diff --git a/design/Species_Transport/README.md b/design/Species_Transport/README.md
new file mode 100644
index 0000000..f883e9c
--- /dev/null
+++ b/design/Species_Transport/README.md
@@ -0,0 +1 @@
+The necessary files for this tutorial are over at /incompressible_flow/Inc_Species_Transport
diff --git a/incompressible_flow/Inc_Species_Transport/1__FFD-box-writing/mesh_out.su2 b/incompressible_flow/Inc_Species_Transport/1__FFD-box-writing/mesh_out.su2
new file mode 100644
index 0000000..0a564ea
--- /dev/null
+++ b/incompressible_flow/Inc_Species_Transport/1__FFD-box-writing/mesh_out.su2
@@ -0,0 +1,7244 @@
+NDIME= 2
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+3	96	97
+3	97	98
+3	98	99
+3	99	100
+3	100	101
+3	101	102
+3	102	103
+3	103	104
+3	104	105
+3	105	106
+3	106	107
+3	107	108
+3	108	109
+3	109	110
+3	110	111
+3	111	112
+3	112	113
+3	113	114
+3	114	115
+3	115	116
+3	116	117
+3	117	118
+3	118	119
+3	119	120
+3	120	121
+3	121	0
+3	7	290
+3	290	291
+3	291	292
+3	292	293
+3	293	294
+3	294	295
+3	295	296
+3	296	297
+3	297	298
+3	298	299
+3	299	300
+3	300	301
+3	301	302
+3	302	303
+3	303	304
+3	304	305
+3	305	306
+3	306	307
+3	307	308
+3	308	309
+3	309	310
+3	310	311
+3	311	312
+3	312	313
+3	313	314
+3	314	315
+3	315	316
+3	316	317
+3	317	8
+3	8	346
+3	346	347
+3	347	348
+3	348	349
+3	349	350
+3	350	351
+3	351	352
+3	352	353
+3	353	354
+3	354	355
+3	355	356
+3	356	357
+3	357	358
+3	358	359
+3	359	360
+3	360	361
+3	361	362
+3	362	363
+3	363	364
+3	364	365
+3	365	366
+3	366	367
+3	367	368
+3	368	369
+3	369	370
+3	370	371
+3	371	372
+3	372	373
+3	373	9
+MARKER_TAG= wall
+MARKER_ELEMS= 116
+3	1	38
+3	38	39
+3	39	40
+3	40	41
+3	41	42
+3	42	43
+3	43	44
+3	44	45
+3	45	46
+3	46	47
+3	47	48
+3	48	49
+3	49	50
+3	50	51
+3	51	52
+3	52	53
+3	53	54
+3	54	55
+3	55	56
+3	56	57
+3	57	58
+3	58	59
+3	59	60
+3	60	61
+3	61	62
+3	62	63
+3	63	64
+3	64	65
+3	65	2
+3	2	122
+3	122	123
+3	123	124
+3	124	125
+3	125	126
+3	126	127
+3	127	128
+3	128	129
+3	129	130
+3	130	131
+3	131	132
+3	132	133
+3	133	134
+3	134	135
+3	135	136
+3	136	137
+3	137	138
+3	138	139
+3	139	140
+3	140	141
+3	141	142
+3	142	143
+3	143	144
+3	144	145
+3	145	146
+3	146	147
+3	147	148
+3	148	149
+3	149	3
+3	4	178
+3	178	179
+3	179	180
+3	180	181
+3	181	182
+3	182	183
+3	183	184
+3	184	185
+3	185	186
+3	186	187
+3	187	188
+3	188	189
+3	189	190
+3	190	191
+3	191	192
+3	192	193
+3	193	194
+3	194	195
+3	195	196
+3	196	197
+3	197	198
+3	198	199
+3	199	200
+3	200	201
+3	201	202
+3	202	203
+3	203	204
+3	204	205
+3	205	5
+3	5	234
+3	234	235
+3	235	236
+3	236	237
+3	237	238
+3	238	239
+3	239	240
+3	240	241
+3	241	242
+3	242	243
+3	243	244
+3	244	245
+3	245	246
+3	246	247
+3	247	248
+3	248	249
+3	249	250
+3	250	251
+3	251	252
+3	252	253
+3	253	254
+3	254	255
+3	255	256
+3	256	257
+3	257	258
+3	258	259
+3	259	260
+3	260	261
+3	261	6
+FFD_NBOX= 1
+FFD_NLEVEL= 1
+FFD_TAG= BOX
+FFD_LEVEL= 0
+FFD_DEGREE_I= 6
+FFD_DEGREE_J= 1
+FFD_BLENDING= BEZIER
+FFD_PARENTS= 0
+FFD_CHILDREN= 0
+FFD_CORNER_POINTS= 4
+0.065	0.01
+0.15	0.01
+0.15	0.02
+0.065	0.02
+FFD_CONTROL_POINTS= 28
+0	0	0	0.065	0.01	-0.5
+0	0	1	0.065	0.01	0.5
+0	1	0	0.065	0.02	-0.5
+0	1	1	0.065	0.02	0.5
+1	0	0	0.0791666666666667	0.01	-0.5
+1	0	1	0.0791666666666667	0.01	0.5
+1	1	0	0.0791666666666667	0.02	-0.5
+1	1	1	0.0791666666666667	0.02	0.5
+2	0	0	0.0933333333333333	0.01	-0.5
+2	0	1	0.0933333333333333	0.01	0.5
+2	1	0	0.0933333333333333	0.02	-0.5
+2	1	1	0.0933333333333333	0.02	0.5
+3	0	0	0.1075	0.01	-0.5
+3	0	1	0.1075	0.01	0.5
+3	1	0	0.1075	0.02	-0.5
+3	1	1	0.1075	0.02	0.5
+4	0	0	0.121666666666667	0.01	-0.5
+4	0	1	0.121666666666667	0.01	0.5
+4	1	0	0.121666666666667	0.02	-0.5
+4	1	1	0.121666666666667	0.02	0.5
+5	0	0	0.135833333333333	0.01	-0.5
+5	0	1	0.135833333333333	0.01	0.5
+5	1	0	0.135833333333333	0.02	-0.5
+5	1	1	0.135833333333333	0.02	0.5
+6	0	0	0.15	0.01	-0.5
+6	0	1	0.15	0.01	0.5
+6	1	0	0.15	0.02	-0.5
+6	1	1	0.15	0.02	0.5
+FFD_SURFACE_POINTS= 22
+wall	241	1.042144945717284e-02	5.000000000000000e-01	5.000000000000000e-01
+wall	242	2.393056908698922e-02	4.999999999999999e-01	5.000000000000000e-01
+wall	243	3.894070211092496e-02	4.999999999999997e-01	5.000000000000000e-01
+wall	244	5.561862751394555e-02	4.999999999999998e-01	5.000000000000000e-01
+wall	245	7.414965517507791e-02	4.999999999999998e-01	5.000000000000000e-01
+wall	246	9.473968577031991e-02	5.000000000000001e-01	5.000000000000000e-01
+wall	247	1.176174981960757e-01	5.000000000000001e-01	5.000000000000000e-01
+wall	248	1.430372894072577e-01	4.999999999999999e-01	5.000000000000000e-01
+wall	249	1.712815013678783e-01	5.000000000000001e-01	5.000000000000000e-01
+wall	250	2.026639588718494e-01	4.999999999999999e-01	5.000000000000000e-01
+wall	251	2.375333560170225e-01	5.000000000000000e-01	5.000000000000000e-01
+wall	252	2.762771311169476e-01	5.000000000000000e-01	5.000000000000000e-01
+wall	253	3.193257709493466e-01	4.999999999999997e-01	5.000000000000000e-01
+wall	254	3.671575922651187e-01	4.999999999999999e-01	5.000000000000000e-01
+wall	255	4.203040605368670e-01	4.999999999999996e-01	5.000000000000000e-01
+wall	256	4.793556918469377e-01	4.999999999999997e-01	5.000000000000000e-01
+wall	257	5.449686151545388e-01	4.999999999999999e-01	5.000000000000000e-01
+wall	258	6.178718634192458e-01	4.999999999999999e-01	5.000000000000000e-01
+wall	259	6.988754725896659e-01	4.999999999999999e-01	5.000000000000000e-01
+wall	260	7.888794822728521e-01	4.999999999999999e-01	5.000000000000000e-01
+wall	261	8.888839377236152e-01	4.999999999999999e-01	5.000000000000000e-01
+wall	6	9.999999999000000e-01	5.000000000000001e-01	5.000000000000000e-01
diff --git a/incompressible_flow/Inc_Species_Transport/1__FFD-box-writing/primitiveVenturi.su2 b/incompressible_flow/Inc_Species_Transport/1__FFD-box-writing/primitiveVenturi.su2
new file mode 120000
index 0000000..a611a79
--- /dev/null
+++ b/incompressible_flow/Inc_Species_Transport/1__FFD-box-writing/primitiveVenturi.su2
@@ -0,0 +1 @@
+../primitiveVenturi.su2
\ No newline at end of file
diff --git a/incompressible_flow/Inc_Species_Transport/1__FFD-box-writing/species3_primitiveVenturi.cfg b/incompressible_flow/Inc_Species_Transport/1__FFD-box-writing/species3_primitiveVenturi.cfg
new file mode 100644
index 0000000..e1ade92
--- /dev/null
+++ b/incompressible_flow/Inc_Species_Transport/1__FFD-box-writing/species3_primitiveVenturi.cfg
@@ -0,0 +1,172 @@
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%                                                                              %
+% SU2 configuration file                                                       %
+% Case description: Species mixing with 3 species, i.e. 2 transport equations  %
+% Author: T. Kattmann                                                          %
+% Institution: Bosch Thermotechniek B.V.                                       %
+% Date: 2021/10/14                                                             %
+% File Version 7.2.1 "Blackbird"                                               %
+%                                                                              %
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+
+% ------------- DIRECT, ADJOINT, AND LINEARIZED PROBLEM DEFINITION ------------%
+%
+SOLVER= INC_RANS
+KIND_TURB_MODEL= SST
+%
+% ---------------- INCOMPRESSIBLE FLOW CONDITION DEFINITION -------------------%
+%
+INC_DENSITY_MODEL= CONSTANT
+INC_DENSITY_INIT= 1.1766
+%
+INC_VELOCITY_INIT= ( 1.00, 0.0, 0.0 )
+%
+INC_ENERGY_EQUATION= YES
+INC_TEMPERATURE_INIT= 300.0
+%
+INC_NONDIM= INITIAL_VALUES
+%
+% -------------------- FLUID PROPERTIES ------------------------------------- %
+%
+FLUID_MODEL= CONSTANT_DENSITY
+%
+CONDUCTIVITY_MODEL= CONSTANT_CONDUCTIVITY
+THERMAL_CONDUCTIVITY_CONSTANT= 0.0357
+%
+PRANDTL_LAM= 0.72
+TURBULENT_CONDUCTIVITY_MODEL= NONE
+PRANDTL_TURB= 0.90
+%
+VISCOSITY_MODEL= CONSTANT_VISCOSITY
+MU_CONSTANT=  1.716E-5
+%
+% -------------------- BOUNDARY CONDITION DEFINITION --------------------------%
+%
+MARKER_HEATFLUX= ( wall, 0.0 )
+MARKER_SYM= ( axis )
+%
+SPECIFIED_INLET_PROFILE= NO
+INLET_FILENAME= inlet_venturi.dat
+INC_INLET_TYPE=  VELOCITY_INLET VELOCITY_INLET
+MARKER_INLET= ( gas_inlet,       300, 1.0, 1.0,  0.0, 0.0,\
+                air_axial_inlet, 300, 1.0, 0.0, -1.0, 0.0 )
+SPECIES_USE_STRONG_BC= NO
+MARKER_INLET_SPECIES= (gas_inlet,       0.5, 0.5,\
+                       air_axial_inlet, 0.6, 0.0 )
+%
+INC_OUTLET_TYPE= PRESSURE_OUTLET
+MARKER_OUTLET= ( outlet, 0.0 )
+%
+% ------------- COMMON PARAMETERS DEFINING THE NUMERICAL METHOD ---------------%
+%
+NUM_METHOD_GRAD= WEIGHTED_LEAST_SQUARES
+%
+CFL_NUMBER= 2000
+CFL_REDUCTION_SPECIES= 1.0
+CFL_REDUCTION_TURB= 1.0
+%
+% Run commented Iter for good results
+ITER= 1000
+%
+% ------------------------ LINEAR SOLVER DEFINITION ---------------------------%
+%
+LINEAR_SOLVER= FGMRES
+LINEAR_SOLVER_PREC= ILU
+LINEAR_SOLVER_ERROR= 1E-8
+LINEAR_SOLVER_ITER= 5
+
+% -------------------- FLOW NUMERICAL METHOD DEFINITION -----------------------%
+%
+CONV_NUM_METHOD_FLOW= FDS
+MUSCL_FLOW= YES
+SLOPE_LIMITER_FLOW = NONE
+TIME_DISCRE_FLOW= EULER_IMPLICIT
+%
+% -------------------- SCALAR TRANSPORT ---------------------------------------%
+%
+KIND_SCALAR_MODEL= PASSIVE_SCALAR
+DIFFUSIVITY_MODEL= CONSTANT_DIFFUSIVITY
+DIFFUSIVITY_CONSTANT= 0.001
+%
+CONV_NUM_METHOD_SPECIES= SCALAR_UPWIND
+MUSCL_SPECIES= NO
+SLOPE_LIMITER_SPECIES = NONE
+%
+TIME_DISCRE_SPECIES= EULER_IMPLICIT
+%
+SPECIES_INIT= 1.0, 0.0
+SPECIES_CLIPPING= YES
+SPECIES_CLIPPING_MIN= 0.0, 0.0
+SPECIES_CLIPPING_MAX= 1.0, 1.0
+%
+% -------------------- TURBULENT TRANSPORT ---------------------------------------%
+%
+CONV_NUM_METHOD_TURB= SCALAR_UPWIND
+MUSCL_TURB= NO
+%
+% --------------------------- CONVERGENCE PARAMETERS --------------------------%
+%
+CONV_FIELD= RMS_PRESSURE, RMS_VELOCITY-X, RMS_VELOCITY-Y, RMS_TKE, RMS_SPECIES
+CONV_RESIDUAL_MINVAL= -18
+CONV_STARTITER= 10
+%
+% ------------------------- INPUT/OUTPUT INFORMATION --------------------------%
+%
+MESH_FILENAME= primitiveVenturi.su2
+%
+SCREEN_OUTPUT= INNER_ITER WALL_TIME \
+               RMS_PRESSURE RMS_VELOCITY-X RMS_VELOCITY-Y RMS_TKE RMS_DISSIPATION RMS_SPECIES_0 RMS_SPECIES_1 \
+               LINSOL_ITER LINSOL_RESIDUAL \
+               LINSOL_ITER_TURB LINSOL_RESIDUAL_TURB \
+               LINSOL_ITER_SPECIES LINSOL_RESIDUAL_SPECIES \
+               SURFACE_SPECIES_VARIANCE
+SCREEN_WRT_FREQ_INNER= 10
+%
+HISTORY_OUTPUT= ITER RMS_RES LINSOL SPECIES_COEFF SPECIES_COEFF_SURF 
+CONV_FILENAME= history
+MARKER_ANALYZE= gas_inlet, air_axial_inlet, outlet
+MARKER_ANALYZE_AVERAGE= AREA
+%
+OUTPUT_FILES= RESTART_ASCII, PARAVIEW_MULTIBLOCK
+VOLUME_OUTPUT= RESIDUAL, PRIMITIVE
+OUTPUT_WRT_FREQ= 1000
+%
+RESTART_SOL= NO
+READ_BINARY_RESTART= NO
+RESTART_FILENAME= restart
+SOLUTION_FILENAME= solution
+%
+WRT_PERFORMANCE= YES
+%
+% -------------------- FREE-FORM DEFORMATION PARAMETERS -----------------------%
+%
+% FFD box definition: 3D case (FFD_BoxTag, X1, Y1, Z1, X2, Y2, Z2, X3, Y3, Z3, X4, Y4, Z4,
+%                              X5, Y5, Z5, X6, Y6, Z6, X7, Y7, Z7, X8, Y8, Z8)
+%                     2D case (FFD_BoxTag, X1, Y1, 0.0, X2, Y2, 0.0, X3, Y3, 0.0, X4, Y4, 0.0,
+%                              0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0)
+% Start at the lowest leftest corner and turn counter-clockwise
+FFD_DEFINITION= (BOX, \
+0.065, 0.01, 0.0, \
+0.15, 0.01, 0.0 \
+0.15, 0.02, 0.0, \
+0.065, 0.02, 0.0, \
+0.0, 0.0 ,0.0, \
+0.0 ,0.0, 0.0, \
+0.0, 0.0, 0.0, \
+0.0, 0.0, 0.0 )
+%
+% FFD box degree: 3D case (i_degree, j_degree, k_degree)
+%                 2D case (i_degree, j_degree, 0)
+FFD_DEGREE= (6, 1, 0)
+%
+DV_KIND= FFD_SETTING
+%
+% Marker of the surface in which we are going apply the shape deformation
+% NOTE: for deformation the outlet should be a MARKER_SYM to hinder the mesh being ripped apart.
+DV_MARKER= ( wall )
+%
+% Parameters of the shape deformation
+% - FFD_SETTING ( 1.0 )
+% - FFD_CONTROL_POINT ( FFD_BoxTag, i_Ind, j_Ind, k_Ind, x_Disp, y_Disp, z_Disp )
+DV_PARAM= ( 1.0 )
+
diff --git a/incompressible_flow/Inc_Species_Transport/2__mesh-deform-test/primitiveVenturi.su2 b/incompressible_flow/Inc_Species_Transport/2__mesh-deform-test/primitiveVenturi.su2
new file mode 120000
index 0000000..4f94e5a
--- /dev/null
+++ b/incompressible_flow/Inc_Species_Transport/2__mesh-deform-test/primitiveVenturi.su2
@@ -0,0 +1 @@
+../1__FFD-box-writing/mesh_out.su2
\ No newline at end of file
diff --git a/incompressible_flow/Inc_Species_Transport/2__mesh-deform-test/species3_primitiveVenturi_deform.cfg b/incompressible_flow/Inc_Species_Transport/2__mesh-deform-test/species3_primitiveVenturi_deform.cfg
new file mode 100644
index 0000000..05b7512
--- /dev/null
+++ b/incompressible_flow/Inc_Species_Transport/2__mesh-deform-test/species3_primitiveVenturi_deform.cfg
@@ -0,0 +1,232 @@
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%                                                                              %
+% SU2 configuration file                                                       %
+% Case description: Species mixing with 3 species, i.e. 2 transport equations  %
+% Author: T. Kattmann                                                          %
+% Institution: Bosch Thermotechniek B.V.                                       %
+% Date: 2021/10/14                                                             %
+% File Version 7.2.1 "Blackbird"                                               %
+%                                                                              %
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+
+% ------------- DIRECT, ADJOINT, AND LINEARIZED PROBLEM DEFINITION ------------%
+%
+SOLVER= INC_RANS
+KIND_TURB_MODEL= SST
+%
+% ---------------- INCOMPRESSIBLE FLOW CONDITION DEFINITION -------------------%
+%
+INC_DENSITY_MODEL= CONSTANT
+INC_DENSITY_INIT= 1.1766
+%
+INC_VELOCITY_INIT= ( 1.00, 0.0, 0.0 )
+%
+INC_ENERGY_EQUATION= YES
+INC_TEMPERATURE_INIT= 300.0
+%
+INC_NONDIM= INITIAL_VALUES
+%
+% -------------------- FLUID PROPERTIES ------------------------------------- %
+%
+FLUID_MODEL= CONSTANT_DENSITY
+%
+CONDUCTIVITY_MODEL= CONSTANT_CONDUCTIVITY
+THERMAL_CONDUCTIVITY_CONSTANT= 0.0357
+%
+PRANDTL_LAM= 0.72
+TURBULENT_CONDUCTIVITY_MODEL= NONE
+PRANDTL_TURB= 0.90
+%
+VISCOSITY_MODEL= CONSTANT_VISCOSITY
+MU_CONSTANT=  1.716E-5
+%
+% -------------------- BOUNDARY CONDITION DEFINITION --------------------------%
+%
+MARKER_HEATFLUX= ( wall, 0.0 )
+% make outlet a sym-marker to ensure a nice mesh deformation
+MARKER_SYM= ( axis, outlet )
+%
+SPECIFIED_INLET_PROFILE= NO
+INLET_FILENAME= inlet_venturi.dat
+INC_INLET_TYPE=  VELOCITY_INLET VELOCITY_INLET
+MARKER_INLET= ( gas_inlet,       300, 1.0, 1.0,  0.0, 0.0,\
+                air_axial_inlet, 300, 1.0, 0.0, -1.0, 0.0 )
+SPECIES_USE_STRONG_BC= NO
+MARKER_INLET_SPECIES= (gas_inlet,       0.5, 0.5,\
+                       air_axial_inlet, 0.6, 0.0 )
+%
+%INC_OUTLET_TYPE= PRESSURE_OUTLET
+%MARKER_OUTLET= ( outlet, 0.0 )
+%
+% ------------- COMMON PARAMETERS DEFINING THE NUMERICAL METHOD ---------------%
+%
+NUM_METHOD_GRAD= WEIGHTED_LEAST_SQUARES
+%
+CFL_NUMBER= 2000
+CFL_REDUCTION_SPECIES= 1.0
+CFL_REDUCTION_TURB= 1.0
+%
+% Run commented Iter for good results
+ITER= 1000
+%
+% ------------------------ LINEAR SOLVER DEFINITION ---------------------------%
+%
+LINEAR_SOLVER= FGMRES
+LINEAR_SOLVER_PREC= ILU
+LINEAR_SOLVER_ERROR= 1E-8
+LINEAR_SOLVER_ITER= 5
+
+% -------------------- FLOW NUMERICAL METHOD DEFINITION -----------------------%
+%
+CONV_NUM_METHOD_FLOW= FDS
+MUSCL_FLOW= YES
+SLOPE_LIMITER_FLOW = NONE
+TIME_DISCRE_FLOW= EULER_IMPLICIT
+%
+% -------------------- SCALAR TRANSPORT ---------------------------------------%
+%
+KIND_SCALAR_MODEL= PASSIVE_SCALAR
+DIFFUSIVITY_MODEL= CONSTANT_DIFFUSIVITY
+DIFFUSIVITY_CONSTANT= 0.001
+%
+CONV_NUM_METHOD_SPECIES= SCALAR_UPWIND
+MUSCL_SPECIES= NO
+SLOPE_LIMITER_SPECIES = NONE
+%
+TIME_DISCRE_SPECIES= EULER_IMPLICIT
+%
+SPECIES_INIT= 1.0, 0.0
+SPECIES_CLIPPING= YES
+SPECIES_CLIPPING_MIN= 0.0, 0.0
+SPECIES_CLIPPING_MAX= 1.0, 1.0
+%
+% -------------------- TURBULENT TRANSPORT ---------------------------------------%
+%
+CONV_NUM_METHOD_TURB= SCALAR_UPWIND
+MUSCL_TURB= NO
+%
+% --------------------------- CONVERGENCE PARAMETERS --------------------------%
+%
+CONV_FIELD= RMS_PRESSURE, RMS_VELOCITY-X, RMS_VELOCITY-Y, RMS_TKE, RMS_SPECIES
+CONV_RESIDUAL_MINVAL= -18
+CONV_STARTITER= 10
+%
+% ------------------------- INPUT/OUTPUT INFORMATION --------------------------%
+%
+MESH_FILENAME= primitiveVenturi.su2
+%
+SCREEN_OUTPUT= INNER_ITER WALL_TIME \
+               RMS_PRESSURE RMS_VELOCITY-X RMS_VELOCITY-Y RMS_TKE RMS_DISSIPATION RMS_SPECIES_0 RMS_SPECIES_1 \
+               LINSOL_ITER LINSOL_RESIDUAL \
+               LINSOL_ITER_TURB LINSOL_RESIDUAL_TURB \
+               LINSOL_ITER_SPECIES LINSOL_RESIDUAL_SPECIES \
+               SURFACE_SPECIES_VARIANCE
+SCREEN_WRT_FREQ_INNER= 10
+%
+HISTORY_OUTPUT= ITER RMS_RES LINSOL SPECIES_COEFF SPECIES_COEFF_SURF 
+CONV_FILENAME= history
+MARKER_ANALYZE= gas_inlet, air_axial_inlet, outlet
+MARKER_ANALYZE_AVERAGE= AREA
+%
+OUTPUT_FILES= RESTART_ASCII, PARAVIEW_MULTIBLOCK
+VOLUME_OUTPUT= RESIDUAL, PRIMITIVE
+OUTPUT_WRT_FREQ= 1000
+%
+RESTART_SOL= NO
+READ_BINARY_RESTART= NO
+RESTART_FILENAME= restart
+SOLUTION_FILENAME= solution
+%
+WRT_PERFORMANCE= YES
+%
+% -------------------- FREE-FORM DEFORMATION PARAMETERS -----------------------%
+%
+% Tolerance of the Free-Form Deformation point inversion
+FFD_TOLERANCE= 1E-10
+%
+% Maximum number of iterations in the Free-Form Deformation point inversion
+FFD_ITERATIONS= 500
+%
+% FFD box definition: 3D case (FFD_BoxTag, X1, Y1, Z1, X2, Y2, Z2, X3, Y3, Z3, X4, Y4, Z4,
+%                              X5, Y5, Z5, X6, Y6, Z6, X7, Y7, Z7, X8, Y8, Z8)
+%                     2D case (FFD_BoxTag, X1, Y1, 0.0, X2, Y2, 0.0, X3, Y3, 0.0, X4, Y4, 0.0,
+%                              0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0)
+% Start at the lowest leftest corner and turn counter-clockwise
+FFD_DEFINITION= (BOX, \
+0.065, 0.01, 0.0, \
+0.15, 0.01, 0.0 \
+0.15, 0.02, 0.0, \
+0.065, 0.02, 0.0, \
+0.0, 0.0 ,0.0, \
+0.0 ,0.0, 0.0, \
+0.0, 0.0, 0.0, \
+0.0, 0.0, 0.0 )
+%
+% FFD box degree: 3D case (i_degree, j_degree, k_degree)
+%                 2D case (i_degree, j_degree, 0)
+FFD_DEGREE= (6, 1, 0)
+%
+% Surface grid continuity at the intersection with the faces of the FFD boxes.
+% To keep a particular level of surface continuity, SU2 automatically freezes the right
+% number of control point planes (NO_DERIVATIVE, 1ST_DERIVATIVE, 2ND_DERIVATIVE, USER_INPUT)
+FFD_CONTINUITY= USER_INPUT
+%
+% Definition of the FFD planes to be frozen in the FFD (x,y,z).
+% Value from 0 FFD degree in that direction. Pick a value larger than degree if you don't want to fix any plane.
+%FFD_FIX_I= (0,2,3)
+%FFD_FIX_J= (0,2,3)
+%FFD_FIX_K= (0,2,3)
+
+% ----------------------- DESIGN VARIABLE PARAMETERS --------------------------%
+%
+DV_KIND= FFD_CONTROL_POINT_2D, FFD_CONTROL_POINT_2D, FFD_CONTROL_POINT_2D, FFD_CONTROL_POINT_2D, FFD_CONTROL_POINT_2D, FFD_CONTROL_POINT_2D, FFD_CONTROL_POINT_2D, FFD_CONTROL_POINT_2D, FFD_CONTROL_POINT_2D, FFD_CONTROL_POINT_2D
+%
+% Marker of the surface in which we are going apply the shape deformation
+% NOTE: for deformation the outlet should be a MARKER_SYM to hinder the mesh being ripped apart.
+DV_MARKER= ( wall )
+%
+% Parameters of the shape deformation
+% - FFD_SETTING ( 1.0 )
+% - FFD_CONTROL_POINT_2D ( FFD_BoxTag, i_Ind, j_Ind, x_Disp, y_Disp )
+DV_PARAM= (BOX, 2, 0, 0.0, 1.0); (BOX, 3, 0, 0.0, 1.0); (BOX, 4, 0, 0.0, 1.0); (BOX, 5, 0, 0.0, 1.0); (BOX, 6, 0, 0.0, 1.0);  (BOX, 2, 1, 0.0, 1.0); (BOX, 3, 1, 0.0, 1.0); (BOX, 4, 1, 0.0, 1.0); (BOX, 5, 1, 0.0, 1.0); (BOX, 6, 1, 0.0, 1.0)
+% Excluded FFD points that are fixed to keep a nice geometry
+%DV_PARAM= (BOX, 0, 0, 0.0, 1.0); (BOX, 1, 0, 0.0, 1.0); (BOX, 0, 1, 0.0, 1.0); (BOX, 1, 1, 0.0, 1.0);
+%
+% Value of the shape deformation
+% first row:  lower row y-direction
+% second row: upper row y-direction
+DV_VALUE= 0.003, 0.003, 0.004, 0.005, 0.005, \
+          0.003, 0.003, 0.004, 0.005, 0.005
+
+% ------------------------ GRID DEFORMATION PARAMETERS ------------------------%
+%
+% Linear solver or smoother for implicit formulations (FGMRES, RESTARTED_FGMRES, BCGSTAB)
+DEFORM_LINEAR_SOLVER= FGMRES
+%
+% Preconditioner of the Krylov linear solver (ILU, LU_SGS, JACOBI)
+DEFORM_LINEAR_SOLVER_PREC= ILU
+%
+% Number of smoothing iterations for mesh deformation
+DEFORM_LINEAR_SOLVER_ITER= 1000
+%
+% Number of nonlinear deformation iterations (surface deformation increments)
+DEFORM_NONLINEAR_ITER= 1
+%
+% Minimum residual criteria for the linear solver convergence of grid deformation
+DEFORM_LINEAR_SOLVER_ERROR= 1E-14
+%
+% Print the residuals during mesh deformation to the console (YES, NO)
+DEFORM_CONSOLE_OUTPUT= YES
+%
+% Deformation coefficient (linear elasticity limits from -1.0 to 0.5, a larger
+% value is also possible)
+DEFORM_COEFF = 0.0
+%
+% Type of element stiffness imposed for FEA mesh deformation (INVERSE_VOLUME,
+%                                           WALL_DISTANCE, CONSTANT_STIFFNESS)
+DEFORM_STIFFNESS_TYPE= WALL_DISTANCE
+%
+% Deform the grid only close to the surface. It is possible to specify how much
+% of the volumetric grid is going to be deformed in meters or inches (1E6 by default)
+DEFORM_LIMIT = 1E6
+%
diff --git a/incompressible_flow/Inc_Species_Transport/3__gradient-validation/gradient_validation.py b/incompressible_flow/Inc_Species_Transport/3__gradient-validation/gradient_validation.py
new file mode 100644
index 0000000..5e21b47
--- /dev/null
+++ b/incompressible_flow/Inc_Species_Transport/3__gradient-validation/gradient_validation.py
@@ -0,0 +1,126 @@
+# FADO script: Finite Differences vs adjoint run
+
+from FADO import *
+
+# Design variables ----------------------------------------------------- #
+
+nDV = 10
+ffd = InputVariable(0.0,PreStringHandler("DV_VALUE="),nDV)
+
+# Parameters ----------------------------------------------------------- #
+
+# The master config `configMaster.cfg` serves as an SU2 adjoint regression test.
+# For a correct gradient validation we need to exchange some options
+
+# switch from direct to adjoint mode and adapt settings.
+enable_direct = Parameter([""], LabelReplacer("%__DIRECT__"))
+enable_adjoint = Parameter([""], LabelReplacer("%__ADJOINT__"))
+enable_not_def = Parameter([""], LabelReplacer("%__NOT_DEF__"))
+enable_def = Parameter([""], LabelReplacer("%__DEF__"))
+
+# Switch Objective Functions
+OF_SpecVar = Parameter([""], LabelReplacer("%__OF_SpecVar__"))
+
+# Evaluations ---------------------------------------------------------- #
+
+# Define a few often used variables
+ncores="2"
+configMaster="species3_primitiveVenturi.cfg"
+meshName="primitiveVenturi.su2"
+
+# Note that correct SU2 version needs to be in PATH
+
+def_command = "SU2_DEF " + configMaster
+cfd_command = "mpirun -n " + ncores + " SU2_CFD " + configMaster
+
+cfd_ad_command = "mpirun -n " + ncores + " SU2_CFD_AD " + configMaster
+dot_ad_command = "mpirun -n " + ncores + " SU2_DOT_AD " + configMaster
+
+max_tries = 1
+
+# mesh deformation
+deform = ExternalRun("DEFORM",def_command,True) # True means sym links are used for addData
+deform.setMaxTries(max_tries)
+deform.addConfig(configMaster)
+deform.addData(meshName)
+deform.addExpected("mesh_out.su2")
+deform.addParameter(enable_def)
+
+# direct run
+direct = ExternalRun("DIRECT",cfd_command,True)
+direct.setMaxTries(max_tries)
+direct.addConfig(configMaster)
+direct.addData("DEFORM/mesh_out.su2",destination=meshName)
+direct.addData("solution.csv")
+direct.addExpected("restart.csv")
+direct.addParameter(enable_direct)
+direct.addParameter(enable_not_def)
+
+# adjoint run
+adjoint = ExternalRun("ADJOINT",cfd_ad_command,True)
+adjoint.setMaxTries(max_tries)
+adjoint.addConfig(configMaster)
+adjoint.addData("DEFORM/mesh_out.su2", destination=meshName)
+# add all primal solution files
+adjoint.addData("DIRECT/restart.csv", destination="solution.csv")
+adjoint.addExpected("restart_adj_specvar.csv")
+adjoint.addParameter(enable_adjoint)
+adjoint.addParameter(enable_not_def)
+adjoint.addParameter(OF_SpecVar)
+
+# gradient projection
+dot = ExternalRun("DOT",dot_ad_command,True)
+dot.setMaxTries(max_tries)
+dot.addConfig(configMaster)
+dot.addData("DEFORM/mesh_out.su2", destination=meshName)
+dot.addData("ADJOINT/restart_adj_specvar.csv", destination="solution_adj_specvar.csv")
+dot.addExpected("of_grad.csv")
+dot.addParameter(enable_def)
+dot.addParameter(OF_SpecVar) # necessary for correct file extension
+
+# Functions ------------------------------------------------------------ #
+
+specVar = Function("specVar", "DIRECT/history.csv",LabeledTableReader("\"Species_Variance\""))
+specVar.addInputVariable(ffd,"DOT/of_grad.csv",TableReader(None,0,(1,0))) # all rows, col 0, don't read the header
+specVar.addValueEvalStep(deform)
+specVar.addValueEvalStep(direct)
+specVar.addGradientEvalStep(adjoint)
+specVar.addGradientEvalStep(dot)
+
+# Driver --------------------------------------------------------------- #
+
+# The input variable is the constraint tolerance which is not used for our purpose of finite differences
+driver = ExteriorPenaltyDriver(0.005)
+driver.addObjective("min", specVar)
+
+driver.setWorkingDirectory("DOE")
+driver.preprocessVariables()
+driver.setStorageMode(True,"DSN_")
+
+his = open("doe.csv","w",1)
+driver.setHistorian(his)
+
+# Simulation Runs ------------------------------------------------------ #
+
+# Primal simulation for each deformed DV
+for iLoop in range(0, nDV, 1):
+    print("Computing deformed primal ", iLoop, "/", nDV-1)
+    x = driver.getInitial()
+    x[iLoop] = 1e-8 # DV_VALUE, FD-step
+    driver.fun(x)
+#end
+
+# Undeformed/initial primal last in order to have the correct solution in
+# the WorkindDirectory for the following adjoint
+print("Computing baseline primal")
+x = driver.getInitial()
+driver.fun(x) # baseline evaluation
+
+# Compute discrete adjoint gradient
+print("Computing discrete adjoint gradient")
+driver.grad(x)
+
+his.close()
+
+# For results run `python postprocess.py` to get screen output
+# of the differences between primal and adjoint simulation.
diff --git a/incompressible_flow/Inc_Species_Transport/3__gradient-validation/postprocess.py b/incompressible_flow/Inc_Species_Transport/3__gradient-validation/postprocess.py
new file mode 100644
index 0000000..16711bd
--- /dev/null
+++ b/incompressible_flow/Inc_Species_Transport/3__gradient-validation/postprocess.py
@@ -0,0 +1,64 @@
+# Compute and print absolute difference between Discrete Adjoint
+# and Finite Difference gradient. Prints also percentage difference.
+#
+# Run this script after `python gradient_validation.py` successfully finished
+
+import pandas as pd
+import math
+
+def printGradVal(FDgrad, DAgrad):
+  """
+  Print Gradient Comparison to screen between DA and FD.
+
+  Input:
+  FDgrad: array with the Finite Difference gradient
+  DAgrad: array with the Discrete Adjoint gradient
+  """
+  # Check that both arrays have the same length and deduce a size parameter
+  assert(DAgrad.size == FDgrad.size)
+
+  # absolute difference
+  absoluteDiff = DAgrad - FDgrad
+  # relative difference in percent
+  relDiffPercent = (DAgrad - FDgrad)/abs(DAgrad) * 100
+  # sign change
+  sign = lambda x : math.copysign(1, x)
+  signChange = [sign(DA) != sign(FD) for DA,FD in zip(DAgrad,FDgrad)]
+
+  print('+-----------+-------------------+-------------------+-------------------+-------------------+-------------+')
+  print('| DV number |       DA gradient |       FD gradient |     absolute diff | relative diff [%] | sign change |')
+  print('+-----------+-------------------+-------------------+-------------------+-------------------+-------------+')
+
+  for iDV in range(0, DAgrad.size, 1):
+      print('|{0:10d} |{1:18.10f} |{2:18.10f} |{3:18.10f} |{4:18.10f} |{5:12} |'.format(iDV, DAgrad[iDV], FDgrad[iDV], absoluteDiff[iDV], relDiffPercent[iDV], signChange[iDV]))
+
+  print('+-----------+-------------------+-------------------+-------------------+-------------------+-------------+')
+# printGradVal
+
+if __name__ == "__main__":
+
+  # FDStep has to match with the value in the gradient_validation script
+  FDstep = 1e-8
+
+  # Load Discrete Adjont gradient
+  DAvals_specVar = pd.read_csv("DOE/DOT/of_grad.csv")
+
+  DAstring_specVar = 'SURFACE_SPECIES_VARIANCE gradient '
+
+  DAgrad_specVar = DAvals_specVar[DAstring_specVar].values
+  nDV = DAgrad_specVar.size
+
+  # Load primal values and create FD gradient
+  FDvals = pd.read_csv("doe.his")
+
+  FDstring_specVar = '  specVar'
+
+  # Note that the FDvals have the baseline value written in its last position
+  FDgrad_specVar = (FDvals[FDstring_specVar].values[:nDV] - FDvals[FDstring_specVar].values[nDV]) / FDstep
+
+  # Legend
+  print("absolute diff = DAgrad - FDgrad")
+  print("relative diff = (DAgrad - FDgrad) / abs(DAgrad) * 100")
+
+  print(DAstring_specVar)
+  printGradVal(FDgrad_specVar, DAgrad_specVar)
diff --git a/incompressible_flow/Inc_Species_Transport/3__gradient-validation/primitiveVenturi.su2 b/incompressible_flow/Inc_Species_Transport/3__gradient-validation/primitiveVenturi.su2
new file mode 120000
index 0000000..4f94e5a
--- /dev/null
+++ b/incompressible_flow/Inc_Species_Transport/3__gradient-validation/primitiveVenturi.su2
@@ -0,0 +1 @@
+../1__FFD-box-writing/mesh_out.su2
\ No newline at end of file
diff --git a/incompressible_flow/Inc_Species_Transport/3__gradient-validation/solution.csv b/incompressible_flow/Inc_Species_Transport/3__gradient-validation/solution.csv
new file mode 120000
index 0000000..d6de748
--- /dev/null
+++ b/incompressible_flow/Inc_Species_Transport/3__gradient-validation/solution.csv
@@ -0,0 +1 @@
+../solution.csv
\ No newline at end of file
diff --git a/incompressible_flow/Inc_Species_Transport/3__gradient-validation/species3_primitiveVenturi.cfg b/incompressible_flow/Inc_Species_Transport/3__gradient-validation/species3_primitiveVenturi.cfg
new file mode 100644
index 0000000..9a33024
--- /dev/null
+++ b/incompressible_flow/Inc_Species_Transport/3__gradient-validation/species3_primitiveVenturi.cfg
@@ -0,0 +1,234 @@
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%                                                                              %
+% SU2 configuration file                                                       %
+% Case description: Species mixing with 3 species, i.e. 2 transport equations  %
+% Author: T. Kattmann                                                          %
+% Institution: Bosch Thermotechniek B.V.                                       %
+% Date: 2021/10/14                                                             %
+% File Version 7.2.1 "Blackbird"                                               %
+%                                                                              %
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+
+% ------------- DIRECT, ADJOINT, AND LINEARIZED PROBLEM DEFINITION ------------%
+%
+SOLVER= INC_RANS
+KIND_TURB_MODEL= SST
+%
+%__OF_SpecVar__OBJECTIVE_FUNCTION= SURFACE_SPECIES_VARIANCE
+%__OF_SpecVar__OBJECTIVE_WEIGHT= 1.0
+%
+% ---------------- INCOMPRESSIBLE FLOW CONDITION DEFINITION -------------------%
+%
+INC_DENSITY_MODEL= CONSTANT
+INC_DENSITY_INIT= 1.1766
+%
+INC_VELOCITY_INIT= ( 1.00, 0.0, 0.0 )
+%
+INC_ENERGY_EQUATION= YES
+INC_TEMPERATURE_INIT= 300.0
+%
+INC_NONDIM= INITIAL_VALUES
+%
+% -------------------- FLUID PROPERTIES ------------------------------------- %
+%
+FLUID_MODEL= CONSTANT_DENSITY
+%
+CONDUCTIVITY_MODEL= CONSTANT_CONDUCTIVITY
+THERMAL_CONDUCTIVITY_CONSTANT= 0.0357
+%
+PRANDTL_LAM= 0.72
+TURBULENT_CONDUCTIVITY_MODEL= NONE
+PRANDTL_TURB= 0.90
+%
+VISCOSITY_MODEL= CONSTANT_VISCOSITY
+MU_CONSTANT=  1.716E-5
+%
+% -------------------- BOUNDARY CONDITION DEFINITION --------------------------%
+%
+MARKER_HEATFLUX= ( wall, 0.0 )
+%__NOT_DEF__MARKER_SYM= ( axis )
+%__DEF__MARKER_SYM= (axis, outlet)
+%
+SPECIFIED_INLET_PROFILE= NO
+INLET_FILENAME= inlet_venturi.dat
+INC_INLET_TYPE=  VELOCITY_INLET VELOCITY_INLET
+MARKER_INLET= ( gas_inlet,       300, 1.0, 1.0,  0.0, 0.0,\
+                air_axial_inlet, 300, 1.0, 0.0, -1.0, 0.0 )
+SPECIES_USE_STRONG_BC= NO
+MARKER_INLET_SPECIES= (gas_inlet,       0.5, 0.5,\
+                       air_axial_inlet, 0.6, 0.0 )
+%
+%__NOT_DEF__INC_OUTLET_TYPE= PRESSURE_OUTLET
+%__NOT_DEF__MARKER_OUTLET= ( outlet, 0.0 )
+%
+% ------------- COMMON PARAMETERS DEFINING THE NUMERICAL METHOD ---------------%
+%
+NUM_METHOD_GRAD= WEIGHTED_LEAST_SQUARES
+%
+%__DIRECT__CFL_NUMBER= 2000
+%__ADJOINT__CFL_NUMBER= 500
+CFL_REDUCTION_SPECIES= 1.0
+CFL_REDUCTION_TURB= 1.0
+%
+% Run commented Iter for good results
+ITER= 1000
+%
+% ------------------------ LINEAR SOLVER DEFINITION ---------------------------%
+%
+LINEAR_SOLVER= FGMRES
+LINEAR_SOLVER_PREC= ILU
+LINEAR_SOLVER_ERROR= 1E-8
+%__DIRECT__LINEAR_SOLVER_ITER= 5
+%__ADJOINT__LINEAR_SOLVER_ITER= 20
+
+% -------------------- FLOW NUMERICAL METHOD DEFINITION -----------------------%
+%
+CONV_NUM_METHOD_FLOW= FDS
+MUSCL_FLOW= YES
+SLOPE_LIMITER_FLOW = NONE
+TIME_DISCRE_FLOW= EULER_IMPLICIT
+%
+% -------------------- SCALAR TRANSPORT ---------------------------------------%
+%
+KIND_SCALAR_MODEL= PASSIVE_SCALAR
+DIFFUSIVITY_MODEL= CONSTANT_DIFFUSIVITY
+DIFFUSIVITY_CONSTANT= 0.001
+%
+CONV_NUM_METHOD_SPECIES= SCALAR_UPWIND
+MUSCL_SPECIES= NO
+SLOPE_LIMITER_SPECIES = NONE
+%
+TIME_DISCRE_SPECIES= EULER_IMPLICIT
+%
+SPECIES_INIT= 1.0, 0.0
+SPECIES_CLIPPING= YES
+SPECIES_CLIPPING_MIN= 0.0, 0.0
+SPECIES_CLIPPING_MAX= 1.0, 1.0
+%
+% -------------------- TURBULENT TRANSPORT ---------------------------------------%
+%
+CONV_NUM_METHOD_TURB= SCALAR_UPWIND
+MUSCL_TURB= NO
+%
+% --------------------------- CONVERGENCE PARAMETERS --------------------------%
+%
+CONV_FIELD= RMS_PRESSURE, RMS_VELOCITY-X, RMS_VELOCITY-Y, RMS_TKE, RMS_SPECIES
+CONV_RESIDUAL_MINVAL= -18
+CONV_STARTITER= 10
+%
+% ------------------------- INPUT/OUTPUT INFORMATION --------------------------%
+%
+MESH_FILENAME= primitiveVenturi.su2
+%
+%__DIRECT__SCREEN_OUTPUT= INNER_ITER WALL_TIME RMS_PRESSURE RMS_VELOCITY-X RMS_VELOCITY-Y RMS_TKE RMS_DISSIPATION RMS_SPECIES_0 RMS_SPECIES_1 LINSOL_ITER LINSOL_RESIDUAL LINSOL_ITER_TURB LINSOL_RESIDUAL_TURB LINSOL_ITER_SPECIES LINSOL_RESIDUAL_SPECIES SURFACE_SPECIES_VARIANCE
+%__ADJOINT__SCREEN_OUTPUT= INNER_ITER WALL_TIME RMS_ADJ_PRESSURE RMS_ADJ_VELOCITY-X RMS_ADJ_VELOCITY-Y RMS_ADJ_TKE RMS_ADJ_DISSIPATION RMS_ADJ_SPECIES_0 RMS_ADJ_SPECIES_1
+SCREEN_WRT_FREQ_INNER= 10
+%
+HISTORY_OUTPUT= ITER RMS_RES LINSOL SPECIES_COEFF SPECIES_COEFF_SURF 
+CONV_FILENAME= history
+MARKER_ANALYZE= outlet
+MARKER_ANALYZE_AVERAGE= MASSFLUX
+%
+OUTPUT_FILES= RESTART_ASCII, PARAVIEW_MULTIBLOCK
+VOLUME_OUTPUT= RESIDUAL, PRIMITIVE
+OUTPUT_WRT_FREQ= 1000
+%
+GRAD_OBJFUNC_FILENAME= of_grad.csv
+%
+%__DIRECT__RESTART_SOL= YES
+READ_BINARY_RESTART= NO
+RESTART_FILENAME= restart
+SOLUTION_FILENAME= solution
+%
+WRT_PERFORMANCE= YES
+OUTPUT_PRECISION= 16
+%
+% -------------------- FREE-FORM DEFORMATION PARAMETERS -----------------------%
+%
+% Tolerance of the Free-Form Deformation point inversion
+FFD_TOLERANCE= 1E-10
+%
+% Maximum number of iterations in the Free-Form Deformation point inversion
+FFD_ITERATIONS= 500
+%
+% FFD box definition: 3D case (FFD_BoxTag, X1, Y1, Z1, X2, Y2, Z2, X3, Y3, Z3, X4, Y4, Z4,
+%                              X5, Y5, Z5, X6, Y6, Z6, X7, Y7, Z7, X8, Y8, Z8)
+%                     2D case (FFD_BoxTag, X1, Y1, 0.0, X2, Y2, 0.0, X3, Y3, 0.0, X4, Y4, 0.0,
+%                              0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0)
+% Start at the lowest leftest corner and turn counter-clockwise
+FFD_DEFINITION= (BOX, \
+0.065, 0.01, 0.0, \
+0.15, 0.01, 0.0 \
+0.15, 0.02, 0.0, \
+0.065, 0.02, 0.0, \
+0.0, 0.0 ,0.0, \
+0.0 ,0.0, 0.0, \
+0.0, 0.0, 0.0, \
+0.0, 0.0, 0.0 )
+%
+% FFD box degree: 3D case (i_degree, j_degree, k_degree)
+%                 2D case (i_degree, j_degree, 0)
+FFD_DEGREE= (6, 1, 0)
+%
+% Surface grid continuity at the intersection with the faces of the FFD boxes.
+% To keep a particular level of surface continuity, SU2 automatically freezes the right
+% number of control point planes (NO_DERIVATIVE, 1ST_DERIVATIVE, 2ND_DERIVATIVE, USER_INPUT)
+FFD_CONTINUITY= USER_INPUT
+%
+% Definition of the FFD planes to be frozen in the FFD (x,y,z).
+% Value from 0 FFD degree in that direction. Pick a value larger than degree if you don't want to fix any plane.
+%FFD_FIX_I= (0,2,3)
+%FFD_FIX_J= (0,2,3)
+%FFD_FIX_K= (0,2,3)
+
+% ----------------------- DESIGN VARIABLE PARAMETERS --------------------------%
+%
+DV_KIND= FFD_CONTROL_POINT_2D, FFD_CONTROL_POINT_2D, FFD_CONTROL_POINT_2D, FFD_CONTROL_POINT_2D, FFD_CONTROL_POINT_2D, FFD_CONTROL_POINT_2D, FFD_CONTROL_POINT_2D, FFD_CONTROL_POINT_2D, FFD_CONTROL_POINT_2D, FFD_CONTROL_POINT_2D
+%
+% Marker of the surface in which we are going apply the shape deformation
+% NOTE: for deformation the outlet should be a MARKER_SYM to hinder the mesh being ripped apart.
+DV_MARKER= ( wall )
+%
+% Parameters of the shape deformation
+% - FFD_SETTING ( 1.0 )
+% - FFD_CONTROL_POINT ( FFD_BoxTag, i_Ind, j_Ind, k_Ind, x_Disp, y_Disp, z_Disp )
+DV_PARAM= (BOX, 2, 0, 0.0, 1.0); (BOX, 3, 0, 0.0, 1.0); (BOX, 4, 0, 0.0, 1.0); (BOX, 5, 0, 0.0, 1.0); (BOX, 6, 0, 0.0, 1.0);  (BOX, 2, 1, 0.0, 1.0); (BOX, 3, 1, 0.0, 1.0); (BOX, 4, 1, 0.0, 1.0); (BOX, 5, 1, 0.0, 1.0); (BOX, 6, 1, 0.0, 1.0)
+% Excluded FFD points that are fixed to keep a nice geometry
+%DV_PARAM= (BOX, 0, 0, 0.0, 1.0); (BOX, 1, 0, 0.0, 1.0); (BOX, 0, 1, 0.0, 1.0); (BOX, 1, 1, 0.0, 1.0);
+%
+% Value of the shape deformation
+% first row:  lower row y-direction
+% second row: upper row y-direction
+DV_VALUE= 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0
+%
+% ------------------------ GRID DEFORMATION PARAMETERS ------------------------%
+%
+% Linear solver or smoother for implicit formulations (FGMRES, RESTARTED_FGMRES, BCGSTAB)
+DEFORM_LINEAR_SOLVER= FGMRES
+%
+% Preconditioner of the Krylov linear solver (ILU, LU_SGS, JACOBI)
+DEFORM_LINEAR_SOLVER_PREC= ILU
+%
+% Number of smoothing iterations for mesh deformation
+DEFORM_LINEAR_SOLVER_ITER= 1000
+%
+% Number of nonlinear deformation iterations (surface deformation increments)
+DEFORM_NONLINEAR_ITER= 1
+%
+% Minimum residual criteria for the linear solver convergence of grid deformation
+DEFORM_LINEAR_SOLVER_ERROR= 1E-14
+%
+% Print the residuals during mesh deformation to the console (YES, NO)
+DEFORM_CONSOLE_OUTPUT= YES
+%
+% Deformation coefficient (linear elasticity limits from -1.0 to 0.5, a larger
+% value is also possible)
+DEFORM_COEFF = 0.0
+%
+% Type of element stiffness imposed for FEA mesh deformation (INVERSE_VOLUME,
+%                                           WALL_DISTANCE, CONSTANT_STIFFNESS)
+DEFORM_STIFFNESS_TYPE= WALL_DISTANCE
+%
+% Deform the grid only close to the surface. It is possible to specify how much
+% of the volumetric grid is going to be deformed in meters or inches (1E6 by default)
+DEFORM_LIMIT = 1E6
diff --git a/incompressible_flow/Inc_Species_Transport/4__optimization/create_Visu_symlinks.py b/incompressible_flow/Inc_Species_Transport/4__optimization/create_Visu_symlinks.py
new file mode 100644
index 0000000..7ccbdbf
--- /dev/null
+++ b/incompressible_flow/Inc_Species_Transport/4__optimization/create_Visu_symlinks.py
@@ -0,0 +1,42 @@
+# 06.12.2021 T. Kattmann
+#
+# Create symlinks for primal solution and FFD-Box of all desings in a separate folder.
+# The links are renamed, such that the optimization progress can be visualized as a time series.
+# Currently for PARAVIEW_MULTIBLOCK.
+
+import os
+import shutil
+
+def make_dst_filename(i, front_string, trailing_string):
+  if i<10:
+    number= "00" + str(i)
+  elif i<100:
+    number= "0" + str(i)
+  elif i<1000:
+    number= str(i)
+  else:
+    raise ValueError("More than 1000 Designs.")
+
+  return front_string + number + trailing_string
+
+if __name__ == '__main__':
+  # create folder to link files into
+  dir= "visu_files"
+  if os.path.exists(dir):
+    shutil.rmtree(dir)
+  os.makedirs(dir)
+
+  # create list with folder names
+  baseFolder = "./"
+  sub_folders = [name for name in os.listdir(baseFolder) if os.path.isdir(os.path.join(baseFolder, name))]
+  DSN_folders = [folder for folder in sub_folders if 'DSN' in folder]
+  print(DSN_folders)
+
+  # loop trough folders and symlink files
+  for i,folder in enumerate(DSN_folders):
+    # check if file exists
+    sym_file= DSN_folders[i] + "/DIRECT/species3_primitiveVenturi/zone_0/Internal.vtu"
+    sym_file2= DSN_folders[i] + "/DEFORM/ffd_boxes_def_0.vtk"
+    if os.path.exists(sym_file):
+      os.symlink("../" + sym_file, dir + make_dst_filename(i, "/visu_", ".vtu"))
+      os.symlink("../" + sym_file2, dir + make_dst_filename(i, "/ffd_", ".vtk"))
diff --git a/incompressible_flow/Inc_Species_Transport/4__optimization/gradient_norm.py b/incompressible_flow/Inc_Species_Transport/4__optimization/gradient_norm.py
new file mode 100644
index 0000000..d81c220
--- /dev/null
+++ b/incompressible_flow/Inc_Species_Transport/4__optimization/gradient_norm.py
@@ -0,0 +1,33 @@
+# 06.12.2021 T. Kattmann
+#
+# Compute gradient norm for each design iteration and saves the gradient norm into a csv file.
+
+import numpy as np
+import os
+import pandas as pd
+
+if __name__ == '__main__':
+  # Create list with folder names
+  baseFolder = "./"
+  sub_folders = [name for name in os.listdir(baseFolder) if os.path.isdir(os.path.join(baseFolder, name))]
+  DSN_folders = [folder for folder in sub_folders if 'DSN' in folder]
+
+  # Initialize array of gradient Norms
+  gradientNormVector = np.zeros(len(DSN_folders))
+
+  # loop through all Design folder
+  for i,folder in enumerate(DSN_folders):
+    # check if gradient file exists
+    gradFilename = baseFolder + folder + "/DOT/of_grad.csv"
+    if os.path.exists(gradFilename):
+      # Read the gradient file and store gradient norm
+      df = pd.read_csv(gradFilename)
+      gradient = df.values
+      gradientNormVector[i] = np.linalg.norm(gradient)
+    else:
+      # Write a NaN as in Paraview these values are omitted
+      gradientNormVector[i] = np.nan
+
+  print(gradientNormVector)
+  df = pd.DataFrame({"ITER" : range(len(DSN_folders)), "Gradient Norm" : gradientNormVector})
+  df.to_csv("gradient_norm.csv", index=False)
diff --git a/incompressible_flow/Inc_Species_Transport/4__optimization/optimization.py b/incompressible_flow/Inc_Species_Transport/4__optimization/optimization.py
new file mode 100644
index 0000000..0eb6e13
--- /dev/null
+++ b/incompressible_flow/Inc_Species_Transport/4__optimization/optimization.py
@@ -0,0 +1,130 @@
+# FADO script: Shape Optimization with Species Variance OF
+
+from FADO import *
+
+# Design variables ----------------------------------------------------- #
+
+nDV = 10
+ffd = InputVariable(0.0,PreStringHandler("DV_VALUE="),nDV)
+ffd = InputVariable(np.zeros((nDV,)),ArrayLabelReplacer("__FFD_PTS__"), 0, np.ones(nDV), -0.0075,0.0075)
+
+# Parameters ----------------------------------------------------------- #
+
+# The master config `configMaster.cfg` serves as an SU2 adjoint regression test.
+# For a correct gradient validation we need to exchange some options
+
+# switch from direct to adjoint mode and adapt settings.
+enable_direct = Parameter([""], LabelReplacer("%__DIRECT__"))
+enable_adjoint = Parameter([""], LabelReplacer("%__ADJOINT__"))
+enable_not_def = Parameter([""], LabelReplacer("%__NOT_DEF__"))
+enable_def = Parameter([""], LabelReplacer("%__DEF__"))
+
+# Switch Objective Functions
+OF_SpecVar = Parameter([""], LabelReplacer("%__OF_SpecVar__"))
+
+# Evaluations ---------------------------------------------------------- #
+
+# Define a few often used variables
+ncores="2"
+configMaster="species3_primitiveVenturi.cfg"
+meshName="primitiveVenturi.su2"
+
+# Note that correct SU2 version needs to be in PATH
+
+def_command = "SU2_DEF " + configMaster
+cfd_command = "mpirun -n " + ncores + " SU2_CFD " + configMaster
+
+cfd_ad_command = "mpirun -n " + ncores + " SU2_CFD_AD " + configMaster
+dot_ad_command = "mpirun -n " + ncores + " SU2_DOT_AD " + configMaster
+
+max_tries = 1
+
+# mesh deformation
+deform = ExternalRun("DEFORM",def_command,True) # True means sym links are used for addData
+deform.setMaxTries(max_tries)
+deform.addConfig(configMaster)
+deform.addData(meshName)
+deform.addExpected("mesh_out.su2")
+deform.addParameter(enable_def)
+
+# direct run
+direct = ExternalRun("DIRECT",cfd_command,True)
+direct.setMaxTries(max_tries)
+direct.addConfig(configMaster)
+direct.addData("DEFORM/mesh_out.su2",destination=meshName)
+direct.addData("solution.csv")
+direct.addExpected("restart.csv")
+direct.addParameter(enable_direct)
+direct.addParameter(enable_not_def)
+
+# adjoint run
+adjoint = ExternalRun("ADJOINT",cfd_ad_command,True)
+adjoint.setMaxTries(max_tries)
+adjoint.addConfig(configMaster)
+adjoint.addData("DEFORM/mesh_out.su2", destination=meshName)
+# add all primal solution files
+adjoint.addData("DIRECT/restart.csv", destination="solution.csv")
+adjoint.addExpected("restart_adj_specvar.csv")
+adjoint.addParameter(enable_adjoint)
+adjoint.addParameter(enable_not_def)
+adjoint.addParameter(OF_SpecVar)
+
+# gradient projection
+dot = ExternalRun("DOT",dot_ad_command,True)
+dot.setMaxTries(max_tries)
+dot.addConfig(configMaster)
+dot.addData("DEFORM/mesh_out.su2", destination=meshName)
+dot.addData("ADJOINT/restart_adj_specvar.csv", destination="solution_adj_specvar.csv")
+dot.addExpected("of_grad.csv")
+dot.addParameter(enable_def)
+dot.addParameter(OF_SpecVar) # necessary for correct file extension
+
+# Functions ------------------------------------------------------------ #
+
+specVar = Function("specVar", "DIRECT/history.csv",LabeledTableReader("\"Species_Variance\""))
+specVar.addInputVariable(ffd,"DOT/of_grad.csv",TableReader(None,0,(1,0))) # all rows, col 0, don't read the header
+specVar.addValueEvalStep(deform)
+specVar.addValueEvalStep(direct)
+specVar.addGradientEvalStep(adjoint)
+specVar.addGradientEvalStep(dot)
+specVar.setDefaultValue(0.0)
+
+# Driver --------------------------------------------------------------- #
+
+driver = ScipyDriver()
+#printDocumentation(driver.addObjective)
+# min = minimization of OF
+# avgT = function to be optimized
+# 1.0 = scale, optimizer will see funcVal*scale, Can be used to scale the gradient from of_grad
+driver.addObjective("min", specVar, 0.5)
+
+driver.setWorkingDirectory("OPTIM")
+#printDocumentation(driver.setEvaluationMode)
+# True = parallel evaluation mode
+# 2.0 = driver will check every 2sec whether it can start a new eval
+driver.setEvaluationMode(False,2.0)
+#printDocumentation(driver.setStorageMode)
+# True = keep all designs
+# DSN_ = folder prefix
+driver.setStorageMode(True,"DSN_")
+#printDocumentation(driver.setFailureMode)
+# SOFT = if func eval fails, just the default val will be taken
+driver.setFailureMode("SOFT")
+
+his = open("optim.csv","w",1)
+driver.setHistorian(his)
+
+# Optimization, SciPy -------------------------------------------------- #
+
+import scipy.optimize
+
+driver.preprocess()
+x = driver.getInitial()
+
+options = {'disp': True, 'ftol': 1e-10, 'maxiter': 25}
+
+optimum = scipy.optimize.minimize(driver.fun, x, method="SLSQP", jac=driver.grad,\
+          constraints=driver.getConstraints(), bounds=driver.getBounds(), options=options)
+
+his.close()
+
diff --git a/incompressible_flow/Inc_Species_Transport/4__optimization/primitiveVenturi.su2 b/incompressible_flow/Inc_Species_Transport/4__optimization/primitiveVenturi.su2
new file mode 120000
index 0000000..4f94e5a
--- /dev/null
+++ b/incompressible_flow/Inc_Species_Transport/4__optimization/primitiveVenturi.su2
@@ -0,0 +1 @@
+../1__FFD-box-writing/mesh_out.su2
\ No newline at end of file
diff --git a/incompressible_flow/Inc_Species_Transport/4__optimization/solution.csv b/incompressible_flow/Inc_Species_Transport/4__optimization/solution.csv
new file mode 120000
index 0000000..d6de748
--- /dev/null
+++ b/incompressible_flow/Inc_Species_Transport/4__optimization/solution.csv
@@ -0,0 +1 @@
+../solution.csv
\ No newline at end of file
diff --git a/incompressible_flow/Inc_Species_Transport/4__optimization/species3_primitiveVenturi.cfg b/incompressible_flow/Inc_Species_Transport/4__optimization/species3_primitiveVenturi.cfg
new file mode 100644
index 0000000..e557a89
--- /dev/null
+++ b/incompressible_flow/Inc_Species_Transport/4__optimization/species3_primitiveVenturi.cfg
@@ -0,0 +1,235 @@
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%                                                                              %
+% SU2 configuration file                                                       %
+% Case description: Species mixing with 3 species, i.e. 2 transport equations  %
+% Author: T. Kattmann                                                          %
+% Institution: Bosch Thermotechniek B.V.                                       %
+% Date: 2021/10/14                                                             %
+% File Version 7.2.1 "Blackbird"                                               %
+%                                                                              %
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+
+% ------------- DIRECT, ADJOINT, AND LINEARIZED PROBLEM DEFINITION ------------%
+%
+SOLVER= INC_RANS
+KIND_TURB_MODEL= SST
+%
+%__OF_SpecVar__OBJECTIVE_FUNCTION= SURFACE_SPECIES_VARIANCE
+%__OF_SpecVar__OBJECTIVE_WEIGHT= 1.0
+%
+% ---------------- INCOMPRESSIBLE FLOW CONDITION DEFINITION -------------------%
+%
+INC_DENSITY_MODEL= CONSTANT
+INC_DENSITY_INIT= 1.1766
+%
+INC_VELOCITY_INIT= ( 1.00, 0.0, 0.0 )
+%
+INC_ENERGY_EQUATION= YES
+INC_TEMPERATURE_INIT= 300.0
+%
+INC_NONDIM= INITIAL_VALUES
+%
+% -------------------- FLUID PROPERTIES ------------------------------------- %
+%
+FLUID_MODEL= CONSTANT_DENSITY
+%
+CONDUCTIVITY_MODEL= CONSTANT_CONDUCTIVITY
+THERMAL_CONDUCTIVITY_CONSTANT= 0.0357
+%
+PRANDTL_LAM= 0.72
+TURBULENT_CONDUCTIVITY_MODEL= NONE
+PRANDTL_TURB= 0.90
+%
+VISCOSITY_MODEL= CONSTANT_VISCOSITY
+MU_CONSTANT=  1.716E-5
+%
+% -------------------- BOUNDARY CONDITION DEFINITION --------------------------%
+%
+MARKER_HEATFLUX= ( wall, 0.0 )
+%__NOT_DEF__MARKER_SYM= ( axis )
+%__DEF__MARKER_SYM= (axis, outlet)
+%
+SPECIFIED_INLET_PROFILE= NO
+INLET_FILENAME= inlet_venturi.dat
+INC_INLET_TYPE=  VELOCITY_INLET VELOCITY_INLET
+MARKER_INLET= ( gas_inlet,       300, 1.0, 1.0,  0.0, 0.0,\
+                air_axial_inlet, 300, 1.0, 0.0, -1.0, 0.0 )
+SPECIES_USE_STRONG_BC= NO
+MARKER_INLET_SPECIES= (gas_inlet,       0.5, 0.5,\
+                       air_axial_inlet, 0.6, 0.0 )
+%
+%__NOT_DEF__INC_OUTLET_TYPE= PRESSURE_OUTLET
+%__NOT_DEF__MARKER_OUTLET= ( outlet, 0.0 )
+%
+% ------------- COMMON PARAMETERS DEFINING THE NUMERICAL METHOD ---------------%
+%
+NUM_METHOD_GRAD= WEIGHTED_LEAST_SQUARES
+%
+%__DIRECT__CFL_NUMBER= 2000
+%__ADJOINT__CFL_NUMBER= 500
+CFL_REDUCTION_SPECIES= 1.0
+CFL_REDUCTION_TURB= 1.0
+%
+% Run commented Iter for good results
+ITER= 500
+%
+% ------------------------ LINEAR SOLVER DEFINITION ---------------------------%
+%
+LINEAR_SOLVER= FGMRES
+LINEAR_SOLVER_PREC= ILU
+LINEAR_SOLVER_ERROR= 1E-8
+%__DIRECT__LINEAR_SOLVER_ITER= 5
+%__ADJOINT__LINEAR_SOLVER_ITER= 20
+
+% -------------------- FLOW NUMERICAL METHOD DEFINITION -----------------------%
+%
+CONV_NUM_METHOD_FLOW= FDS
+MUSCL_FLOW= YES
+SLOPE_LIMITER_FLOW = NONE
+TIME_DISCRE_FLOW= EULER_IMPLICIT
+%
+% -------------------- SCALAR TRANSPORT ---------------------------------------%
+%
+KIND_SCALAR_MODEL= PASSIVE_SCALAR
+DIFFUSIVITY_MODEL= CONSTANT_DIFFUSIVITY
+DIFFUSIVITY_CONSTANT= 0.001
+%
+CONV_NUM_METHOD_SPECIES= SCALAR_UPWIND
+MUSCL_SPECIES= NO
+SLOPE_LIMITER_SPECIES = NONE
+%
+TIME_DISCRE_SPECIES= EULER_IMPLICIT
+%
+SPECIES_INIT= 1.0, 0.0
+SPECIES_CLIPPING= YES
+SPECIES_CLIPPING_MIN= 0.0, 0.0
+SPECIES_CLIPPING_MAX= 1.0, 1.0
+%
+% -------------------- TURBULENT TRANSPORT ---------------------------------------%
+%
+CONV_NUM_METHOD_TURB= SCALAR_UPWIND
+MUSCL_TURB= NO
+%
+% --------------------------- CONVERGENCE PARAMETERS --------------------------%
+%
+CONV_FIELD= RMS_PRESSURE, RMS_VELOCITY-X, RMS_VELOCITY-Y, RMS_TKE, RMS_SPECIES
+CONV_RESIDUAL_MINVAL= -18
+CONV_STARTITER= 10
+%
+% ------------------------- INPUT/OUTPUT INFORMATION --------------------------%
+%
+MESH_FILENAME= primitiveVenturi.su2
+%
+%__DIRECT__SCREEN_OUTPUT= INNER_ITER WALL_TIME RMS_PRESSURE RMS_VELOCITY-X RMS_VELOCITY-Y RMS_TKE RMS_DISSIPATION RMS_SPECIES_0 RMS_SPECIES_1 LINSOL_ITER LINSOL_RESIDUAL LINSOL_ITER_TURB LINSOL_RESIDUAL_TURB LINSOL_ITER_SPECIES LINSOL_RESIDUAL_SPECIES SURFACE_SPECIES_VARIANCE
+%__ADJOINT__SCREEN_OUTPUT= INNER_ITER WALL_TIME RMS_ADJ_PRESSURE RMS_ADJ_VELOCITY-X RMS_ADJ_VELOCITY-Y RMS_ADJ_TKE RMS_ADJ_DISSIPATION RMS_ADJ_SPECIES_0 RMS_ADJ_SPECIES_1
+SCREEN_WRT_FREQ_INNER= 10
+%
+HISTORY_OUTPUT= ITER RMS_RES LINSOL SPECIES_COEFF SPECIES_COEFF_SURF 
+CONV_FILENAME= history
+MARKER_ANALYZE= outlet
+MARKER_ANALYZE_AVERAGE= MASSFLUX
+%
+OUTPUT_FILES= RESTART_ASCII, PARAVIEW_MULTIBLOCK
+VOLUME_OUTPUT= RESIDUAL, PRIMITIVE
+OUTPUT_WRT_FREQ= 1000
+%
+GRAD_OBJFUNC_FILENAME= of_grad.csv
+%
+%__DIRECT__RESTART_SOL= YES
+READ_BINARY_RESTART= NO
+RESTART_FILENAME= restart
+SOLUTION_FILENAME= solution
+%
+WRT_PERFORMANCE= YES
+OUTPUT_PRECISION= 16
+%
+% -------------------- FREE-FORM DEFORMATION PARAMETERS -----------------------%
+%
+% Tolerance of the Free-Form Deformation point inversion
+FFD_TOLERANCE= 1E-10
+%
+% Maximum number of iterations in the Free-Form Deformation point inversion
+FFD_ITERATIONS= 500
+%
+% FFD box definition: 3D case (FFD_BoxTag, X1, Y1, Z1, X2, Y2, Z2, X3, Y3, Z3, X4, Y4, Z4,
+%                              X5, Y5, Z5, X6, Y6, Z6, X7, Y7, Z7, X8, Y8, Z8)
+%                     2D case (FFD_BoxTag, X1, Y1, 0.0, X2, Y2, 0.0, X3, Y3, 0.0, X4, Y4, 0.0,
+%                              0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0)
+% Start at the lowest leftest corner and turn counter-clockwise
+FFD_DEFINITION= (BOX, \
+0.065, 0.01, 0.0, \
+0.15, 0.01, 0.0 \
+0.15, 0.02, 0.0, \
+0.065, 0.02, 0.0, \
+0.0, 0.0 ,0.0, \
+0.0 ,0.0, 0.0, \
+0.0, 0.0, 0.0, \
+0.0, 0.0, 0.0 )
+%
+% FFD box degree: 3D case (i_degree, j_degree, k_degree)
+%                 2D case (i_degree, j_degree, 0)
+FFD_DEGREE= (6, 1, 0)
+%
+% Surface grid continuity at the intersection with the faces of the FFD boxes.
+% To keep a particular level of surface continuity, SU2 automatically freezes the right
+% number of control point planes (NO_DERIVATIVE, 1ST_DERIVATIVE, 2ND_DERIVATIVE, USER_INPUT)
+FFD_CONTINUITY= USER_INPUT
+%
+% Definition of the FFD planes to be frozen in the FFD (x,y,z).
+% Value from 0 FFD degree in that direction. Pick a value larger than degree if you don't want to fix any plane.
+%FFD_FIX_I= (0,2,3)
+%FFD_FIX_J= (0,2,3)
+%FFD_FIX_K= (0,2,3)
+
+% ----------------------- DESIGN VARIABLE PARAMETERS --------------------------%
+%
+DV_KIND= FFD_CONTROL_POINT_2D, FFD_CONTROL_POINT_2D, FFD_CONTROL_POINT_2D, FFD_CONTROL_POINT_2D, FFD_CONTROL_POINT_2D, FFD_CONTROL_POINT_2D, FFD_CONTROL_POINT_2D, FFD_CONTROL_POINT_2D, FFD_CONTROL_POINT_2D, FFD_CONTROL_POINT_2D
+%
+% Marker of the surface in which we are going apply the shape deformation
+% NOTE: for deformation the outlet should be a MARKER_SYM to hinder the mesh being ripped apart.
+DV_MARKER= ( wall )
+%
+% Parameters of the shape deformation
+% - FFD_SETTING ( 1.0 )
+% - FFD_CONTROL_POINT ( FFD_BoxTag, i_Ind, j_Ind, k_Ind, x_Disp, y_Disp, z_Disp )
+DV_PARAM= (BOX, 2, 0, 0.0, 1.0); (BOX, 3, 0, 0.0, 1.0); (BOX, 4, 0, 0.0, 1.0); (BOX, 5, 0, 0.0, 1.0); (BOX, 6, 0, 0.0, 1.0);  (BOX, 2, 1, 0.0, 1.0); (BOX, 3, 1, 0.0, 1.0); (BOX, 4, 1, 0.0, 1.0); (BOX, 5, 1, 0.0, 1.0); (BOX, 6, 1, 0.0, 1.0)
+% Excluded FFD points that are fixed to keep a nice geometry
+%DV_PARAM= (BOX, 0, 0, 0.0, 1.0); (BOX, 1, 0, 0.0, 1.0); (BOX, 0, 1, 0.0, 1.0); (BOX, 1, 1, 0.0, 1.0);
+%
+% Value of the shape deformation
+% first row:  lower row y-direction
+% second row: upper row y-direction
+%DV_VALUE= 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0
+DV_VALUE= __FFD_PTS__
+%
+% ------------------------ GRID DEFORMATION PARAMETERS ------------------------%
+%
+% Linear solver or smoother for implicit formulations (FGMRES, RESTARTED_FGMRES, BCGSTAB)
+DEFORM_LINEAR_SOLVER= FGMRES
+%
+% Preconditioner of the Krylov linear solver (ILU, LU_SGS, JACOBI)
+DEFORM_LINEAR_SOLVER_PREC= ILU
+%
+% Number of smoothing iterations for mesh deformation
+DEFORM_LINEAR_SOLVER_ITER= 1000
+%
+% Number of nonlinear deformation iterations (surface deformation increments)
+DEFORM_NONLINEAR_ITER= 1
+%
+% Minimum residual criteria for the linear solver convergence of grid deformation
+DEFORM_LINEAR_SOLVER_ERROR= 1E-14
+%
+% Print the residuals during mesh deformation to the console (YES, NO)
+DEFORM_CONSOLE_OUTPUT= YES
+%
+% Deformation coefficient (linear elasticity limits from -1.0 to 0.5, a larger
+% value is also possible)
+DEFORM_COEFF = 0.0
+%
+% Type of element stiffness imposed for FEA mesh deformation (INVERSE_VOLUME,
+%                                           WALL_DISTANCE, CONSTANT_STIFFNESS)
+DEFORM_STIFFNESS_TYPE= WALL_DISTANCE
+%
+% Deform the grid only close to the surface. It is possible to specify how much
+% of the volumetric grid is going to be deformed in meters or inches (1E6 by default)
+DEFORM_LIMIT = 1E6
diff --git a/incompressible_flow/Inc_Species_Transport/DAspecies3_primitiveVenturi.cfg b/incompressible_flow/Inc_Species_Transport/DAspecies3_primitiveVenturi.cfg
new file mode 100644
index 0000000..7ec432d
--- /dev/null
+++ b/incompressible_flow/Inc_Species_Transport/DAspecies3_primitiveVenturi.cfg
@@ -0,0 +1,142 @@
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%                                                                              %
+% SU2 configuration file                                                       %
+% Case description: Discrete Adjiont Species mixing with 3 species             %
+% Author: T. Kattmann                                                          %
+% Institution: Bosch Thermotechniek B.V.                                       %
+% Date: 2021/10/14                                                             %
+% File Version 7.2.1 "Blackbird"                                               %
+%                                                                              %
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+
+% ------------- DIRECT, ADJOINT, AND LINEARIZED PROBLEM DEFINITION ------------%
+%
+SOLVER= INC_RANS
+KIND_TURB_MODEL= SST
+%
+OBJECTIVE_FUNCTION= SURFACE_SPECIES_VARIANCE
+OBJECTIVE_WEIGHT= 1.0
+%
+% ---------------- INCOMPRESSIBLE FLOW CONDITION DEFINITION -------------------%
+%
+INC_DENSITY_MODEL= CONSTANT
+INC_DENSITY_INIT= 1.1766
+%
+INC_VELOCITY_INIT= ( 1.00, 0.0, 0.0 )
+%
+INC_ENERGY_EQUATION= YES
+INC_TEMPERATURE_INIT= 300.0
+%
+INC_NONDIM= INITIAL_VALUES
+%
+% -------------------- FLUID PROPERTIES ------------------------------------- %
+%
+FLUID_MODEL= CONSTANT_DENSITY
+%
+CONDUCTIVITY_MODEL= CONSTANT_CONDUCTIVITY
+THERMAL_CONDUCTIVITY_CONSTANT= 0.0357
+%
+PRANDTL_LAM= 0.72
+TURBULENT_CONDUCTIVITY_MODEL= NONE
+PRANDTL_TURB= 0.90
+%
+VISCOSITY_MODEL= CONSTANT_VISCOSITY
+MU_CONSTANT=  1.716E-5
+%
+% -------------------- BOUNDARY CONDITION DEFINITION --------------------------%
+%
+MARKER_HEATFLUX= ( wall, 0.0 )
+MARKER_SYM= ( axis )
+%
+SPECIFIED_INLET_PROFILE= NO
+INLET_FILENAME= inlet_venturi.dat
+INC_INLET_TYPE=  VELOCITY_INLET VELOCITY_INLET
+MARKER_INLET= ( gas_inlet,       300, 1.0, 1.0,  0.0, 0.0,\
+                air_axial_inlet, 300, 1.0, 0.0, -1.0, 0.0 )
+SPECIES_USE_STRONG_BC= NO
+MARKER_INLET_SPECIES= (gas_inlet,       0.5, 0.5,\
+                       air_axial_inlet, 0.6, 0.0 )
+%
+INC_OUTLET_TYPE= PRESSURE_OUTLET
+MARKER_OUTLET= ( outlet, 0.0 )
+%
+% ------------- COMMON PARAMETERS DEFINING THE NUMERICAL METHOD ---------------%
+%
+NUM_METHOD_GRAD= WEIGHTED_LEAST_SQUARES
+%
+% Note that the CFL-Number was dramatically reduced compared to the primal.
+% This was necessary to ensure proper convergence. It is not necessary to do
+% this for a reasonably accurate gradient validation though.
+CFL_NUMBER= 500
+CFL_REDUCTION_SPECIES= 1.0
+CFL_REDUCTION_TURB= 1.0
+%
+% Run commented Iter for good results
+ITER= 50
+%
+% ------------------------ LINEAR SOLVER DEFINITION ---------------------------%
+%
+LINEAR_SOLVER= FGMRES
+LINEAR_SOLVER_PREC= ILU
+LINEAR_SOLVER_ERROR= 1E-8
+LINEAR_SOLVER_ITER= 20
+
+% -------------------- FLOW NUMERICAL METHOD DEFINITION -----------------------%
+%
+CONV_NUM_METHOD_FLOW= FDS
+MUSCL_FLOW= YES
+SLOPE_LIMITER_FLOW = NONE
+TIME_DISCRE_FLOW= EULER_IMPLICIT
+%
+% -------------------- SCALAR TRANSPORT ---------------------------------------%
+%
+KIND_SCALAR_MODEL= PASSIVE_SCALAR
+DIFFUSIVITY_MODEL= CONSTANT_DIFFUSIVITY
+DIFFUSIVITY_CONSTANT= 0.001
+%
+CONV_NUM_METHOD_SPECIES= SCALAR_UPWIND
+MUSCL_SPECIES= NO
+SLOPE_LIMITER_SPECIES = NONE
+%
+TIME_DISCRE_SPECIES= EULER_IMPLICIT
+%
+SPECIES_INIT= 1.0, 0.0
+SPECIES_CLIPPING= YES
+SPECIES_CLIPPING_MIN= 0.0, 0.0
+SPECIES_CLIPPING_MAX= 1.0, 1.0
+%
+% -------------------- TURBULENT TRANSPORT ---------------------------------------%
+%
+CONV_NUM_METHOD_TURB= SCALAR_UPWIND
+MUSCL_TURB= NO
+%
+% --------------------------- CONVERGENCE PARAMETERS --------------------------%
+%
+CONV_FIELD= RMS_PRESSURE, RMS_VELOCITY-X, RMS_VELOCITY-Y, RMS_TKE, RMS_SPECIES
+CONV_RESIDUAL_MINVAL= -18
+CONV_STARTITER= 10
+%
+% ------------------------- INPUT/OUTPUT INFORMATION --------------------------%
+%
+MESH_FILENAME= primitiveVenturi.su2
+%
+SCREEN_OUTPUT= INNER_ITER WALL_TIME RMS_ADJ_PRESSURE RMS_ADJ_VELOCITY-X RMS_ADJ_VELOCITY-Y RMS_ADJ_TKE RMS_ADJ_DISSIPATION RMS_ADJ_SPECIES_0 RMS_ADJ_SPECIES_1
+SCREEN_WRT_FREQ_INNER= 10
+%
+HISTORY_OUTPUT= ITER RMS_RES LINSOL
+CONV_FILENAME= history
+MARKER_ANALYZE= outlet
+MARKER_ANALYZE_AVERAGE= MASSFLUX
+%
+OUTPUT_FILES= RESTART_ASCII, PARAVIEW_MULTIBLOCK
+VOLUME_OUTPUT= RESIDUAL, PRIMITIVE
+OUTPUT_WRT_FREQ= 1000
+%
+GRAD_OBJFUNC_FILENAME= of_grad.csv
+%
+RESTART_SOL= NO
+READ_BINARY_RESTART= NO
+RESTART_FILENAME= restart
+SOLUTION_FILENAME= solution
+%
+WRT_PERFORMANCE= YES
diff --git a/incompressible_flow/Inc_Species_Transport/primitiveVenturi.geo b/incompressible_flow/Inc_Species_Transport/primitiveVenturi.geo
new file mode 100644
index 0000000..dea978f
--- /dev/null
+++ b/incompressible_flow/Inc_Species_Transport/primitiveVenturi.geo
@@ -0,0 +1,111 @@
+// ----------------------------------------------------------------------------------- //
+// Tobias Kattmann, 09.09.2021, 2D Venturi Primitive for faster debugging
+// ----------------------------------------------------------------------------------- //
+
+// Evoque Meshing Algorithm?
+Do_Meshing= 1; // 0=false, 1=true
+// Write Mesh files in .su2 format
+Write_mesh= 1; // 0=false, 1=true
+
+// Geometric inputs
+gas_inlet_diameter= 0.015;
+air_inlet_diameter= 0.015;
+gas_tube_length=0.045;
+air_tube_length=0.045;
+downstream_length= 0.09;
+
+// Mesh sizing inputs
+Nwall= 30; // Nodes for all spacings
+gridsize= 0.1; // Later on not important as structured mesh is achieved
+
+// ----------------------------------------------------------------------------------- //
+// POINTS
+
+// Starting in the origin, which is the most low-left point, and going clockwise.
+// Gas inlet
+Point(1) = {0, 0, 0, gridsize};
+Point(2) = {0, gas_inlet_diameter, 0, gridsize};
+//
+Point(3) = {gas_tube_length, gas_inlet_diameter, 0, gridsize};
+// Air inlet
+Point(4) = {gas_tube_length, gas_inlet_diameter+air_tube_length, 0, gridsize};
+Point(5) = {gas_tube_length+air_inlet_diameter, gas_inlet_diameter+air_tube_length, 0, gridsize};
+//
+Point(6) = {gas_tube_length+air_inlet_diameter, gas_inlet_diameter, 0, gridsize};
+// outlet
+Point(7) = {gas_tube_length+air_inlet_diameter+downstream_length, gas_inlet_diameter, 0, gridsize};
+Point(8) = {gas_tube_length+air_inlet_diameter+downstream_length, 0, 0, gridsize};
+//
+Point(9) = {gas_tube_length+air_inlet_diameter, 0, 0, gridsize};
+Point(10) = {gas_tube_length, 0, 0, gridsize};
+
+// ----------------------------------------------------------------------------------- //
+// LINES
+
+// Gas inlet box, clockwise
+Line(1) = {1,2};
+Line(2) = {2,3};
+Line(3) = {3,10};
+Line(4) = {10,1};
+
+// air inlet box, clockwise
+Line(5) = {3,4};
+Line(6) = {4,5};
+Line(7) = {5,6};
+Line(8) = {6,3};
+
+// downstream box, clockwise
+Line(9) = {6,7};
+Line(10) = {7,8};
+Line(11) = {8,9};
+Line(12) = {9,6};
+
+// remaining lower middle box line
+Line(13) = {9,10};
+
+// ----------------------------------------------------------------------------------- //
+// SURFACES (and Lineloops)
+Curve Loop(1) = {1, 2, 3, 4}; Plane Surface(1) = {1}; // Gas inlet box
+Curve Loop(2) = {5, 6, 7, 8}; Plane Surface(2) = {2}; // air inlet box
+Curve Loop(3) = {9, 10, 11, 12}; Plane Surface(3) = {3}; // downstream box
+Curve Loop(4) = {8, 3, -13, 12}; Plane Surface(4) = {4}; // middle box
+
+// make structured mesh with transfinite Lines
+// NOTE: The usage of Nwall and the progression has to be tuned again for any changes.
+Transfinite Line{1,-3,12,-10} = Nwall Using Progression 0.9; // Spacing to the wall of the long tube, progression towards top wall
+Transfinite Line{2,-4} = Nwall Using Progression 0.9; // Downstream spacing of gas inlet, progression towards air inlet
+
+Transfinite Line{6,-8,-13} = Nwall Using Bump 0.1; // Spacing to the wall of the air inlet tube, progression towards side walls
+Transfinite Line{-5,7} = Nwall Using Progression 0.9; // Downstream spacing of air inlet, progression towards gas inlet
+
+Transfinite Line{-9,11} = Nwall Using Progression 0.9; // Downstream spacing of air inlet, progressio
+
+// ----------------------------------------------------------------------------------- //
+// PHYSICAL GROUPS
+
+Physical Line("gas_inlet") = {1};
+Physical Line("air_axial_inlet") = {6};
+Physical Line("outlet") = {10};
+Physical Line("axis") = {4,13,11};
+Physical Line("wall") = {2,5,7,9};
+
+Physical Surface("fluid") = {1,2,3,4};
+
+// ----------------------------------------------------------------------------------- //
+// Meshing
+Transfinite Surface "*";
+Recombine Surface "*";
+
+If (Do_Meshing == 1)
+    Mesh 1; Mesh 2;
+EndIf
+
+// ----------------------------------------------------------------------------------- //
+// Write .su2 meshfile
+If (Write_mesh == 1)
+
+    Mesh.Format = 42; // .su2 mesh format, 
+    Save "primitiveVenturi.su2";
+
+EndIf
+
diff --git a/incompressible_flow/Inc_Species_Transport/primitiveVenturi.su2 b/incompressible_flow/Inc_Species_Transport/primitiveVenturi.su2
new file mode 100644
index 0000000..723c9fb
--- /dev/null
+++ b/incompressible_flow/Inc_Species_Transport/primitiveVenturi.su2
@@ -0,0 +1,7178 @@
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diff --git a/incompressible_flow/Inc_Species_Transport/restart_validation.sh b/incompressible_flow/Inc_Species_Transport/restart_validation.sh
new file mode 100755
index 0000000..6d58273
--- /dev/null
+++ b/incompressible_flow/Inc_Species_Transport/restart_validation.sh
@@ -0,0 +1,117 @@
+# ------------------------------------------------------------------------------------------------ #
+# T. Kattmann, 28.09.2021, restart_validation.sh
+#
+# This script validates that the steady restarts work perfectly in SU2.
+# For the primal-only restart and the primal restart for the adjoint.
+# ------------------------------------------------------------------------------------------------ #
+
+# Prepare useful variable-strings that run primal and adjoint code
+code_dir=$SU2_RUN
+num_cores=1
+config="species3_primitiveVenturi.cfg"
+adapt_config="adapt_fluid.cfg"
+# Iteration number at which to compare restart with full iter. Note this value is the actual screen iteration number, so for FullIter we have to set ITER=compare_iter+1.
+compare_iter=10
+echo "ITER: $compare_iter"
+compare_iter_plus1=$((compare_iter + 1))
+
+# ITER for SingleZone-steady, OUTER_ITER for multizone-steady
+iter_string="ITER"
+
+run_command_primal="  mpirun -n $num_cores $code_dir/SU2_CFD    $adapt_config"
+run_command_adjoint=" mpirun -n $num_cores $code_dir/SU2_CFD_AD $adapt_config"
+
+echo $run_command_primal
+echo $run_command_adjoint
+
+# Extract MESH_FILENAME= name from the provided $config . This is necessary in order to link it into the folders
+# The "^" in the grep signals the beginning of the line so that commented out lines are disregarded ( https://unix.stackexchange.com/questions/60994/how-to-grep-lines-which-does-not-begin-with-or )
+# The cut command extract everyhing between the first and next "="-char ( https://stackoverflow.com/questions/15148796/get-string-after-character )
+# The xargs command trims any unnecessary whitespaces from the string ( https://stackoverflow.com/questions/369758/how-to-trim-whitespace-from-a-bash-variable )
+mesh=$(grep "^MESH_FILENAME=" $config | cut -d "=" -f2 | xargs)
+echo $mesh
+
+# set folder names
+FullIter_dir="1__FullIter"
+FullMinus1Iter_dir="2__FullMinus1Iter"
+PrimalRestart_dir="3__PrimalRestart"
+AdjointRestart_dir="4__AdjointRestart"
+
+echo "Deleting old folders for a fresh test."
+rm -r $FullIter_dir $FullMinus1Iter_dir $PrimalRestart_dir $AdjointRestart_dir
+
+link_config="ln -s ../*.cfg ."
+echo $link_config
+link_mesh="ln -s ../$mesh"
+echo $link_mesh
+
+link_restart0="ln -s ../$FullMinus1Iter_dir/restart.csv solution.csv"
+link_restart1="ln -s ../$FullMinus1Iter_dir/restart.csv solution.csv"
+
+# ------------------------------------------------------------------------------------------------ #
+# Run FullIter and FullMinus1Iter in parallel
+
+mkdir $FullIter_dir
+cd $FullIter_dir
+$link_config
+$link_mesh
+# Change ITER number. The ^ ensures that the string start at the beginning of the line, such that other *ITER= are not changed
+sed "s/^$iter_string=.*/$iter_string=$compare_iter_plus1/g" $config > $adapt_config
+echo "Running full primal."
+$run_command_primal > CFD.log &
+cd ..
+
+mkdir $FullMinus1Iter_dir
+cd $FullMinus1Iter_dir
+$link_config
+$link_mesh
+# Change ITER number
+sed "s/^$iter_string=.*/$iter_string=$compare_iter/g" $config > $adapt_config
+echo "Running full-1 primal."
+$run_command_primal > CFD.log
+cd ..
+
+# ------------------------------------------------------------------------------------------------ #
+# Run primal and adjoint restart in parallel
+
+mkdir $PrimalRestart_dir
+cd $PrimalRestart_dir
+$link_config
+$link_mesh
+$link_restart0
+$link_restart1
+# Change ITER number to 1
+sed "s/^$iter_string=.*/$iter_string=1/g" $config > $adapt_config
+sed -i "s/RESTART_SOL=.*/RESTART_SOL= YES/g"  $adapt_config
+#sed -i "s/RESTART_ITER=.*/RESTART_ITER= $compare_iter/g"  $adapt_config # only applies to unsteady simulations
+echo "Running restarted primal."
+$run_command_primal > CFD.log &
+cd ..
+
+mkdir $AdjointRestart_dir
+cd $AdjointRestart_dir
+$link_config
+$link_mesh
+$link_restart0
+$link_restart1
+# Change ITER number
+sed "s/^$iter_string=.*/$iter_string=1/g" $config > $adapt_config
+echo "Running adjoint."
+$run_command_adjoint > CFD_AD.log
+cd ..
+
+
+# ------------------------------------------------------------------------------------------------ #
+# Postproces results: Print residuals to screen. Remove delimiter using sed and the xargs cuts unnecessary spaces
+delimiter=","
+remove_delimiter="sed "s/$delimiter//g""
+history_file="history.csv"
+tail -n 1 $FullIter_dir/$history_file | $remove_delimiter | xargs > output.txt
+tail -n 1 $PrimalRestart_dir/$history_file | $remove_delimiter | xargs >> output.txt
+delimiter="|"
+remove_delimiter="sed "s/$delimiter//g""
+# retrieve line number
+adj_lineNumber=$(sed -n '/rms_Flow/=' $AdjointRestart_dir/CFD_AD.log)
+# $((..)) necessary to expand number
+sed -n $((adj_lineNumber + 2))p $AdjointRestart_dir/CFD_AD.log | $remove_delimiter | xargs >> output.txt
+cat output.txt
diff --git a/incompressible_flow/Inc_Species_Transport/solution.csv b/incompressible_flow/Inc_Species_Transport/solution.csv
new file mode 100644
index 0000000..e489306
--- /dev/null
+++ b/incompressible_flow/Inc_Species_Transport/solution.csv
@@ -0,0 +1,3511 @@
+"PointID","x","y","Pressure","Velocity_x","Velocity_y","Temperature","Turb_Kin_Energy","Omega","Species_0","Species_1","Pressure_Coefficient","Density","Laminar_Viscosity","Skin_Friction_Coefficient_x","Skin_Friction_Coefficient_y","Heat_Flux","Y_Plus","Residual_Pressure","Residual_Velocity_x","Residual_Velocity_y","Residual_Temperature","Residual_TKE","Residual_Omega","Residual_Species_0","Residual_Species_1","Eddy_Viscosity"
+0, 0.000000000000000e+00, 0.000000000000000e+00, 2.637198446048559e+00, 9.979056747419123e-01, -1.881294636746917e-05, 9.999999999999999e-01, 3.726699577136241e-03, 2.557814070737491e+01, 4.997609439509659e-01, 4.997609439064212e-01, 5.274396892097117e+00, 1.000000000000000e+00, 1.458439571647119e-05, 0.000000000000000e+00, 0.000000000000000e+00, 0.000000000000000e+00, 0.000000000000000e+00, -0.000000000000000e+00, -1.511710163736319e-19, 1.233703487675888e-18, -2.825327937044821e-14, -0.000000000000000e+00, -3.469446951953614e-18, -4.607859233063394e-18, -4.499439015814843e-18, 1.456986111606512e-04
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diff --git a/incompressible_flow/Inc_Species_Transport/species3_primitiveVenturi.cfg b/incompressible_flow/Inc_Species_Transport/species3_primitiveVenturi.cfg
new file mode 100644
index 0000000..cadedc7
--- /dev/null
+++ b/incompressible_flow/Inc_Species_Transport/species3_primitiveVenturi.cfg
@@ -0,0 +1,139 @@
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+%                                                                              %
+% SU2 configuration file                                                       %
+% Case description: Species mixing with 3 species, i.e. 2 transport equations  %
+% Author: T. Kattmann                                                          %
+% Institution: Bosch Thermotechniek B.V.                                       %
+% Date: 2021/10/14                                                             %
+% File Version 7.2.1 "Blackbird"                                               %
+%                                                                              %
+%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
+
+% ------------- DIRECT, ADJOINT, AND LINEARIZED PROBLEM DEFINITION ------------%
+%
+SOLVER= INC_RANS
+KIND_TURB_MODEL= SST
+%
+% ---------------- INCOMPRESSIBLE FLOW CONDITION DEFINITION -------------------%
+%
+INC_DENSITY_MODEL= CONSTANT
+INC_DENSITY_INIT= 1.1766
+%
+INC_VELOCITY_INIT= ( 1.00, 0.0, 0.0 )
+%
+INC_ENERGY_EQUATION= YES
+INC_TEMPERATURE_INIT= 300.0
+%
+INC_NONDIM= INITIAL_VALUES
+%
+% -------------------- FLUID PROPERTIES ------------------------------------- %
+%
+FLUID_MODEL= CONSTANT_DENSITY
+%
+CONDUCTIVITY_MODEL= CONSTANT_CONDUCTIVITY
+THERMAL_CONDUCTIVITY_CONSTANT= 0.0357
+%
+PRANDTL_LAM= 0.72
+TURBULENT_CONDUCTIVITY_MODEL= NONE
+PRANDTL_TURB= 0.90
+%
+VISCOSITY_MODEL= CONSTANT_VISCOSITY
+MU_CONSTANT=  1.716E-5
+%
+% -------------------- BOUNDARY CONDITION DEFINITION --------------------------%
+%
+MARKER_HEATFLUX= ( wall, 0.0 )
+MARKER_SYM= ( axis )
+%
+SPECIFIED_INLET_PROFILE= NO
+INLET_FILENAME= inlet_venturi.dat
+INC_INLET_TYPE=  VELOCITY_INLET VELOCITY_INLET
+MARKER_INLET= ( gas_inlet,       300, 1.0, 1.0,  0.0, 0.0,\
+                air_axial_inlet, 300, 1.0, 0.0, -1.0, 0.0 )
+SPECIES_USE_STRONG_BC= NO
+MARKER_INLET_SPECIES= (gas_inlet,       0.5, 0.5,\
+                       air_axial_inlet, 0.6, 0.0 )
+%
+INC_OUTLET_TYPE= PRESSURE_OUTLET
+MARKER_OUTLET= ( outlet, 0.0 )
+%
+% ------------- COMMON PARAMETERS DEFINING THE NUMERICAL METHOD ---------------%
+%
+NUM_METHOD_GRAD= WEIGHTED_LEAST_SQUARES
+%
+CFL_NUMBER= 2000
+CFL_REDUCTION_SPECIES= 1.0
+CFL_REDUCTION_TURB= 1.0
+%
+% Run commented Iter for good results
+ITER= 1000
+%
+% ------------------------ LINEAR SOLVER DEFINITION ---------------------------%
+%
+LINEAR_SOLVER= FGMRES
+LINEAR_SOLVER_PREC= ILU
+LINEAR_SOLVER_ERROR= 1E-8
+LINEAR_SOLVER_ITER= 5
+
+% -------------------- FLOW NUMERICAL METHOD DEFINITION -----------------------%
+%
+CONV_NUM_METHOD_FLOW= FDS
+MUSCL_FLOW= YES
+SLOPE_LIMITER_FLOW = NONE
+TIME_DISCRE_FLOW= EULER_IMPLICIT
+%
+% -------------------- SCALAR TRANSPORT ---------------------------------------%
+%
+KIND_SCALAR_MODEL= PASSIVE_SCALAR
+DIFFUSIVITY_MODEL= CONSTANT_DIFFUSIVITY
+DIFFUSIVITY_CONSTANT= 0.001
+%
+CONV_NUM_METHOD_SPECIES= SCALAR_UPWIND
+MUSCL_SPECIES= NO
+SLOPE_LIMITER_SPECIES = NONE
+%
+TIME_DISCRE_SPECIES= EULER_IMPLICIT
+%
+SPECIES_INIT= 1.0, 0.0
+SPECIES_CLIPPING= YES
+SPECIES_CLIPPING_MIN= 0.0, 0.0
+SPECIES_CLIPPING_MAX= 1.0, 1.0
+%
+% -------------------- TURBULENT TRANSPORT ---------------------------------------%
+%
+CONV_NUM_METHOD_TURB= SCALAR_UPWIND
+MUSCL_TURB= NO
+%
+% --------------------------- CONVERGENCE PARAMETERS --------------------------%
+%
+CONV_FIELD= RMS_PRESSURE, RMS_VELOCITY-X, RMS_VELOCITY-Y, RMS_TKE, RMS_SPECIES
+CONV_RESIDUAL_MINVAL= -18
+CONV_STARTITER= 10
+%
+% ------------------------- INPUT/OUTPUT INFORMATION --------------------------%
+%
+MESH_FILENAME= primitiveVenturi.su2
+%
+SCREEN_OUTPUT= INNER_ITER WALL_TIME \
+               RMS_PRESSURE RMS_VELOCITY-X RMS_VELOCITY-Y RMS_TKE RMS_DISSIPATION RMS_SPECIES_0 RMS_SPECIES_1 \
+               LINSOL_ITER LINSOL_RESIDUAL \
+               LINSOL_ITER_TURB LINSOL_RESIDUAL_TURB \
+               LINSOL_ITER_SPECIES LINSOL_RESIDUAL_SPECIES \
+               SURFACE_SPECIES_0
+SCREEN_WRT_FREQ_INNER= 10
+%
+HISTORY_OUTPUT= ITER RMS_RES LINSOL SPECIES_COEFF SPECIES_COEFF_SURF
+CONV_FILENAME= history
+MARKER_ANALYZE= gas_inlet, air_axial_inlet, outlet
+MARKER_ANALYZE_AVERAGE= AREA
+%
+OUTPUT_FILES= RESTART_ASCII, PARAVIEW_MULTIBLOCK
+VOLUME_OUTPUT= RESIDUAL, PRIMITIVE
+OUTPUT_WRT_FREQ= 1000
+%
+RESTART_SOL= NO
+READ_BINARY_RESTART= NO
+RESTART_FILENAME= restart
+SOLUTION_FILENAME= solution
+%
+WRT_PERFORMANCE= YES