Strong, Weak and Finite Element Formulations of 1-D Scalar ...
Strong, Weak and Finite Element Formulations of 1-D Scalar Problems
ME 964; Krishnan Suresh
1. From Strong to Weak
Strong statement:
d dx
-a
du dx
=
f
u(0) = 0;-au,x (1) = -Q
To convert into weak form: 1. Multiply ODE by a virtual function uv(x) satisfying uv(0) = 0 :
( ) -au,x
uv
,x
= fuv
2. Shift Derivatives: Recall that
( ) ( ) ( ) -au,xuv
,x
-au,x
uv +
,x
-au,x
u,vx
Thus, replacing LHS
( ) ( ) -au,xuv ,x - -au,x u,vx = fuv
3. Integrate:
1
1
1
( ) ( ) -au,xuv
dx -
,x
-au,x u,vxdx =
fu v (x )dx
0
0
0
i.e.,
1
1
-au,xuv 10 + au,xu,vxdx = fuv(x)dx
0
0
4. Apply boundary conditions:
1
1
-Quv (1) + au,xu,vxdx = fuv(x)dx
0
0
i.e.,
1
1
au,xu,vxdx = fuv (x)dx + Quv (1)
0
0
5. Arrive at weak statement:
Find u(x),where,u(0) = 0,s.t.
1
1
au,xu,vxdx = fuv (x)dx + Quv (1)
0
0
uv(x)where,uv(0) = 0
(1.1) (1.2) (1.3) (1.4) (1.5) (1.6) (1.7) (1.8)
(1.9)
2. Graphical Interpretation of Strong & Weak Forms
Strong form:
Strong Form
u(x)
Kinetic Law
f (x)
Balance Law
g(x)
q(x)
Material Law
Kinetic Law : g(x) = - du dx
Fourier Law : q(x) = -a du dx
Balance Law : Heat balance in x
q(x + dx) - q(x) = f (x)dx
dq = f dx
d dx
-a
du dx
=
f
Differential Equation :
d dx
-a
du dx
=
f
4
u(x)
Kinetic Law
Weak Forms
f (x)
uv (x)
g(x)
q(x)
Material Law
gv (x)
Kinetic Law : g = - du & g v = - duv
dx
dx
Fourier Law : q = -a du dx
1
1
Virtual Work Law: qg vdx = fuvdx
0
0
1
0
-a
du dx
-
du v dx
dx
=
1 0
fuvdx
1
0 a
du dx
du v dx
dx
=
1 0
fuvdx
7
3. Equivalence
Equation (1.1) is 'equivalent' to Equation (1.9). Consider the example:
d dx
-
du dx
=
1
u(0) = 0;u,x (1) = -1
(1.10)
i.e., f = 1 & Q = -1 The exact solution is u(x) = -x 2 / 2 as one can easily verify. Let us
find the same solution via Equation (1.9). Search for a solution of the form u(x) = Ax + Bx 2 (satisfies the essential boundary condition). Similarly, let
uv(x) = Avx + Bvx 2 . Substituting in Equation (1.9):
Find A & B,s.t.
1
1
(A + 2Bx)(Av + 2Bvx)dx = (Avx + Bvx 2)dx - (Av + Bv )
0
0
Av & Bv
i.e.,
1
1
(Av + 2Bvx)(A + 2Bx)dx = (Avx + Bvx 2)dx - (Av + Bv )
0
i.e.,
{1
Av
0
0
} { } { Bv
21x 1
2x
BAdx =
1 0
Av
} { Bv xx2dx - Av
}Bv 11
i.e.,
{Av
} { Bv
1 0
21x
1
} { 2x dx BA = Av
} { Bv
1 0
xx2 dx
-
Av
}Bv 11
i.e.,
{Av
} Bv
1 0
21x
{ 2x
4x 2
dx
BA
=
Av
} { Bv
1 0
xx2dx -
Av
}Bv 11
i.e.,
{Av
}Bv 11
{ 4
1 /
3
BA
=
Av
} { Bv 11// 23 - Av
}Bv 11
Find A & B,s.t.
(1.11) (1.12) (1.13) (1.14) (1.15) (1.16)
{ } Av
Bv 11
Av & Bv
{ 4
1 /
3
BA
=
Av
}Bv --21// 23
(1.17)
This is true if and only if:
11
4
1 /
3
BA
=
--21
/ /
23
i.e., A = 0, B = -1/ 2 , i.e., u(x) = -x 2 / 2 . We obtain the same solution.
(1.18)
4. Why Weak Formulation?
Consider the example:
d dx
-
du dx
=
1
-1 + x2
u(0) = 0;u,x (1) = 0
(1.19)
It is difficult to integrate Equation (1.19) to obtain the exact solution. So, let us try an approximate solution: u(x) = Ax + Bx 2 where A and B are constants (satisfies the
essential boundary condition). Substituting in Equation (1.19), we have:
-B
=
1
-1 + x2
A + 2B = 0
(1.20)
The above suggests that B is not a constant (that's about it!!). Now consider the weak formulation. As before, let u(x) = Ax + Bx 2 and
uv(x) = Avx + Bvx 2 . Substituting:
Find A & B,s.t.
{ } Av
Bv 11
4
1 /
3
BA
=
1
(Avx
+
B
vx
2
)1
-1 +x
2
dx
0
Av & Bv
Evaluate right hand side numerically, we have:
11
4
1 /
3
BA
=
--00..231446399
i.e., u(x) -0.75x + 0.4x 2
(1.21) (1.22)
Weak formulations naturally promote computing approximate solutions to challenging problems, and are 'equivalent' to strong forms.
5. Finite Element Solutions of Weak Formulation
Consider the model problem: Find u(x),where,u(0) = 0,s.t.
1
1
au,xu,vxdx = fuv (x)dx + Quv (1)
0
0
uv(x)where,uv(0) = 0
Break up the domain into finite elements; thus:
xi+1 au,xu,vxdx =
xi +1
fuvdx + Quv (1)
e xi
e xi
Define linear shape functions:
L1()
=
1
- 2
; L2 ()
=
1
+ 2
,-1
1
Now, let (over a single element):
(1.23) (1.24) (1.25)
x = L1()xi + L2()xi+1
u = L1()ui + L2()ui+1
uv = L1()uiv + L2()uiv+1
Note that:
dx d
= L1,xi
+ L2,xi+1
= xi+1 - xi 2
=h 2
( ) { } u,x
=
2 h
L1,ui + L2,ui+1
=2 h
L1,
L2, uui+i 1
( ) { u,vx
=
2 h
L1,uiv
+
L uv 2, ,i+1
=2 h
uiv
} uv ,i +1
LL21,,
Considering integration over a single element:L
{ xi+1 au,xu,vxdx
xi
=
1
a
-1
2 h
uiv
} { uv ,i +1
LL12,,
2 h
L1,
} L2,
uui+i 1
h 2
d
{ = 2 h
uiv
} uv ,i +1
1 -1
a
LL12,,LL11,,
L1,L2, L2,L2,
d
uui+i 1
and
{ xi+1
1
fuvdx = f uiv
xi
-1
} uv ,i +1
LL21
h 2
d
Thus, from Equation (1.24) and Equation (1.28), we have:
{ e
2 h
uiv
} uv ,i +1
1 -1
a
LL21,,LL11,,
L1,L2, L2,L2,
d
uui+i 1
{ } 1
=
f uiv
e -1
uv ,i +1
LL21
h 2
d
+
Quv
(1)
The element stiffness matrix and element forcing vector are :
Ke
=
h 2
1 -1
a
LL12,,xx
L1,x L1,x
L1,x L2,x
L2,x L2,x
d
fe
=
1 -1
f
LL21
h 2
d
After assembly, and eliminating the virtual variables, we have: Ku = f
where
K = Ke e
f = fe + fQ e
(1.26) (1.27)
(1.28)
(1.29) (1.30) (1.31) (1.32)
................
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