Progressing toward more reliable numerical solutions in the simulation of plasma for magnetic confinement fusion has become a critical issue for the success of the ITER operation. This requires developing rigorous and efficient methods of verification of numerical simulations in any relevant flow regimes of the operation. This paper introduces a new formulation of the Projection on Proper elements method, namely, the independent Projection on Proper elements method to quantify the numerical error by performing a data-driven identification of the mathematical model from the simulation outputs. Based on a statistical postprocessing of the output database, the method provides a measure of the error by estimating the distance between the (numerical) effective and (analytical) theoretical weights of each operator implemented in the mathematical model. The efficiency of the present method is illustrated on turbulent edge plasma simulations based on a drift-reduced Braginskii fluid model in realistic magnetic geometries. The results show the effective order of the numerical method in these multiscale flow regimes as well as the values of the plasma parameters which can be safely simulated with respect to a given discretization. In this sense, the method goes one step further than the Method of Manufactured Solution recently introduced in fusion, and provides an efficient verification procedure of the numerical simulations in any regimes, including turbulent ones that could be generalized to other scientific domains.

1.
T.
Cartier-Michaud
,
P.
Ghendrih
,
Y.
Sarazin
,
J.
Abiteboul
,
H.
Bufferand
,
G.
Dif-Pradalier
,
X.
Garbet
,
V.
Grandgirard
,
G.
Latu
,
C.
Norscini
,
C.
Passeron
, and
P.
Tamain
, “
Projection on proper elements for code control: Verification, numerical convergence, and reduced models. Application to plasma turbulence simulations
,”
Phys. Plasmas
23
(
2
),
020702
(
2016
).
2.
K.
Salari
and
P.
Knupp
, “
Code verification by the method of manufactured solution
,”
Sandia Report No. SAND2000-1444
(2000).
3.
P. J.
Roache
, “
Code verification by the method of manufactured solutions
,”
J. Fluids Eng.
124
(
1
),
4
10
(
2002
).
4.
P.
Knupp
and
K.
Salari
,
Verification of Computer Codes in Computational Science and Engineering
(
CRC Press
,
2002
).
5.
W. L.
Oberkampf
and
T. G.
Trucano
, “
Verification and validation in computational fluid dynamics
,”
Prog. Aerosp. Sci
38
,
209
272
(
2002
).
6.
P.
Tamain
,
P.
Ghendrih
,
H.
Bufferand
,
G.
Ciraolo
,
C.
Colin
,
N.
Fedorczak
,
N.
Nace
,
F.
Schwander
, and
E.
Serre
, “
Multi-scale self-organisation of edge plasma turbulent transport in 3D global simulations
,”
Plasma Phys. Controlled Fusion
57
(
5
),
054014
(
2015
).
7.
F.
Riva
,
P.
Ricci
,
F. D.
Halpern
,
S.
Jolliet
, and
J.
Loizu
, “
A. Mosetto; Verification methodology for plasma simulations and application to a scrape-off layer turbulence code
,”
Phys. Plasmas
21
,
062301
(
2014
).
8.
C. J.
Roy
, “
Review of code and solution verification procedures for computational simulation
,”
J. Comput. Phys.
205
(
1
),
131
156
(
2005
).
9.
T.
Cartier-Michaud
, “
Vérification de Codes et Réduction de Modèles: Application au Transport dans les Plasmas Turbulents
,” Ph.D. thesis (IRFM - Institut de Recherche sur la Fusion par confinement Magnétique and Aix Marseille Univ.,
2016
).
10.
C. S.
Chang
and
S.
Ku
, “
Particle simulation of neoclassical transport in the plasma edge
,”
Contrib. Plasma Phys.
46
(
7-9
),
496
503
(
2006
).
11.
C. S.
Chang
,
S.
Ku
,
G. R.
Tynan
,
R.
Hager
,
R. M.
Churchill
,
I.
Cziegler
,
M.
Greenwald
,
A. E.
Hubbard
, and
J. W.
Hughes
, “
Fast low-to-high confinement mode bifurcation dynamics in a tokamak edge plasma gyrokinetic simulation
,”
Phys. Rev. Lett.
118
(
17
),
175001
(
2017
).
12.
S. I.
Braginskii
, “
Transport processes in a plasma
,” in
Reviews in Plasma Physics
, edited by
M. A.
Leontovich
(
New York Consultant Bureau
,
1965
), Vol.
1
, pp.
205
311
.
13.
A. N.
Simakov
and
P. J.
Catto
, “
Drift-ordered equations for modelling collisional edge plasma
,”
Contrib. Plasma Phys.
44
(
1-3
),
83
94
(
2004
).
14.
B. D.
Dudsona
,
M. V.
Umanskyb
,
X. Q.
Xub
,
P. B.
Snyderc
, and
H. R.
Wilson
, “
BOUT++: A framework for parallel plasma fluid simulations
,”
Comput. Phys. Commun.
180
(
9
),
1467
1480
(
2009
).
15.
P.
Ricci
,
F. D.
Halpern
,
S.
Jolliet
,
J.
Loizu
,
A.
Mosetto
,
A.
Fasoli
,
I.
Furno
, and
C.
Theiler
, “
Simulation of plasma turbulence in scrape-off layer conditions: The GBS code, simulation results and code validation
,”
Plasma Phys. Controlled Fusion
54
,
124047
(
2012
).
16.
V.
Naulin
,
T.
Windisch
, and
O.
Grulke
, “
Three-dimensional global fluid simulations of cylindrical magnetized plasmas
,”
Phys. Plasmas
15
,
012307
(
2008
).
17.
P.
Tamaina
,
H.
Bufferand
,
G.
Ciraolo
,
C.
Colin
,
D.
Galassi
,
Ph.
Ghendrih
,
F.
Schwander
, and
E.
Serre
, “
The TOKAM3X code for edge turbulence fluid simulations of tokamak plasmas in versatile magnetic geometries
,”
J. Comput. Phys.
321
,
606
623
(
2016
).
18.
F.
Riva
,
C.
Colin
,
J.
Denis
,
L.
Easy
,
I.
Furno
,
J.
Madsen
,
F.
Militello
,
V.
Naulin
,
A. H.
Nielsen
,
J. M. B.
Olsen
,
J. T.
Omotani
,
J. J.
Rasmussen
,
P.
Ricci
,
E.
Serre
,
P.
Tamain
, and
C.
Theiler
, “
Blob dynamics in the TORPEX experiment: A multi-code validation
,”
Plasma Phys. Controlled Fusion
58
,
044005
(
2016
).
19.
C.
Colin
,
P.
Tamain
,
F.
Schwander
,
E.
Serre
,
H.
Bufferand
,
G.
Ciraolo
,
N.
Fedorczak
, and
Ph.
Ghendrih
, “
Impact of the plasma-wall contact position on edge turbulent transport and poloidal asymmetries in 3D global turbulence simulations
,”
J. Nucl. Mater.
463
,
654
658
(
2015
).
20.
D.
Galassi
,
P.
Tamain
,
H.
Bufferand
,
G.
Ciraolo
,
Ph.
Ghendrih
,
C.
Baudoin
,
C.
Colin
,
N.
Fedorczak
,
N.
Nace
, and
E.
Serre
, “
Drive of parallel flows by turbulence and large-scale E × B transverse transport in diverted geometry
,”
Nucl. Fusion
57
(
3
),
036029
(
2017
).
21.
P. C.
Stangeby
,
The Plasma Boundary of Magnetic Fusion Devices
(
IOP
,
2000
).
22.
See http://pastix.gforge.inria.fr/ for the homepage of the PaStiX project.
23.
T.
Cartier-Michaud
,
Ph.
Ghendrih
,
G.
Dif-Pradalier
,
X.
Garbet
,
V.
Grandgirard
,
G.
Latu
,
Y.
Sarazin
,
F.
Schwander
, and
E.
Serre
, “
Verification of turbulent simulations using PoPe: Quantifying model precision and numerical error with data mining of simulation output
,”
J. Phys.
1125
,
012005
(
2018
).
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