fileVersion>
     <cmdowsVersion>0.7</cmdowsVersion>
     <updates>
       <update>
         <modification>KADMOS export of a mdao data graph (MDG).</modification>
         <creator>Imco van Gent</creator>
-        <timestamp>2018-03-07T15:20:06.192462</timestamp>
+        <timestamp>2018-03-13T19:21:46.565692</timestamp>
         <fileVersion>0.1</fileVersion>
         <cmdowsVersion>0.7</cmdowsVersion>
       </update>
@@ -687,8 +687,8 @@
           <constraintVariable uID="__conVar__/data_schema/mdo_data/constraints/propulsion/ESF">
             <parameterUID>/data_schema/mdo_data/constraints/propulsion/ESF</parameterUID>
             <constraintType>inequality</constraintType>
-            <constraintOperator>&lt;=</constraintOperator>
-            <referenceValue>1.5</referenceValue>
+            <constraintOperator>&gt;=;&lt;=</constraintOperator>
+            <referenceValue>0.5;1.5</referenceValue>
           </constraintVariable>
           <constraintVariable uID="__conVar__/data_schema/mdo_data/constraints/propulsion/DT">
             <parameterUID>/data_schema/mdo_data/constraints/propulsion/DT</parameterUID>
@@ -699,8 +699,8 @@
           <constraintVariable uID="__conVar__/data_schema/mdo_data/constraints/Theta">
             <parameterUID>/data_schema/mdo_data/constraints/Theta</parameterUID>
             <constraintType>inequality</constraintType>
-            <constraintOperator>&lt;=</constraintOperator>
-            <referenceValue>1.04</referenceValue>
+            <constraintOperator>&gt;=;&lt;=</constraintOperator>
+            <referenceValue>0.96;1.04</referenceValue>
           </constraintVariable>
           <constraintVariable uID="__conVar__/data_schema/mdo_data/constraints/propulsion/Temp">
             <parameterUID>/data_schema/mdo_data/constraints/propulsion/Temp</parameterUID>
diff --git a/examples/scripts/ssbj/CMDOWS/Mdao_MDF-J.xml b/examples/scripts/ssbj/CMDOWS/Mdao_MDF-J.xml
index 6bba4af0e..06f7f5d7a 100644
--- a/examples/scripts/ssbj/CMDOWS/Mdao_MDF-J.xml
+++ b/examples/scripts/ssbj/CMDOWS/Mdao_MDF-J.xml
@@ -3,14 +3,14 @@
   <header>
     <creator>Imco van Gent</creator>
     <description>Mdao CMDOWS file of the super-sonic business jet test case optimization problem</description>
-    <timestamp>2018-03-07T15:20:06.192462</timestamp>
+    <timestamp>2018-03-13T19:21:46.565692</timestamp>
     <fileVersion>0.1</fileVersion>
     <cmdowsVersion>0.7</cmdowsVersion>
     <updates>
       <update>
         <modification>KADMOS export of a mdao data graph (MDG).</modification>
         <creator>Imco van Gent</creator>
-        <timestamp>2018-03-07T15:20:06.192462</timestamp>
+        <timestamp>2018-03-13T19:21:46.565692</timestamp>
         <fileVersion>0.1</fileVersion>
         <cmdowsVersion>0.7</cmdowsVersion>
       </update>
@@ -696,8 +696,8 @@
           <constraintVariable uID="__conVar__/data_schema/mdo_data/constraints/propulsion/ESF">
             <parameterUID>/data_schema/mdo_data/constraints/propulsion/ESF</parameterUID>
             <constraintType>inequality</constraintType>
-            <constraintOperator>&lt;=</constraintOperator>
-            <referenceValue>1.5</referenceValue>
+            <constraintOperator>&gt;=;&lt;=</constraintOperator>
+            <referenceValue>0.5;1.5</referenceValue>
           </constraintVariable>
           <constraintVariable uID="__conVar__/data_schema/mdo_data/constraints/propulsion/DT">
             <parameterUID>/data_schema/mdo_data/constraints/propulsion/DT</parameterUID>
@@ -708,8 +708,8 @@
           <constraintVariable uID="__conVar__/data_schema/mdo_data/constraints/Theta">
             <parameterUID>/data_schema/mdo_data/constraints/Theta</parameterUID>
             <constraintType>inequality</constraintType>
-            <constraintOperator>&lt;=</constraintOperator>
-            <referenceValue>1.04</referenceValue>
+            <constraintOperator>&gt;=;&lt;=</constraintOperator>
+            <referenceValue>0.96;1.04</referenceValue>
           </constraintVariable>
           <constraintVariable uID="__conVar__/data_schema/mdo_data/constraints/propulsion/Temp">
             <parameterUID>/data_schema/mdo_data/constraints/propulsion/Temp</parameterUID>
diff --git a/examples/scripts/ssbj/CMDOWS/RCG.xml b/examples/scripts/ssbj/CMDOWS/RCG.xml
index bedb41d8a..5661b4186 100644
--- a/examples/scripts/ssbj/CMDOWS/RCG.xml
+++ b/examples/scripts/ssbj/CMDOWS/RCG.xml
@@ -3,14 +3,14 @@
   <header>
     <creator>Lukas Mueller</creator>
     <description>RCG CMDOWS file of the super-sonic business jet test case optimization problem</description>
-    <timestamp>2018-03-07T15:20:06.192462</timestamp>
+    <timestamp>2018-03-13T19:21:46.565692</timestamp>
     <fileVersion>0.1</fileVersion>
     <cmdowsVersion>0.7</cmdowsVersion>
     <updates>
       <update>
         <modification>KADMOS export of a repository connectivity graph (RCG).</modification>
         <creator>Lukas Mueller</creator>
-        <timestamp>2018-03-07T15:20:06.192462</timestamp>
+        <timestamp>2018-03-13T19:21:46.565692</timestamp>
         <fileVersion>0.1</fileVersion>
         <cmdowsVersion>0.7</cmdowsVersion>
       </update>
diff --git a/examples/scripts/ssbj/KDMS/FPG_MDO.kdms b/examples/scripts/ssbj/KDMS/FPG_MDO.kdms
index e4f3cb00cb9741efa0e0f9bacb413a2c328e1b9d..244b98f97ce78eb4af62151dd43f5b76097cddc1 100644
GIT binary patch
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diff --git a/examples/scripts/ssbj/KDMS/Mdao_BLISS-2000.kdms b/examples/scripts/ssbj/KDMS/Mdao_BLISS-2000.kdms
index 507a510b1..086bb9983 100644
--- a/examples/scripts/ssbj/KDMS/Mdao_BLISS-2000.kdms
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diff --git a/examples/scripts/ssbj/KDMS/Mdao_CO_mpg.kdms b/examples/scripts/ssbj/KDMS/Mdao_CO_mpg.kdms
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diff --git a/examples/scripts/ssbj/KDMS/Mdao_IDF_mpg.kdms b/examples/scripts/ssbj/KDMS/Mdao_IDF_mpg.kdms
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diff --git a/examples/scripts/ssbj/KDMS/Mdao_MDF-GS.kdms b/examples/scripts/ssbj/KDMS/Mdao_MDF-GS.kdms
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diff --git a/examples/scripts/ssbj/KDMS/Mdao_MDF-GS_mpg.kdms b/examples/scripts/ssbj/KDMS/Mdao_MDF-GS_mpg.kdms
index 508c5f4393b0a1640b07ad7ee85a797a70f47a02..3b66b9d4337fbb310fba4962e5cdf12bda1eacb2 100644
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diff --git a/examples/scripts/ssbj/KDMS/Mdao_MDF-J.kdms b/examples/scripts/ssbj/KDMS/Mdao_MDF-J.kdms
index c6f1fb2a22ffd9a114235bce894bcd2863bf1436..225c01277a798fcebafa3d016cfab755d0d24349 100644
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diff --git a/examples/scripts/ssbj/VISTOMS/VISTOMS.html b/examples/scripts/ssbj/VISTOMS/VISTOMS.html
index fc14e7ccb..413a7af32 100644
--- a/examples/scripts/ssbj/VISTOMS/VISTOMS.html
+++ b/examples/scripts/ssbj/VISTOMS/VISTOMS.html
@@ -1879,7 +1879,7 @@ th, td {
 			}
 			
 			//@Imco: Here is the sellar problem example data
-			theData = {"graphs": [{"description": "Repository of the super-sonic business jet test case optimization problem", "problem_formulation": {}, "xdsm": {"nodes": [{"metadata": [{"name": "Coordinator"}, {"description": "Action block providing system inputs and collecting outputs."}, {"creator": "Imco van Gent"}], "type": "coordinator", "id": "id_Coordinator", "name": "Coordinator"}, {"metadata": [{"name": "Structures"}, {"mode": "main"}, {"version": "1.0"}, {"execution_info": null}, {"instance": "1"}, {"performance_info": null}, {"general_info": null}, {"projectSpecific": null}], "type": "rcganalysis", "id": "id_Structures", "name": "Structures"}, {"metadata": [{"name": "Aerodynamics"}, {"mode": "main"}, {"version": "1.0"}, {"execution_info": null}, {"instance": "1"}, {"performance_info": null}, {"general_info": null}, {"projectSpecific": null}], "type": "rcganalysis", "id": "id_Aerodynamics", "name": "Aerodynamics"}, {"metadata": [{"name": "Propulsion"}, {"mode": "main"}, {"version": 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"rcganalysis", "id": "id_FR", "name": "FR"}], "edges": [{"to": "id_FR", "from": "id_Performance", "name": "/data_schema/aircraft/other/R", "short_name": "1 couplings"}, {"to": "id_Aerodynamics", "from": "id_Coordinator", "name": "/data_schema/reference/h,/data_schema/aircraft/geometry/Sref,/data_schema/aircraft/geometry/AR,/data_schema/aircraft/other/Cf,/data_schema/aircraft/geometry/tc,/data_schema/reference/M,/data_schema/aircraft/geometry/Lambda,/data_schema/aircraft/other/CDmin", "short_name": "8 inputs"}, {"to": "id_Aerodynamics", "from": "id_Structures", "name": "/data_schema/aircraft/geometry/Theta,/data_schema/aircraft/weight/WT", "short_name": "2 inputs"}, {"to": "id_Aerodynamics", "from": "id_Propulsion", "name": "/data_schema/reference/ESF", "short_name": "1 inputs"}, {"to": "id_CTheta", "from": "id_Structures", "name": "/data_schema/aircraft/geometry/Theta", "short_name": "1 couplings"}, {"to": "id_Propulsion", "from": "id_Coordinator", "name": 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{"to": "id_Performance", "from": "id_Structures", "name": "/data_schema/aircraft/weight/WT,/data_schema/aircraft/weight/WF", "short_name": "2 inputs"}, {"to": "id_Performance", "from": "id_Propulsion", "name": "/data_schema/aircraft/other/SFC", "short_name": "1 inputs"}, {"to": "id_Structures", "from": "id_Coordinator", "name": "/data_schema/aircraft/geometry/lambda,/data_schema/aircraft/geometry/Sref,/data_schema/aircraft/weight/WFO,/data_schema/aircraft/geometry/AR,/data_schema/aircraft/other/Nz,/data_schema/aircraft/geometry/tc,/data_schema/aircraft/geometry/Lambda,/data_schema/aircraft/weight/WO,/data_schema/aircraft/geometry/section", "short_name": "9 inputs"}, {"to": "id_Structures", "from": "id_Aerodynamics", "name": "/data_schema/aircraft/other/L", "short_name": "1 inputs"}, {"to": "id_Structures", "from": "id_Propulsion", "name": "/data_schema/aircraft/weight/WE", "short_name": "1 inputs"}], "workflow": []}, "edgeBundles": [{"input": ["Performance"], "pipeline_data": {"Performance": ["/data_schema/aircraft/other/R"]}, "name": "FR"}, {"input": ["Coordinator", "Structures", "Propulsion"], "pipeline_data": {"Coordinator": ["/data_schema/reference/h", "/data_schema/aircraft/geometry/Sref", "/data_schema/aircraft/geometry/AR", "/data_schema/aircraft/other/Cf", "/data_schema/aircraft/geometry/tc", "/data_schema/reference/M", "/data_schema/aircraft/geometry/Lambda", "/data_schema/aircraft/other/CDmin"], "Structures": ["/data_schema/aircraft/geometry/Theta", "/data_schema/aircraft/weight/WT"], "Propulsion": ["/data_schema/reference/ESF"]}, "name": "Aerodynamics"}, {"input": ["Structures"], "pipeline_data": {"Structures": ["/data_schema/aircraft/geometry/Theta"]}, "name": "CTheta"}, {"input": ["Coordinator", "Aerodynamics"], "pipeline_data": {"Coordinator": ["/data_schema/reference/h", "/data_schema/aircraft/weight/WBE", "/data_schema/reference/M", "/data_schema/aircraft/other/T"], "Aerodynamics": ["/data_schema/aircraft/other/D"]}, "name": "Propulsion"}, {"input": ["Propulsion"], "pipeline_data": {"Propulsion": ["/data_schema/reference/ESF", "/data_schema/reference/Temp", "/data_schema/aircraft/other/DT"]}, "name": "Cprop"}, {"input": ["F[R]", "C[Theta]", "C[dpdx]", "C[prop]", "C[sigmas]"], "pipeline_data": {"F[R]": ["/data_schema/mdo_data/objectives/R"], "C[Theta]": ["/data_schema/mdo_data/constraints/Theta"], "C[dpdx]": ["/data_schema/mdo_data/constraints/dpdx"], "C[prop]": ["/data_schema/mdo_data/constraints/propulsion/ESF", "/data_schema/mdo_data/constraints/propulsion/Temp", "/data_schema/mdo_data/constraints/propulsion/DT"], "C[sigmas]": ["/data_schema/mdo_data/constraints/sigmas/sigma4", "/data_schema/mdo_data/constraints/sigmas/sigma5", "/data_schema/mdo_data/constraints/sigmas/sigma1", "/data_schema/mdo_data/constraints/sigmas/sigma2", "/data_schema/mdo_data/constraints/sigmas/sigma3"]}, "name": "Coordinator"}, {"input": ["Aerodynamics"], "pipeline_data": {"Aerodynamics": ["/data_schema/aircraft/other/dpdx"]}, "name": "Cdpdx"}, {"input": ["Structures"], "pipeline_data": {"Structures": ["/data_schema/aircraft/other/sigma5", "/data_schema/aircraft/other/sigma4", "/data_schema/aircraft/other/sigma3", "/data_schema/aircraft/other/sigma2", "/data_schema/aircraft/other/sigma1"]}, "name": "Csigmas"}, {"input": ["Coordinator", "Aerodynamics", "Structures", "Propulsion"], "pipeline_data": {"Coordinator": ["/data_schema/reference/h", "/data_schema/reference/M"], "Aerodynamics": ["/data_schema/aircraft/other/fin"], "Structures": ["/data_schema/aircraft/weight/WT", "/data_schema/aircraft/weight/WF"], "Propulsion": ["/data_schema/aircraft/other/SFC"]}, "name": "Performance"}, {"input": ["Coordinator", "Aerodynamics", "Propulsion"], "pipeline_data": {"Coordinator": ["/data_schema/aircraft/geometry/lambda", "/data_schema/aircraft/geometry/Sref", "/data_schema/aircraft/weight/WFO", "/data_schema/aircraft/geometry/AR", "/data_schema/aircraft/other/Nz", "/data_schema/aircraft/geometry/tc", "/data_schema/aircraft/geometry/Lambda", "/data_schema/aircraft/weight/WO", "/data_schema/aircraft/geometry/section"], "Aerodynamics": ["/data_schema/aircraft/other/L"], "Propulsion": ["/data_schema/aircraft/weight/WE"]}, "name": "Structures"}], "organization": null, "variableSchemes": {"catschema_sysLev": {"name": "systemVariables", "children": [{"level": 1, "type": "variable", "children": [{"level": 2, "type": "variable", "children": [{"level": 3, "type": "variable", "children": [{"level": 4, "type": "variable", "children": [{"type": "variable", "name": "sigma1", "level": 5}, {"type": "variable", "name": "sigma5", "level": 5}, {"type": "variable", "name": "sigma4", "level": 5}, {"type": "variable", "name": "sigma3", "level": 5}, {"type": "variable", "name": "sigma2", "level": 5}, {"type": "variable", "name": "DT", "level": 5}, {"type": "variable", "name": "dpdx", "level": 5}, {"type": "variable", "name": "R", "level": 5}, {"type": "variable", "name": "SFC", "level": 5}, {"type": 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"short_name": "9 couplings"}, {"to": "id_Sub-SM-builder-1", "from": "id_Sub-DOE-1", "name": "/data_schema/architectureNodes/doeOutputSampleLists/data_schemaCopy/architectureNodes/finalOutputVariables/data_schemaCopy/aircraft/other/L,/data_schema/architectureNodes/doeOutputSampleLists/data_schemaCopy/architectureNodes/finalDesignVariables/data_schemaCopy/aircraft/other/Cf,/data_schema/architectureNodes/doeOutputSampleLists/data_schemaCopy/architectureNodes/finalOutputVariables/data_schemaCopy/aircraft/other/fin,/data_schema/architectureNodes/doeOutputSampleLists/data_schemaCopy/architectureNodes/finalOutputVariables/data_schemaCopy/aircraft/other/D", "short_name": "4 couplings"}, {"to": "id_Sub-SM-builder-1", "from": "id_Sub-SM-bounds-1", "name": 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"short_name": "12 couplings"}, {"to": "id_WCF2", "from": "id_Propulsion", "name": "/data_schema/reference/ESF,/data_schema/aircraft/weight/WE,/data_schema/aircraft/other/SFC", "short_name": "3 couplings"}, {"to": "id_WCF2", "from": "id_Sub-DOE-2", "name": "/data_schema/distributedArchitectures/group2/couplingWeights/w2,/data_schema/distributedArchitectures/group2/couplingWeights/w1,/data_schema/distributedArchitectures/group2/couplingWeights/w0", "short_name": "3 couplings"}, {"to": "id_Sub-Surrogate-Model-1", "from": "id_Sys-Optimizer", "name": 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"/data_schema/distributedArchitectures/group2/couplingWeights/w0__i2,/data_schema/architectureNodes/couplingCopyVariables/data_schemaCopy/aircraft/other/D,/data_schema/reference/h,/data_schema/distributedArchitectures/group2/couplingWeights/w1__i2,/data_schema/reference/M,/data_schema/distributedArchitectures/group2/couplingWeights/w2__i2", "short_name": "6 couplings"}, {"to": "id_Cdpdx", "from": "id_Aerodynamics", "name": "/data_schema/aircraft/other/dpdx", "short_name": "1 couplings"}, {"to": "id_Gc", "from": "id_Sub-Surrogate-Model-1", "name": "/data_schema/architectureNodes/surrogateModelApproximates/data_schemaCopy/aircraft/other/L,/data_schema/architectureNodes/surrogateModelApproximates/data_schemaCopy/aircraft/other/D", "short_name": "2 couplings"}, {"to": "id_Gc", "from": "id_Sub-Surrogate-Model-0", "name": 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"name": "/data_schema/architectureNodes/finalOutputVariables/data_schemaCopy/mdo_data/objectives/R", "short_name": "1 outputs"}, {"to": "id_Coordinator", "from": "id_Sub-Surrogate-Model-2", "name": "/data_schema/architectureNodes/surrogateModelApproximates/data_schemaCopy/aircraft/other/T", "short_name": "1 outputs"}, {"to": "id_Coordinator", "from": "id_Sys-Optimizer", "name": "/data_schema/architectureNodes/finalDesignVariables/data_schemaCopy/aircraft/geometry/Lambda,/data_schema/architectureNodes/finalDesignVariables/data_schemaCopy/aircraft/geometry/tc,/data_schema/architectureNodes/finalDesignVariables/data_schemaCopy/aircraft/geometry/Sref,/data_schema/architectureNodes/finalDesignVariables/data_schemaCopy/reference/h,/data_schema/architectureNodes/finalDesignVariables/data_schemaCopy/aircraft/geometry/AR,/data_schema/architectureNodes/finalDesignVariables/data_schemaCopy/reference/M", "short_name": "6 outputs"}, {"to": "id_Coordinator", "from": "id_WCF1", "name": 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"/data_schema/architectureNodes/finalOutputVariables/data_schemaCopy/mdo_data/constraints/sigmas/sigma5,/data_schema/architectureNodes/finalOutputVariables/data_schemaCopy/mdo_data/constraints/sigmas/sigma4,/data_schema/architectureNodes/finalOutputVariables/data_schemaCopy/mdo_data/constraints/sigmas/sigma1,/data_schema/architectureNodes/finalOutputVariables/data_schemaCopy/mdo_data/constraints/sigmas/sigma3,/data_schema/architectureNodes/finalOutputVariables/data_schemaCopy/mdo_data/constraints/sigmas/sigma2", "short_name": "5 outputs"}, {"to": "id_Coordinator", "from": "id_Gc", "name": "/data_schema/architectureNodes/finalOutputVariables/data_schemaCopy/mdo_data/systemLevel/consistencyConstraints/gc0,/data_schema/architectureNodes/finalOutputVariables/data_schemaCopy/mdo_data/systemLevel/consistencyConstraints/gc1,/data_schema/architectureNodes/finalOutputVariables/data_schemaCopy/mdo_data/systemLevel/consistencyConstraints/gc2,/data_schema/architectureNodes/finalOutputVariables/data_schemaCopy/mdo_data/systemLevel/consistencyConstraints/gc3,/data_schema/architectureNodes/finalOutputVariables/data_schemaCopy/mdo_data/systemLevel/consistencyConstraints/gc4,/data_schema/architectureNodes/finalOutputVariables/data_schemaCopy/mdo_data/systemLevel/consistencyConstraints/gc5", "short_name": "6 outputs"}, {"to": "id_Coordinator", "from": "id_WCF2", "name": "/data_schema/architectureNodes/finalOutputVariables/data_schemaCopy/distributedArchitectures/group2/objective", "short_name": "1 outputs"}, {"to": "id_Sub-SM-bounds-1", "from": "id_Coordinator", "name": "/data_schema/architectureNodes/initialGuessDesignVariables/data_schemaCopy/architectureNodes/couplingCopyVariables/data_schemaCopy/aircraft/geometry/Theta,/data_schema/architectureNodes/initialGuessDesignVariables/data_schemaCopy/reference/M,/data_schema/architectureNodes/initialGuessDesignVariables/data_schemaCopy/architectureNodes/couplingCopyVariables/data_schemaCopy/reference/ESF__i2,/data_schema/architectureNodes/initialGuessDesignVariables/data_schemaCopy/distributedArchitectures/group1/couplingWeights/w2__i2,/data_schema/architectureNodes/initialGuessDesignVariables/data_schemaCopy/reference/h,/data_schema/architectureNodes/initialGuessDesignVariables/data_schemaCopy/aircraft/geometry/AR,/data_schema/architectureNodes/initialGuessDesignVariables/data_schemaCopy/architectureNodes/couplingCopyVariables/data_schemaCopy/aircraft/weight/WT,/data_schema/architectureNodes/initialGuessDesignVariables/data_schemaCopy/aircraft/geometry/Sref,/data_schema/architectureNodes/initialGuessDesignVariables/data_schemaCopy/distributedArchitectures/group1/couplingWeights/w0__i2,/data_schema/architectureNodes/initialGuessDesignVariables/data_schemaCopy/aircraft/geometry/Lambda,/data_schema/architectureNodes/initialGuessDesignVariables/data_schemaCopy/aircraft/geometry/tc,/data_schema/architectureNodes/initialGuessDesignVariables/data_schemaCopy/distributedArchitectures/group1/couplingWeights/w1__i2", "short_name": "12 inputs"}, {"to": "id_Sub-SM-bounds-1", "from": "id_Sys-Optimizer", "name": 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"short_name": "12 inputs"}, {"to": "id_Sub-SM-bounds-0", "from": "id_Coordinator", "name": 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"short_name": "9 inputs"}, {"to": "id_Csigmas", "from": "id_Structures", "name": "/data_schema/aircraft/other/sigma5,/data_schema/aircraft/other/sigma4,/data_schema/aircraft/other/sigma3,/data_schema/aircraft/other/sigma2,/data_schema/aircraft/other/sigma1", "short_name": "5 couplings"}, {"to": "id_Sub-DOE-2", "from": "id_Sub-SM-bounds-2", "name": "/data_schema/architectureNodes/doeInputSampleLists/data_schemaCopy/distributedArchitectures/group2/couplingWeights/w2,/data_schema/architectureNodes/doeInputSampleLists/data_schemaCopy/distributedArchitectures/group2/couplingWeights/w0,/data_schema/architectureNodes/doeInputSampleLists/data_schemaCopy/distributedArchitectures/group2/couplingWeights/w1,/data_schema/architectureNodes/doeInputSampleLists/data_schemaCopy/architectureNodes/copyDesignVariables/data_schemaCopy/reference/h__i2,/data_schema/architectureNodes/doeInputSampleLists/data_schemaCopy/architectureNodes/copyDesignVariables/data_schemaCopy/reference/M__i2,/data_schema/architectureNodes/doeInputSampleLists/data_schemaCopy/architectureNodes/couplingCopyVariables/data_schemaCopy/aircraft/other/D__i2", "short_name": "6 couplings"}, {"to": "id_Sub-DOE-2", "from": "id_Sub-Optimizer-2", "name": "/data_schema/architectureNodes/finalDesignVariables/data_schemaCopy/aircraft/other/T", "short_name": "1 couplings"}, {"to": "id_Sub-DOE-2", "from": "id_Propulsion", "name": "/data_schema/architectureNodes/finalOutputVariables/data_schemaCopy/reference/ESF,/data_schema/architectureNodes/finalOutputVariables/data_schemaCopy/aircraft/weight/WE,/data_schema/architectureNodes/finalOutputVariables/data_schemaCopy/aircraft/other/SFC", "short_name": "3 couplings"}, {"to": "id_Sub-DOE-1", "from": "id_Aerodynamics", "name": "/data_schema/architectureNodes/finalOutputVariables/data_schemaCopy/aircraft/other/fin,/data_schema/architectureNodes/finalOutputVariables/data_schemaCopy/aircraft/other/D,/data_schema/architectureNodes/finalOutputVariables/data_schemaCopy/aircraft/other/L", "short_name": "3 couplings"}, {"to": "id_Sub-DOE-1", "from": "id_Sub-SM-bounds-1", "name": 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"/data_schema/architectureNodes/doeInputSampleLists/data_schemaCopy/distributedArchitectures/group2/couplingWeights/w2,/data_schema/architectureNodes/doeInputSampleLists/data_schemaCopy/distributedArchitectures/group2/couplingWeights/w0,/data_schema/architectureNodes/doeInputSampleLists/data_schemaCopy/distributedArchitectures/group2/couplingWeights/w1,/data_schema/architectureNodes/doeInputSampleLists/data_schemaCopy/architectureNodes/copyDesignVariables/data_schemaCopy/reference/h__i2,/data_schema/architectureNodes/doeInputSampleLists/data_schemaCopy/architectureNodes/copyDesignVariables/data_schemaCopy/reference/M__i2,/data_schema/architectureNodes/doeInputSampleLists/data_schemaCopy/architectureNodes/couplingCopyVariables/data_schemaCopy/aircraft/other/D__i2", "short_name": "6 couplings"}, {"to": "id_Sub-SM-builder-2", "from": "id_Sub-DOE-2", "name": 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"short_name": "12 couplings"}, {"to": "id_WCF2", "from": "id_Propulsion", "name": "/data_schema/reference/ESF,/data_schema/aircraft/weight/WE,/data_schema/aircraft/other/SFC", "short_name": "3 couplings"}, {"to": "id_WCF2", "from": "id_Sub-DOE-2", "name": "/data_schema/distributedArchitectures/group2/couplingWeights/w2,/data_schema/distributedArchitectures/group2/couplingWeights/w1,/data_schema/distributedArchitectures/group2/couplingWeights/w0", "short_name": "3 couplings"}, {"to": "id_Sub-Surrogate-Model-1", "from": "id_Sys-Optimizer", "name": 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"/data_schema/distributedArchitectures/group2/couplingWeights/w0__i2,/data_schema/architectureNodes/couplingCopyVariables/data_schemaCopy/aircraft/other/D,/data_schema/reference/h,/data_schema/distributedArchitectures/group2/couplingWeights/w1__i2,/data_schema/reference/M,/data_schema/distributedArchitectures/group2/couplingWeights/w2__i2", "short_name": "6 couplings"}, {"to": "id_Cdpdx", "from": "id_Aerodynamics", "name": "/data_schema/aircraft/other/dpdx", "short_name": "1 couplings"}, {"to": "id_Gc", "from": "id_Sub-Surrogate-Model-1", "name": "/data_schema/architectureNodes/surrogateModelApproximates/data_schemaCopy/aircraft/other/L,/data_schema/architectureNodes/surrogateModelApproximates/data_schemaCopy/aircraft/other/D", "short_name": "2 couplings"}, {"to": "id_Gc", "from": "id_Sub-Surrogate-Model-0", "name": 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"name": "/data_schema/architectureNodes/finalOutputVariables/data_schemaCopy/mdo_data/objectives/R", "short_name": "1 outputs"}, {"to": "id_Coordinator", "from": "id_Sub-Surrogate-Model-2", "name": "/data_schema/architectureNodes/surrogateModelApproximates/data_schemaCopy/aircraft/other/T", "short_name": "1 outputs"}, {"to": "id_Coordinator", "from": "id_Sys-Optimizer", "name": "/data_schema/architectureNodes/finalDesignVariables/data_schemaCopy/aircraft/geometry/Lambda,/data_schema/architectureNodes/finalDesignVariables/data_schemaCopy/aircraft/geometry/tc,/data_schema/architectureNodes/finalDesignVariables/data_schemaCopy/aircraft/geometry/Sref,/data_schema/architectureNodes/finalDesignVariables/data_schemaCopy/reference/h,/data_schema/architectureNodes/finalDesignVariables/data_schemaCopy/aircraft/geometry/AR,/data_schema/architectureNodes/finalDesignVariables/data_schemaCopy/reference/M", "short_name": "6 outputs"}, {"to": "id_Coordinator", "from": "id_WCF1", "name": 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"/data_schema/architectureNodes/finalOutputVariables/data_schemaCopy/mdo_data/constraints/sigmas/sigma5,/data_schema/architectureNodes/finalOutputVariables/data_schemaCopy/mdo_data/constraints/sigmas/sigma4,/data_schema/architectureNodes/finalOutputVariables/data_schemaCopy/mdo_data/constraints/sigmas/sigma1,/data_schema/architectureNodes/finalOutputVariables/data_schemaCopy/mdo_data/constraints/sigmas/sigma3,/data_schema/architectureNodes/finalOutputVariables/data_schemaCopy/mdo_data/constraints/sigmas/sigma2", "short_name": "5 outputs"}, {"to": "id_Coordinator", "from": "id_Gc", "name": "/data_schema/architectureNodes/finalOutputVariables/data_schemaCopy/mdo_data/systemLevel/consistencyConstraints/gc0,/data_schema/architectureNodes/finalOutputVariables/data_schemaCopy/mdo_data/systemLevel/consistencyConstraints/gc1,/data_schema/architectureNodes/finalOutputVariables/data_schemaCopy/mdo_data/systemLevel/consistencyConstraints/gc2,/data_schema/architectureNodes/finalOutputVariables/data_schemaCopy/mdo_data/systemLevel/consistencyConstraints/gc3,/data_schema/architectureNodes/finalOutputVariables/data_schemaCopy/mdo_data/systemLevel/consistencyConstraints/gc4,/data_schema/architectureNodes/finalOutputVariables/data_schemaCopy/mdo_data/systemLevel/consistencyConstraints/gc5", "short_name": "6 outputs"}, {"to": "id_Coordinator", "from": "id_WCF2", "name": "/data_schema/architectureNodes/finalOutputVariables/data_schemaCopy/distributedArchitectures/group2/objective", "short_name": "1 outputs"}, {"to": "id_Sub-SM-bounds-1", "from": "id_Coordinator", "name": "/data_schema/architectureNodes/initialGuessDesignVariables/data_schemaCopy/architectureNodes/couplingCopyVariables/data_schemaCopy/aircraft/geometry/Theta,/data_schema/architectureNodes/initialGuessDesignVariables/data_schemaCopy/reference/M,/data_schema/architectureNodes/initialGuessDesignVariables/data_schemaCopy/architectureNodes/couplingCopyVariables/data_schemaCopy/reference/ESF__i2,/data_schema/architectureNodes/initialGuessDesignVariables/data_schemaCopy/distributedArchitectures/group1/couplingWeights/w2__i2,/data_schema/architectureNodes/initialGuessDesignVariables/data_schemaCopy/reference/h,/data_schema/architectureNodes/initialGuessDesignVariables/data_schemaCopy/aircraft/geometry/AR,/data_schema/architectureNodes/initialGuessDesignVariables/data_schemaCopy/architectureNodes/couplingCopyVariables/data_schemaCopy/aircraft/weight/WT,/data_schema/architectureNodes/initialGuessDesignVariables/data_schemaCopy/aircraft/geometry/Sref,/data_schema/architectureNodes/initialGuessDesignVariables/data_schemaCopy/distributedArchitectures/group1/couplingWeights/w0__i2,/data_schema/architectureNodes/initialGuessDesignVariables/data_schemaCopy/aircraft/geometry/Lambda,/data_schema/architectureNodes/initialGuessDesignVariables/data_schemaCopy/aircraft/geometry/tc,/data_schema/architectureNodes/initialGuessDesignVariables/data_schemaCopy/distributedArchitectures/group1/couplingWeights/w1__i2", 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"value": "unknown", "dimension": null}], "name": "couplingWeights"}, {"level": 3, "type": "variable", "name": "objective", "value": "unknown", "dimension": null}], "name": "group2"}, {"level": 2, "type": "variable", "children": [{"level": 3, "type": "variable", "children": [{"level": 4, "type": "variable", "name": "w1__i2", "value": "unknown", "dimension": null}, {"level": 4, "type": "variable", "name": "w2__i2", "value": "unknown", "dimension": null}, {"level": 4, "type": "variable", "name": "w1", "value": "unknown", "dimension": null}, {"level": 4, "type": "variable", "name": "w0__i2", "value": "unknown", "dimension": null}, {"level": 4, "type": "variable", "name": "w0", "value": "unknown", "dimension": null}, {"level": 4, "type": "variable", "name": "w2", "value": "unknown", "dimension": null}], "name": "couplingWeights"}, {"level": 3, "type": "variable", "name": "objective", "value": "unknown", "dimension": null}], "name": "group1"}, {"level": 2, "type": "variable", "children": [{"level": 3, "type": "variable", "children": [{"level": 4, "type": "variable", "name": "w1", "value": "unknown", "dimension": null}, {"level": 4, "type": "variable", "name": "w2__i2", "value": "unknown", "dimension": null}, {"level": 4, "type": "variable", "name": "w0__i2", "value": "unknown", "dimension": null}, {"level": 4, "type": "variable", "name": "w0", "value": "unknown", "dimension": null}, {"level": 4, "type": "variable", "name": "w2", "value": "unknown", "dimension": null}, {"level": 4, "type": "variable", "name": "w1__i2", "value": "unknown", "dimension": null}], "name": "couplingWeights"}, {"level": 3, "type": "variable", "name": "objective", "value": "unknown", "dimension": null}], "name": "group0"}], "name": "distributedArchitectures"}, {"level": 1, "type": "variable", "children": [{"level": 2, "type": "variable", "children": [{"level": 3, "type": "variable", "name": "definition", "value": "unknown", "dimension": null}], "name": "SubSMB2"}, {"level": 2, "type": "variable", "children": [{"level": 3, "type": "variable", "name": "definition", "value": "unknown", "dimension": null}], "name": "SubSMB0"}, {"level": 2, "type": "variable", "children": [{"level": 3, "type": "variable", "name": "definition", "value": "unknown", "dimension": null}], "name": "SubSMB1"}], "name": "surrogateModels"}, {"level": 1, "type": "variable", "children": [{"level": 2, "type": "variable", "name": "systemConvergenceCheck", "value": "unknown", "dimension": null}], "name": "mdoData"}, {"level": 1, "type": "variable", "children": [{"level": 2, "type": "variable", "name": "ESF", "value": "unknown", "dimension": null}, {"level": 2, "type": "variable", "name": "h", "value": "unknown", "dimension": null}, {"level": 2, "type": "variable", "name": "M", "value": "unknown", "dimension": null}, {"level": 2, "type": "variable", "name": "Temp", "value": "unknown", "dimension": null}], "name": "reference"}]}}, "id": "07", "name": "XDSM - BLISS-2000 - Mdao"}], "categories": [{"name": "schema", "description": "schema"}, {"name": "catschema_nodeLev", "description": "node levels"}, {"name": "catschema_funLev", "description": "function levels"}, {"name": "catschema_roleLev", "description": "role levels"}, {"name": "catschema_sysLev", "description": "system levels"}]}
 			function loadAllData(data)
 			{
 				makeKadmosMenu(data);
diff --git a/kadmos/graph/graph_data.py b/kadmos/graph/graph_data.py
index 7df5476a9..dd4d1e270 100644
--- a/kadmos/graph/graph_data.py
+++ b/kadmos/graph/graph_data.py
@@ -304,21 +304,23 @@ class DataGraph(KadmosGraph):
 
         #dict of inequality operators
         operators = {'>': oper.gt,
-                  '>=': oper.ge,
-                  '<': oper.lt,
-                  '<=': oper.le,
-                  '==': oper.eq}
+                     '>=': oper.ge,
+                     '<': oper.lt,
+                     '<=': oper.le,
+                     '==': oper.eq}
 
         # Input assertions
         assert self.has_node(node), 'Node %s not present in the graph.' % node
-        if isinstance(operator,basestring):
+        if isinstance(operator, basestring):
             assert operator in operators, 'Operator has to be one of the following: %s' % operators.keys()
-        else:
-            assert len(operator) == 1 or len(operator) == 2, 'Only one or two operators can be provided'
+        elif isinstance(operator, list):
+            assert len(operator) == 1 or len(operator) == 2, 'Only one or two operators can be provided.'
             assert len(operator) == len(reference_value), '{} operators provided with {} reference values. Please provide ' \
                                                           'equal sized lists.'.format(len(operator),len(reference_value))
             for op in operator:
                 assert operators[op](1,0) or operators[op](0,1), 'Operator has to be one of the following: >, >=, < or <='
+        else:
+            raise AssertionError('operator input is of wrong type {}.'.format(type(operator)))
         assert isinstance(reference_value, (numbers.Number, list)), 'Reference value is not a number or list.'
 
         #check if multiple bounds are used correctly.
@@ -329,16 +331,20 @@ class DataGraph(KadmosGraph):
                 if operators[operator[1]](a,b) and operators[operator[0]](b,a):
                     pass
                 else:
-                    print("ERROR: x {} {} and x {} {} are not consistent as "
-                           "bounds".format(operator[0],reference_value[0],operator[1],reference_value[1]))
+                    raise IOError("ERROR: x {} {} and x {} {} are not consistent as "
+                                  "bounds".format(operator[0], reference_value[0], operator[1], reference_value[1]))
             else:
-                print("ERROR: the combination of {} and {} as bounds is not logical. "
-                      "Please correct the operators provided".format(operator[0],operator[1]))
+                raise IOError("ERROR: the combination of {} and {} as bounds is not logical. "
+                              "Please correct the operators provided".format(operator[0],operator[1]))
 
         # Mark nodes
         self.node[node]['problem_role'] = self.PROBLEM_ROLES_VARS[2]
-        self.node[node]['constraint_operator'] = operator
-        self.node[node]['reference_value'] = reference_value
+        if isinstance(operator, basestring):
+            self.node[node]['constraint_operator'] = operator
+            self.node[node]['reference_value'] = reference_value
+        else:
+            self.node[node]['constraint_operator'] =  ';'.join(operator)
+            self.node[node]['reference_value'] = ';'.join([str(item) for item in reference_value])
         if operator == '==':
             self.node[node]['constraint_type'] = 'equality'
         else:
-- 
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