diff --git a/optimierung_pymoo.ipynb b/optimierung_pymoo.ipynb
index e557db86d5dab0641b91eaa377619fbf5dcf3ffe..038e8f959fdc6c1f88168e054de35b324df18506 100644
--- a/optimierung_pymoo.ipynb
+++ b/optimierung_pymoo.ipynb
@@ -214,19 +214,18 @@
     "Spalten = kanten\n",
     "Summe pro knoten = 0\n",
     "\n",
-    "Q pump löst sich auf wenn die nachfolgenden Durchflüsse klar sind mit $-l \\sum_{i \\in \\mathrm{S}} Q^2_i = \\alpha_1 Q^2 + \\alpha_2 Q n + \\alpha_3 n^2$"
+    "Q pump muss größer gleich sein als alle nachfolgenden durchflüsse"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "['valveA', 'valveB', 'valveC']\n",
       "{None: {'nodes': ['source', 'pump1', 'pump2', 'valveA', 'valveB', 'valveC'], 'pumps': ['pump1', 'pump2'], 'valves': ['valveA', 'valveB', 'valveC'], 'Q_valve': {'valveA': 4.0, 'valveB': 4.0, 'valveC': 4.0}}}\n"
      ]
     }
@@ -260,12 +259,10 @@
     "            ),LR_P.coef_\n",
     "            ) for i in modell.pumps)\n",
     "modell.Power_Objective = pyo.Objective(rule=PumpPower,sense=pyo.minimize)\n",
-    "\n",
     "def PumpFlow(modell,pump):\n",
-    "    return np.dot(np.array([modell.Q[pump]**2,modell.n[pump]*modell.Q[pump],modell.n[pump]**2]),LR_H.coef_) \n",
-    "def Flow_Equation(modell,p):\n",
-    "    return PumpFlow(modell=modell,pump=p) - pyo.summation(modell.Q,index=graph.successors(node))\n",
-    "modell.Flow_Objective = pyo.Objective(modell.pumps,rule=Flow_Equation,sense=pyo.minimize)\n",
+    "    pump=np.dot(np.array([modell.Q[pump]**2,modell.n[pump]*modell.Q[pump],modell.n[pump]**2]),LR_H.coef_)\n",
+    "    return pump>=sum(modell.Q_valve[node] for node in graph.successors(pump) if node in modell.valves)+sum(modell.Q[n] for n in graph.successors(node) if node in modell.pumps)\n",
+    "#modell.Flow_Objective = pyo.Objective(rule=PumpFlow,sense=pyo.as_boolean)\n",
     "\n",
     "#Constaints\n",
     "def continuityRule(modell,node):\n",
@@ -275,20 +272,21 @@
     "    return 0.==sum(graph[node][i][0]['weight'] for i in graph[node])\n",
     "#continuity adjustment for change in hight needed\n",
     "#construction of test Data dictionairy missing\n",
-    "print([key for key in graph.nodes.keys() if 'valve' in key])\n",
     "TestData={\n",
     "    None:{\n",
+    "        \n",
     "        'nodes':[key for key in graph.nodes.keys()],\n",
     "        'pumps':[key for key in graph.nodes.keys() if 'pump' in key],\n",
     "        'valves':[key for key in graph.nodes.keys() if 'valve' in key],\n",
-    "        'Q_valve':{'valveA':4.,'valveB':4.,'valveC':4.}\n",
+    "        'Q_valve':{'valveA':4.,'valveB':4.,'valveC':4.},\n",
     "    }\n",
     "}\n",
     "print(TestData)\n",
+    "#data=DataPortal(data_dict=TestData)\n",
     "\n",
     "#Optimierungsgleichung\n",
     "#modell.pump_constraint = pyo.Constraint(expr=sum(modell.nodes[k] for k in modell.nodes)==0,rule=continuityRule)\n",
-    "\n",
+    "#instance=modell.create_instance(graph,LR_H)\n",
     "#instance.obj = pyo.Objective(expr=sum(PumpPower(modell.Q[i],modell.n[i],LR_P) for i in modell.pumps),sense=min)\n"
    ]
   },
@@ -305,55 +303,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": 13,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "unknown\n",
-      "invalid parameter <C:\\Users\\STEINM~1\\AppData\\Local\\Temp\\tmp1r989oiw.pyomo.nl>\n",
-      "invalid parameter <-AMPL>\n",
-      "\n",
-      "syntax: C:\\Program Files\\SCIPOptSuite 7.0.2\\bin\\scip.exe [-l <logfile>] [-q] [-s <settings>] [-r <randseed>] [-f <problem>] [-b <batchfile>] [-c \"command\"]\n",
-      "  -v, --version : print version and build options\n",
-      "  -l <logfile>  : copy output into log file\n",
-      "  -q            : suppress screen messages\n",
-      "  -s <settings> : load parameter settings (.set) file\n",
-      "  -f <problem>  : load and solve problem file\n",
-      "  -o <primref> <dualref> : pass primal and dual objective reference values for validation at the end of the solve\n",
-      "  -b <batchfile>: load and execute dialog command batch file (can be used multiple times)\n",
-      "  -r <randseed> : nonnegative integer to be used as random seed. Has priority over random seed specified through parameter settings (.set) file\n",
-      "  -c \"command\"  : execute single line of dialog commands (can be used multiple times)\n",
-      "\n"
-     ]
-    },
-    {
-     "ename": "FileNotFoundError",
-     "evalue": "[Errno 2] No such file or directory: 'C:\\\\Users\\\\STEINM~1\\\\AppData\\\\Local\\\\Temp\\\\tmp1r989oiw.pyomo.sol'",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[1;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
-      "Cell \u001b[1;32mIn[46], line 8\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[38;5;28mprint\u001b[39m(instance)\n\u001b[0;32m      6\u001b[0m instance\u001b[38;5;241m.\u001b[39mcontinuity_check\u001b[38;5;241m=\u001b[39mpyo\u001b[38;5;241m.\u001b[39mConstraint(instance\u001b[38;5;241m.\u001b[39mnodes,rule\u001b[38;5;241m=\u001b[39mcontinuityRule)\n\u001b[1;32m----> 8\u001b[0m result\u001b[38;5;241m=\u001b[39m\u001b[43mopt\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msolve\u001b[49m\u001b[43m(\u001b[49m\u001b[43minstance\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtee\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m)\u001b[49m\n",
-      "File \u001b[1;32m~\\AppData\\Roaming\\Python\\Python312\\site-packages\\pyomo\\opt\\base\\solvers.py:636\u001b[0m, in \u001b[0;36mOptSolver.solve\u001b[1;34m(self, *args, **kwds)\u001b[0m\n\u001b[0;32m    630\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_report_timing:\n\u001b[0;32m    631\u001b[0m     \u001b[38;5;28mprint\u001b[39m(\n\u001b[0;32m    632\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m      \u001b[39m\u001b[38;5;132;01m%6.2f\u001b[39;00m\u001b[38;5;124m seconds required for solver\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m    633\u001b[0m         \u001b[38;5;241m%\u001b[39m (solve_completion_time \u001b[38;5;241m-\u001b[39m presolve_completion_time)\n\u001b[0;32m    634\u001b[0m     )\n\u001b[1;32m--> 636\u001b[0m result \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_postsolve\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    637\u001b[0m result\u001b[38;5;241m.\u001b[39m_smap_id \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_smap_id\n\u001b[0;32m    638\u001b[0m result\u001b[38;5;241m.\u001b[39m_smap \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n",
-      "File \u001b[1;32m~\\AppData\\Roaming\\Python\\Python312\\site-packages\\pyomo\\solvers\\plugins\\solvers\\SCIPAMPL.py:222\u001b[0m, in \u001b[0;36mSCIPAMPL._postsolve\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    216\u001b[0m version \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_known_versions[executable]\n\u001b[0;32m    218\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m version \u001b[38;5;241m<\u001b[39m (\u001b[38;5;241m8\u001b[39m, \u001b[38;5;241m0\u001b[39m, \u001b[38;5;241m0\u001b[39m, \u001b[38;5;241m0\u001b[39m):\n\u001b[0;32m    219\u001b[0m     \u001b[38;5;66;03m# it may be possible to get results from older version but this was\u001b[39;00m\n\u001b[0;32m    220\u001b[0m     \u001b[38;5;66;03m# not tested, so the old way of doing things is here preserved\u001b[39;00m\n\u001b[1;32m--> 222\u001b[0m     results \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43msuper\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mSCIPAMPL\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_postsolve\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    224\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m    225\u001b[0m     \u001b[38;5;66;03m# repeat code from super(SCIPAMPL, self)._postsolve()\u001b[39;00m\n\u001b[0;32m    226\u001b[0m     \u001b[38;5;66;03m# in order to access the log file and get the results from there\u001b[39;00m\n\u001b[0;32m    228\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_log_file \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n",
-      "File \u001b[1;32m~\\AppData\\Roaming\\Python\\Python312\\site-packages\\pyomo\\opt\\solver\\shellcmd.py:290\u001b[0m, in \u001b[0;36mSystemCallSolver._postsolve\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    287\u001b[0m results \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m    289\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_results_format \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m--> 290\u001b[0m     results \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mprocess_output\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_rc\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    291\u001b[0m     \u001b[38;5;66;03m#\u001b[39;00m\n\u001b[0;32m    292\u001b[0m     \u001b[38;5;66;03m# If keepfiles is true, then we pop the\u001b[39;00m\n\u001b[0;32m    293\u001b[0m     \u001b[38;5;66;03m# TempfileManager context while telling it to\u001b[39;00m\n\u001b[0;32m    294\u001b[0m     \u001b[38;5;66;03m# _not_ remove the files.\u001b[39;00m\n\u001b[0;32m    295\u001b[0m     \u001b[38;5;66;03m#\u001b[39;00m\n\u001b[0;32m    296\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_keepfiles:\n\u001b[0;32m    297\u001b[0m         \u001b[38;5;66;03m# in some cases, the solution filename is\u001b[39;00m\n\u001b[0;32m    298\u001b[0m         \u001b[38;5;66;03m# not generated via the temp-file mechanism,\u001b[39;00m\n\u001b[0;32m    299\u001b[0m         \u001b[38;5;66;03m# instead being automatically derived from\u001b[39;00m\n\u001b[0;32m    300\u001b[0m         \u001b[38;5;66;03m# the input lp/nl filename. so, we may have\u001b[39;00m\n\u001b[0;32m    301\u001b[0m         \u001b[38;5;66;03m# to clean it up manually.\u001b[39;00m\n",
-      "File \u001b[1;32m~\\AppData\\Roaming\\Python\\Python312\\site-packages\\pyomo\\opt\\solver\\shellcmd.py:395\u001b[0m, in \u001b[0;36mSystemCallSolver.process_output\u001b[1;34m(self, rc)\u001b[0m\n\u001b[0;32m    388\u001b[0m     results \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_results_reader(\n\u001b[0;32m    389\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_results_file,\n\u001b[0;32m    390\u001b[0m         res\u001b[38;5;241m=\u001b[39mresults,\n\u001b[0;32m    391\u001b[0m         soln\u001b[38;5;241m=\u001b[39mresults\u001b[38;5;241m.\u001b[39msolution(\u001b[38;5;241m0\u001b[39m),\n\u001b[0;32m    392\u001b[0m         suffixes\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_suffixes,\n\u001b[0;32m    393\u001b[0m     )\n\u001b[0;32m    394\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m--> 395\u001b[0m     results \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_results_reader\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m    396\u001b[0m \u001b[43m        \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_results_file\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mres\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mresults\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msuffixes\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_suffixes\u001b[49m\n\u001b[0;32m    397\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    398\u001b[0m results_reader_completion_time \u001b[38;5;241m=\u001b[39m time\u001b[38;5;241m.\u001b[39mtime()\n\u001b[0;32m    399\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_report_timing \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m:\n",
-      "File \u001b[1;32m~\\AppData\\Roaming\\Python\\Python312\\site-packages\\pyomo\\opt\\plugins\\sol.py:40\u001b[0m, in \u001b[0;36mResultsReader_sol.__call__\u001b[1;34m(self, filename, res, soln, suffixes)\u001b[0m\n\u001b[0;32m     36\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m     37\u001b[0m \u001b[38;5;124;03mParse a ``*.sol`` file\u001b[39;00m\n\u001b[0;32m     38\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m     39\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m---> 40\u001b[0m     \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28;43mopen\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mfilename\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mr\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m \u001b[38;5;28;01mas\u001b[39;00m f:\n\u001b[0;32m     41\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_load(f, res, soln, suffixes)\n\u001b[0;32m     42\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n",
-      "\u001b[1;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: 'C:\\\\Users\\\\STEINM~1\\\\AppData\\\\Local\\\\Temp\\\\tmp1r989oiw.pyomo.sol'"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "from pyomo.opt import SolverFactory\n",
     "\n",
     "#opt = pyo.SolverFactory('scipampl', executable=r'C:\\Program Files\\SCIPOptSuite 9.2.0\\bin\\scip.exe')\n",
     "instance = modell.create_instance(TestData)\n",
-    "print(instance)\n",
-    "instance.continuity_check=pyo.Constraint(instance.nodes,rule=continuityRule)\n",
-    "\n",
+    "instance.Continuity_constaint=pyo.Constraint(instance.nodes, rule=continuityRule)\n",
     "#result=opt.solve(instance, tee=True)\n"
    ]
   }