1 week 10 generalised functions, or distributions 1.the dirac delta function 2.derivatives of the...
TRANSCRIPT
1
Week 10
Generalised functions, or distributions
1. The Dirac delta function
2. Derivatives of the Dirac delta function
3. Differential equations involving generalised functions
Consider a family of functions δε(x), where x is the variable
and ε is a parameter:
,
.if0
],[if
,if0
)( 12
1
x
x
x
x (1)
1. The Dirac delta function
2
where f(x) is analytic in a certain interval about the point x = 0.
,d)()(
xxfxI
).0(lim0
fI (3)
(2)
Theorem 1:
Consider
Proof:
Represent f(x) by its Taylor series:
...2
)0()0()0()( 2
x
fxffxf (4)
Then
3
hence,
,d...2
)0()0()0(
2
1 2
xx
fxffI
which yields (3) as required. █
).O(032
)0(0)0( 4
2
f
fI
Substitute (1) and (4) into (2):
tends to 0 as ε → 0
4
Consider (2) with f(x) = 1, which yields
At the same time, it follows from (1) that
.1d)(lim0
xx
Q: what kind of function tends to zero at all points except one, but still has non-zero integral (area under the curve)?
.0if0
,0if
,0if0
)(lim0
x
x
x
x
A: It’s called the Dirac delta function, or just delta function. It’s not a usual function though, but a generalised function, or distribution.
5
The delta function [usually denoted by δ(x)] can be defined using infinitely many different families of functions.
,if0
],,0[if)(
],0,[if)(
,if0
)( 2
2
x
xx
xx
x
x
and consider...
Introduce, for example,
(5)
6
,d)()(
xxfxI
),0(lim0
fI
It can be shown that
i.e. the family of functions defined by (5) correspond to the delta function, just like family (1).
where f(x) is analytic in a certain interval about the point x = 0.
7
.1d)(lim0
xx
Then δε(x) corresponds to the delta function, i.e.
)0(d)()(lim0
fxxfx
for any f(x) which is analytic at x = 0.
Let a family of functions δε(x) satisfy
,00)(lim0
xx
Theorem 2:
8
Let
Example 1:
,
.if0
],[if
,if0
)( 2
x
xax
x
x
For which a does this family of functions correspond to δ(x)?
9
Even though generalised functions (GFs) imply an underlying limiting procedure, one often uses a ‘short-hand notation’ treating them as if they were regular functions, e.g.
One should keep in mind, however, that the above equality actually means
).0(d)()( fxxfx
),0(d)()(lim0
fxxfx
where δε(x) is a suitably defined family of functions.
Comment:
Yet, in many cases, the ‘short-hand notation’ can be used to re-arrange expressions involving GFs, and it yields the correct result!
10
Example 2:
,d)()(
xxfxI
where δ'(x) is the delta function’s derivative (we haven’t defined it yet, but let’s consider it anyway and see what happens).Treating δ(x) as a regular function and δ'(x) as its derivative, we integrate (6) by parts...
Consider
(6)
11
Assume that
,as0)()( xxfx
Thus,
.d)()()()()()(
xxfxxfxxfxIxx
which kind of agrees with the fact that, in the proper definition of δ(x), the function δε(x) vanishes outside the
interval (–ε, ε).
.d)()(
xxfxI
Now, recall how δ(x) affects test functions.
)0(f
Recalling also definition (6) of I, we obtain...
12
Even though this equality was derived without following the proper procedure (families of functions, etc.), we’ll later see that (7) correctly describes how the derivative of the delta function affects a test function.
).0(d)()( fxxfx
(7)
13
2. Derivatives of the Dirac delta function
Consider the following family of functions:
.if0
),,0(if
,0if0
),0,(if
,if0
)(2
2
x
x
x
x
x
x
Note that, everywhere except the points x = –ε, 0, +ε, the function δ'ε(x) equals to the derivative of δε(x) defined by
(5). At the ‘exceptional’ points, δε(x) doesn’t have a
derivative, so the values of δ'ε(x) were chosen, more or less, ad hoc.Now, consider...
14
).0(lim0
fI
Proof:
Represent f(x) by its Taylor series
,d...6
)0(
2
)0()0()0()( 32
xx
fx
fxffxI
Observe that δ'ε(x) is odd – hence, every other term of the series in [] doesn’t contribute to the integral, and we obtain...
Theorem 3:
where f(x) is analytic in a certain interval about x = 0.
,d)()(
xxfxI
15
,d...6
)0()0(
12
0
32
xx
fxfI
hence,
),O(12
)0()0( 42
ffI as required.
█
tends to 0 as ε → 0
,d...6
)0()0()( 3
xx
fxfxI
hence,
16
The minus on the r.-h.s. looks ‘unnatural’, but it actually agrees with the result in Example 2 obtained using the short-hand notation.
The ‘short-hand’ form of Theorem 3 is
).0(d)()( fxxfx
Comment:
The family of functions used in Theorem 3 for representing δ'(x) was obtained by differentiating the family of functions defined by (5) and used to represent δ(x).
In principle, we could’ve used a different family, but there’s still a general rule: if δε(x) represents δ(x), then the
derivative of δε(x) represents δ'(x).
Comment:
17
The n-th derivative of δ(x) [denoted by δ(n)(x)] can be defined through any family of functions such that
!.)1(d)(lim )(
0nxxx nnn
,0d)(lim )(
0nmxxx mn
,00)(lim )(
0
xxn
Theorem 4:
18
We shall also use δ(x – x0) and δ'(x – x0), such that
),(d)()( 00 xfxxfxx
).(d)()( 00 xfxxfxx
What’s the equivalent of the above equalities for δ"(x – x0)?
19
Theorem 5:
Let a function g(x) be smooth and strictly monotonic, i.e.
).()(
1))(( 0
0
xxxg
xg
.0)( 0 xg
Then,
. allfor 0or allfor 0 xgxg
Let also g(x) have a single zero at x = x0, i.e.
.0)( 0 xg
Note that, since g(x) is strictly monotonic,
20
.))((
dd
)(
ddd)(d
yxg
yx
xg
yxxxgy
Proof:
Let g'(x0) > 0 and consider
.d)())((
xxfxgI
Let’s change the variable x to y = g(x), so that
(8)
where x(y) is the inverse function to y = g(x).
Observe also that, since y(x0) = 0 and x(y) is the inverse function, it follows that
.)0( 0xx (9)
21
Now, (8) becomes
which can be readily evaluated using the definition of δ(x):
,d))((
))(()( y
yxg
yxfyI
Taking into account (9), we obtain
.))0((
))0((
xg
xfI
.)(
)(
0
0
xg
xfI