This page was generated from unit-2.4-Maxwell/Maxwell.ipynb.

2.4 Maxwell’s Equations

[Peter Monk: "Finite Elements for Maxwell’s Equations"]

Magnetostatic field generated by a permanent magnet

magnetic flux \(B\), magnetic field \(H\), given magnetization \(M\):

\[\DeclareMathOperator{\Grad}{grad} \DeclareMathOperator{\Curl}{curl} \DeclareMathOperator{\Div}{div} B = \mu (H + M), \quad \Div B = 0, \quad \Curl H = 0\]

Introducing a vector-potential \(A\) such that \(B = \Curl A\), and putting equations together we get

\[\Curl \mu^{-1} \Curl A = \Curl M\]

In weak form: Find \(A \in H(\Curl)\) such that

\[\int \mu^{-1} \Curl A \Curl v = \int M \Curl v \qquad \forall \, v \in H(\Curl)\]

Usually, the permeability \(\mu\) is given as \(\mu = \mu_r \mu_0\), with \(\mu_0 = 4 \pi 10^{-7}\) the permeability of vacuum.

[1]:

from ngsolve import *
from ngsolve.webgui import Draw
from netgen.occ import *

Geometric model and meshing of a bar magnet:

[2]:

# box = OrthoBrick(Pnt(-3,-3,-3),Pnt(3,3,3)).bc("outer")
# magnet = Cylinder(Pnt(-1,0,0),Pnt(1,0,0), 0.3) * OrthoBrick(Pnt(-1,-3,-3),Pnt(1,3,3))
# air = box - magnet
box = Box( (-3,-3,-3), (3,3,3))
box.faces.name = "outer"

magnet = Cylinder((-1,0,0),X, r=0.3, h=2)
magnet.mat("magnet")
magnet.faces.col = (1,0,0)

air = box-magnet
air.mat("air")
shape = Glue([air,magnet])
geo = OCCGeometry(shape)

Draw (shape, clipping={ "z" : -1, "function":True})

mesh = Mesh(geo.GenerateMesh(maxh=2, curvaturesafety=1))
mesh.Curve(3);

[3]:

mesh.GetMaterials(), mesh.GetBoundaries()

[3]:

(('air', 'magnet'),
 ('outer',
  'outer',
  'outer',
  'outer',
  'outer',
  'outer',
  'default',
  'default',
  'default'))

Define space, forms and preconditioner.

  • To obtain a regular system matrix, we regularize by adding a very small \(L_2\) term.

  • We solve magnetostatics, so we can gauge by adding and arbitrary gradient field. A cheap possibility is to delete all basis-functions which are gradients (flag 'nograds')

[4]:

fes = HCurl(mesh, order=3, dirichlet="outer", nograds=True)
print ("ndof =", fes.ndof)
u,v = fes.TnT()

from math import pi
mu0 = 4*pi*1e-7
mur = mesh.MaterialCF({"magnet" : 1000}, default=1)

a = BilinearForm(fes)
a += 1/(mu0*mur)*curl(u)*curl(v)*dx + 1e-8/(mu0*mur)*u*v*dx
c = Preconditioner(a, "bddc")

f = LinearForm(fes)
mag = mesh.MaterialCF({"magnet" : (1,0,0)}, default=(0,0,0))
f += mag*curl(v) * dx("magnet")

ndof = 32867

Assemble system and setup preconditioner using task-parallelization:

[5]:

with TaskManager():
    a.Assemble()
    f.Assemble()

Finally, declare GridFunction and solve by preconditioned CG iteration:

[6]:

gfu = GridFunction(fes)
with TaskManager():
    solvers.CG(sol=gfu.vec, rhs=f.vec, mat=a.mat, pre=c.mat, printrates=True)

CG iteration 1, residual = 0.004809678530125144
CG iteration 2, residual = 0.003322319013244238
CG iteration 3, residual = 0.003311588317754012
CG iteration 4, residual = 0.002746757977924571
CG iteration 5, residual = 0.0014658765270595296
CG iteration 6, residual = 0.001216702499924428
CG iteration 7, residual = 0.0008096582309573255
CG iteration 8, residual = 0.0006570076838867985
CG iteration 9, residual = 0.00047508691834428554
CG iteration 10, residual = 0.00036224214074475817
CG iteration 11, residual = 0.00025441834248533053
CG iteration 12, residual = 0.00016194989094436913
CG iteration 13, residual = 0.0001135830270205204
CG iteration 14, residual = 8.950382818007403e-05
CG iteration 15, residual = 5.3941268122682176e-05
CG iteration 16, residual = 3.916041786794208e-05
CG iteration 17, residual = 2.7082317668301226e-05
CG iteration 18, residual = 1.8249618606529256e-05
CG iteration 19, residual = 1.358636948022189e-05
CG iteration 20, residual = 9.916875918750932e-06
CG iteration 21, residual = 1.1938817276727791e-05
CG iteration 22, residual = 5.660557554920313e-06
CG iteration 23, residual = 3.593714404789892e-06
CG iteration 24, residual = 2.5589075223971637e-06
CG iteration 25, residual = 1.97794777630242e-06
CG iteration 26, residual = 1.2770934678336104e-06
CG iteration 27, residual = 8.740832403638121e-07
CG iteration 28, residual = 5.927228746857265e-07
CG iteration 29, residual = 4.008901703446772e-07
CG iteration 30, residual = 2.8564581969581946e-07
CG iteration 31, residual = 2.0292685846589966e-07
CG iteration 32, residual = 1.31996369871923e-07
CG iteration 33, residual = 9.850315539973116e-08
CG iteration 34, residual = 6.734297422707144e-08
CG iteration 35, residual = 4.7560536814324124e-08
CG iteration 36, residual = 2.9198189406580717e-08
CG iteration 37, residual = 2.6862711488219002e-08
CG iteration 38, residual = 2.3123848985723138e-08
CG iteration 39, residual = 1.3026278377608742e-08
CG iteration 40, residual = 8.395492972522829e-09
CG iteration 41, residual = 5.711979113166637e-09
CG iteration 42, residual = 4.181049842544743e-09
CG iteration 43, residual = 2.79494933946548e-09
CG iteration 44, residual = 1.8595331195830678e-09
CG iteration 45, residual = 1.2654495196838323e-09
CG iteration 46, residual = 8.583836350402363e-10
CG iteration 47, residual = 5.766587160272199e-10
CG iteration 48, residual = 4.2177695087869197e-10
CG iteration 49, residual = 2.7611854813605403e-10
CG iteration 50, residual = 2.1705257943926213e-10
CG iteration 51, residual = 1.28595685791302e-10
CG iteration 52, residual = 8.659871324155606e-11
CG iteration 53, residual = 7.878205757178048e-11
CG iteration 54, residual = 6.738124237160824e-11
CG iteration 55, residual = 3.4796256332286836e-11
CG iteration 56, residual = 2.393977791783479e-11
CG iteration 57, residual = 1.962074646051803e-11
CG iteration 58, residual = 1.3243215088874074e-11
CG iteration 59, residual = 8.534786665245212e-12
CG iteration 60, residual = 5.927207501947553e-12
CG iteration 61, residual = 3.942936576563252e-12
CG iteration 62, residual = 2.6956473884690698e-12
CG iteration 63, residual = 1.7387096364758088e-12
CG iteration 64, residual = 1.2104138562525131e-12
CG iteration 65, residual = 7.62336120524847e-13
CG iteration 66, residual = 4.941740121049755e-13
CG iteration 67, residual = 3.2084284154567585e-13
CG iteration 68, residual = 2.2340336924605655e-13
CG iteration 69, residual = 3.0773421262652435e-13
CG iteration 70, residual = 1.365838548359424e-13
CG iteration 71, residual = 9.423441489560333e-14
CG iteration 72, residual = 6.131560280403428e-14
CG iteration 73, residual = 4.208361083278683e-14
CG iteration 74, residual = 2.768293139252134e-14
CG iteration 75, residual = 1.799473351701961e-14
CG iteration 76, residual = 1.357140183178064e-14
CG iteration 77, residual = 9.995256386291565e-15
CG iteration 78, residual = 6.4511036305271125e-15
CG iteration 79, residual = 3.969310514977842e-15

[7]:

Draw (curl(gfu), mesh, "B-field", draw_surf=False, \
      clipping = { "z" : -1, "function":True}, \
      vectors = { "grid_size":50}, min=0, max=2e-5);

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