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								# SimNDT2b
  
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								The batch processor version of SimNDT Version 2
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								The batch processor reads the entire simulation scenario from a json file and performs a simulation. Output can be saved in numpy format by enabling snapshots.
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								Either each snapshot step is svaed in one file, or the snapshots (matrix of specific field variables) are accumulated in a three-dimensional volume, saved in on numpy file.
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
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								## Authors
  
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
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								1.  Miguel Molero (original SimNDT) 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								2.  Stefan Bosse (SimNDT2 and SimNDT2b) 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								3.  Sanjeev Kumar (SimNDT2b) 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								## Prerequisits
  
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								python2
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								cffi==1.14.5
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								Cython==0.29.22
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								matplotlib==2.0.0
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								numpy==1.16.6
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								opencv-python==3.4.9.31
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								Pillow==6.2.2
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								pyopencl==2019.1.2
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								PyOpenGL==3.1.0
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								PySide==1.2.2
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								pytools==2019.1.1
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								scipy==1.2.3
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								jsonpickle==2.2.0
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								```
							 
						 
					
						
							
								
									
										
										
										
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								## Batch processing run
  
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
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								1.  Update the path to save the simulation data in the JOSN file under the key name ["Snapshot"]["Save_filepath"] (or ["Export"]["Save_filepath"]). 
						 
					
						
							
								
									
										
										
										
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								2.  Run and save simulation command: python main.py "path_to_json_file" 
						 
					
						
							
								
									
										
										
										
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								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								python2 $TOP/src/main.py ParamJSON/simndt_paramas_alu_hole_20mm.json 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								## JSON Format
  
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
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								### Material Libarary
  
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								All materials are labelled with an integer index number (0, positive) and a name. The simulation set-up uses only the index number of a material:
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								Note: The included material list determines the simulation model with respect to minimal grid distance and time step distance. Therefore, include only materials used in this simulation!
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								1.  Pre-defined from built-in material library: 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								  "Materials": [
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								    {
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								      "Name": "aluminium",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								      "Label": 0
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								    },
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								    {
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								      "Name": "air",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								      "Label": 160
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								    }
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								  ]
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								2.  User-defined by providing material parameters (Rho: density, VL/VT: long. and transv. velocities in m/s): 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								  "Materials": [
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								    {
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								      "Name": "mysteel",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								      "Label": 130,
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								      "VL": 5850,
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								      "VT": 3220,
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								      "Rho": 7800      
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								    },
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
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								### Import
  
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								#### Material
  
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								-  `Im:<path-to-2dim-numpy-file>`  (front-end) 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								-  `Iabs:<path-to-2dim-numpy-file>`  (front-end) 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								-  `Rho:<path-to-2dim-numpy-file>`  and `VL:<path-to-2dim-numpy-file>`  and `VT:<path-to-2dim-numpy-file>`  containing Rho, VL, and VT matrix (back-end, engine) 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								  "Import": {
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								     "Im": "/tmp/simulation-materials-Im.npy"
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								  }
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								  "Import": {
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								     "Rho": "/tmp/simulation-materials-Rho.npy",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								     "VL": "/tmp/simulation-materials-VL.npy",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								     "VT": "/tmp/simulation-materials-VT.npy"
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								  }
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								### Export
  
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								#### Material
  
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								Exports material matrix 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								`enableMaterial:true,Material:XX`  
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
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								-  *Iabs*: Material label matrix w/o boundaries, front-end 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								-  *Im*: Material label matrix with boundaries (same size as field matrix), front-end 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								-  *RV*: Rho,VT,VL material matrix set, back-end (engine) 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								-  *RC*: Rho,C11,.. material matrix set, back-end (engine) 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								#### Signals
  
						 
					
						
							
								
									
										
										
										
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								`enableSignals:true,Field:XX`  
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								-  Export sensor signals (derived from Field XX) 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
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								-  Fields: "Vx","Vy","[Vx,Vy]","Txx","Txy","Tyy","[Txx:Txy:Tyy]","Dx","Dy","[Dx,Dy]","SV" 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								#### Sensor Placement
  
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								-  Paramters (margin offsets and delta increment): [ox,oy,dx,dy] 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								-  Sensor matrix shape (number of columns and rows): [sx,sy] 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								-  Default:  
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								ox=dx=round(xn/(sx+1.0))
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								oy=dy=round(yn/(sy+1.0))
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								for x in range(0,sx):
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								  for y in range(0,sy):
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								    S[y,x]=D[oy+y*dy,ox+x*dx]
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								-  User setting:  
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								  "sensorPlacement":[ox,dx,oy,dy],
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								  "sensorShape":[sx,sy]
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								All parameter values in grid coordindates! 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								E.g., plate 500x500, 1mm grid distance, but field grid is 187x187 points (depends on other simulation and material settings)! 
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								#### Output Formats
  
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								1.  numpy (enableNumPy=true), 2-dim (one file per time step) or 3-dim (enableVolume=true) 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								2.  csv (only single sensor signals, no 2-dim fields), one row per time step 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								#### Field
  
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								-  Tension Txx, Txy, Tyy 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								-  Velocity Vx, Vy 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								-  Displacement Dx, Dy 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								-  SV 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								#### Example Sensor Field
  
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								-  Optional: The material grid is exported (Rho, VL, VT), too 
						 
					
						
							
								
									
										
										
										
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								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								  "Export": {
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								    "Step": 100,
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								    "Save_filepath": "/tmp/",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								    "Filename": "simulation",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								    "Extension": ".png",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								    "dB": 60,
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								    "Color": 0,
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								    "Field": "Txx",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								    "Material": "RV",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								    "enableFields": false,
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								    "enableNumPy": true,
							 
						 
					
						
							
								
									
										
										
										
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								    "enableCsv": true,
							 
						 
					
						
							
								
									
										
										
										
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								    "enableSignals": true,
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								    "enableImages": false,
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								    "enableMaterial": true,
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								    "enableVolume": true,
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								    "enableView": false,
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								    "sensorShape": [],
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								    "sensorPlacement": [],
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								    "sensorSize": 0
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								  }
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
									
										
										
										
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								#### Example Single Sensor
  
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								Note: The sensor settings have no inmpact on the simulation model and the simulation, it is just a field selection rule.
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								-  sensor position ist (56,180) mm 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								-  more than one sensor can be sampled (saved) 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								  "Export": {
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								    "Step": 20,
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								    "Save_filepath": "./data",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								    "Filename": "fields-sensor-56-180",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								    "Field": "Txx",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								    "enableFields": false,
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								    "enableNumPy": false,
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								    "enableCsv": true,
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								    "enableSignals": true,
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								    "enableImages": false,
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								    "enableVolume": true,
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								    "enableView": false,
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								    "sensorShape": [1,1],
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								    "sensorPlacement": [56,0,180,0],
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								    "sensorSize": 0
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								  }
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								### Simulation
  
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								-  dx and dt are optional and set static simulation constraints and must be lower than computed minimal req. dx/dt 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								-  Entire simulation time in Seconds 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								-  Maximum frequency to be sampled in Hz (minimum value is given by the stimulus base frequency and time step) 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								-  Point cycle sets the snapshot interval saving field (sensor) values, i.e., each PointCycle step 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								```
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								  "Simulation": {
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								    "PointCycle": 10,
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								    "SimulationTime": 150e-6,
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								    "TimeScale": 1.0,
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								    "MaxFreq": 120000.0,
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								    "Order": 2,
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								    "Device":"CPU",
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								    "dx" : 0.001,
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								    "dt" : 1e-7
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								  },
							 
						 
					
						
							
								
							 
							
								
							 
							
								 
							
							
								```