Biology Reference
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forces (electrostatics). In a hybrid PM approach, such long-range
interactions are modeled by a corresponding field equation that is
then solved on the mesh. In many applications, the fields to be dis-
cretized are gradient fields, such that the corresponding long-range
operator is the Laplace operator and the field equation hence is the
Poisson equation (cf. Fig. 4). This equation can efficiently be solved
using, e.g. FD 79 implemented in a multigrid algorithm, 108 or Poisson
solvers based on fast Fourier transforms. In hybrid PM methods, the
functions K and F in Eq. (1) may thus contain contributions corre-
sponding to the solution of the field equation on the mesh.
Therefore, hybrid methods require
interpolation of the ω p carried by the particles from the irregular
particle locations x p onto the M regular mesh points ( ω m ):
N
h
h
h
ω
=
Q
(
xx
)
ω
m
=
12
, ,
K
,
M
;
(10)
m
mp
p
p
1
and interpolation of the field solution F m (and, similarly, K m
if present) from the mesh to the (not necessarily same) particle
locations ( F p ):
M
h
h
h
F
=
R
(
x
x
)
F
p
=
12
, ,
K
,
N
.
(11)
p
p
mm
m
1
The accuracy of the method depends on the smoothness of K and F ,
on the interpolation functions Q and R , and on the mesh-based discretiza-
tion scheme employed for the solution of the field equations. In order to
achieve high accuracy, the interpolation functions Q and R must be
smooth to minimize local errors, and conserve the moments of the inter-
polated quantity to minimize far-field errors. 27 In addition, it is necessary
that Q is at least of the same order of accuracy as R in order to avoid spu-
rious contributions to F p . 107 This can easily be achieved by selecting the
same interpolation function, W , for both operations: Q
W . Accurate
interpolation functions that conserve the moments of the interpolated
=
R
=
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