FOURIERSERIES - University of Limerick 1. PeriodicFunctions Recall that f has period T if f(x + T) =...

16
f T f (x + T )= f (x) x f g T h(x)= af (x)+ bg(x) a b h(x + T )= af (x + T )+ bg(x + T ) = af (x)+ bg(x)= h(x) h T 2π 2π 2π a 0 2 + a 1 cos x + b 1 sin x + a 2 cos 2x + b 2 sin 2x + ... a 0 a 1 a 2 ... b 1 b 2 b 3 ... 2π 2π f (x) f (x)= a 0 2 + X 1 (a n cos nx + b n sin nx) a 0 Z π -π f (x) dx = a 0 2 Z π -π dx + X n=1 a n Z π -π cos nx dx + X n=1 b n Z π -π sin nx dx = πa 0 +0+0 a 0 = 1 π Z π -π f (x) dx

Transcript of FOURIERSERIES - University of Limerick 1. PeriodicFunctions Recall that f has period T if f(x + T) =...

Page 1: FOURIERSERIES - University of Limerick 1. PeriodicFunctions Recall that f has period T if f(x + T) = f(x) for all x. ... can also nd Fourier series for functions de ned on an interval

FOURIER SERIES

1. Periodic Functions

Recall that f has period T if f(x + T ) = f(x) for all x. If f and g are periodic

with period T , then if h(x) = af(x) + bg(x), where a and b are constants,

h(x + T ) = af(x + T ) + bg(x + T )

= af(x) + bg(x) = h(x)

and thus h also has period T .

1.1. Functions of period 2π. We want to represent general functions ofperiod 2π in terms of cosine and sine functions which also have period 2π, i.e., bythe trigonometric series:

a0

2+ a1 cosx + b1 sin x + a2 cos 2x + b2 sin 2x + . . .

where a0, a1, a2, . . . and b1, b2, b3, . . . are real constants, the coe�cients of theseries.Clearly, since each term of this in�nite series has period 2π, if it converges its sumwill also have period 2π.Assume then that we can write f(x) as

f(x) =a0

2+

∞∑1

(an cosnx + bn sin nx)

We have to determine the coe�cients:

• To determine a0:∫ π

−π

f(x) dx =a0

2

∫ π

−π

dx +∞∑

n=1

an

∫ π

−π

cos nx dx

+∞∑

n=1

bn

∫ π

−π

sin nx dx

= πa0 + 0 + 0

Thus, a0 =1π

∫ π

−π

f(x) dx

1

Page 2: FOURIERSERIES - University of Limerick 1. PeriodicFunctions Recall that f has period T if f(x + T) = f(x) for all x. ... can also nd Fourier series for functions de ned on an interval

2 FOURIER SERIES

• To determine an:

∫ π

−π

f(x) cos mxdx = a0

∫ π

−π

cosmxdx +∞∑

n=1

an

∫ π

−π

cosmx cosnx dx

+∞∑

n=1

bn

∫ π

−π

cos mx sin nx dx

Remark 1.1.∫ π

−π

cosmx cosnx dx =12

[∫ π

−π

cos(m + n)x dx +∫ π

−π

cos(m− n) dx

]

=12

{[sin(m + n)x

m + n

−π

+[sin(m− n)x

m− n

−π

}

= 0

unless n = m, in which case∫ π

−π

cos mx cosnx dx = π

Similarly

∫ π

−π

cos mx sinnx dx =12

[∫ π

−π

sin(m + n)x dx +∫ π

−π

sin(n−m) dx

]

= −12

{[cos(m + n)x

m + n

−π

+[sin(n−m)x

n−m

−π

}

= 0

(even when m = n Thus∫ π

−π

f(x) cos mxdx = πam

and so

an =1π

∫ π

−π

f(x) cos nx dx

and similarly

bn =1π

∫ π

−π

f(x) sin nx dx

These formulae for the coe�cients a0, an and bn are called the Euler formulae.Note that the formula for a0 is formally the same as that for an and so we canwrite:

an =1π

∫ π

−π

f(x) cos nx dx

bn =1π

∫ π

−π

f(x) sin nx dx

Page 3: FOURIERSERIES - University of Limerick 1. PeriodicFunctions Recall that f has period T if f(x + T) = f(x) for all x. ... can also nd Fourier series for functions de ned on an interval

1. PERIODIC FUNCTIONS 3

Note If f(x) is periodic with period 2π then∫ π

−πf(x) dx can be integrated over

any interval of length 2π, e.g.,∫ 2π

0f(x) dx

The expression

a0

2+

∞∑n=1

(an cos nx + bn sin nx)

is called the Fourier series for f(x) with Fourier coe�cients a0, an and bn.Example. Square wave

f(x) =

−k, −π < x < 0

k, 0 < x < πf(x + 2π) = f(x)

k

0

-k

Figure 1. f(x)

a0 = 0

an =1π

∫ π

−π

f(x) cos nx dx

=1π

[∫ 0

−π

(−k) cos nx dx +∫ π

0

k cosnx dx

]

=1π

{[−k

nsin nx

]0

−π

+[

k

nsinnx

0

}

= 0

Page 4: FOURIERSERIES - University of Limerick 1. PeriodicFunctions Recall that f has period T if f(x + T) = f(x) for all x. ... can also nd Fourier series for functions de ned on an interval

4 FOURIER SERIES

bn =1π

∫ π

−π

f(x) sin nx dx

=1π

[∫ 0

−π

(−k) sin nx dx +∫ π

0

k sin nx dx

]

=1π

{[k

ncos nx

]0

−π

−[

k

ncos nx

0

}

=k

nπ{cos 0− cos(−nπ)− cos(nπ) + cos 0}

=2k

nπ{1− cos nπ}

=2k

nπ[1− (−1)n]

=

0, neven4knπ , nodd

Thus, b1 = 4kπ , b2 = 0, b3 = 4k

3π , b4 = 0, etc. and the Fourier series is

4k

π

[sin x +

13

sin 3x +15

sin 5x + . . .

]

k

0

-k

1 term of series

k

0

-k

2 terms of series

k

0

-k

3 terms of series

k

0

-k

10 terms of series

Figure 2. Fourier series for f(x)

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1. PERIODIC FUNCTIONS 5

Formal de�nition. If f(x) is periodic, with period 2π, piecewise continuous in[−π, π], has a left and right-hand derivative at each x0 ∈ [−π, π], then its Fourierseries is convergent to f(x), except at a discontinuity x0, where the sum is 1

2[f(x0+

0) + f(x0 − 0)].

Remark 1.2. The left hand derivative of f at x0 is

limh→0−

f(x0 − 0)− f(x0 − h)h

where f(x0− 0) = limx→x0− f(x) and similarly the right hand derivative of f at x0

islim

h→0+

f(x0 + h)− f(x0 + 0)h

We can in these circumstances write

f(x) =a0

2+

∞∑n=1

(an cosnx + bn sin nx)

Example. Saw-tooth wave.

f(x) =

−x, −π ≤ x ≤ 0

x, 0 ≤ x ≤ π

with period 2π

0

π

0 π 2π 3π 4π−π−2π−3π−4π

Figure 3. f(x)

a0 =1π

∫ π

−π

f(x) dx =1π

[∫ 0

−π

(−x) dx +∫ π

0

x dx

]

=2π

∫ π

0

x dx

=2π

[x2

2

0

= π

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6 FOURIER SERIES

an =1π

∫ π

−π

f(x) cos nx dx

=1π

[∫ 0

−π

(−x) cos nx dx +∫ π

0

x cos nx dx

]

=2π

∫ π

0

x cosnx dx

=2π

{[x

nsin nx

0− 1

n

∫ π

0

sin nx dx

}

=2π

{0 +

1n2

[cos nx]π0

}

=2

n2π[cos nπ − 1]

=

0, neven

− 4n2π , nodd

bn =1π

∫ π

−π

f(x) sin nx dx

=1π

[∫ 0

−π

(−x) sin nx dx +∫ π

0

x sinnx dx

]

= 0

Thus

f(x) =π

2− 4

π

∞∑n=1

n odd

cos nx

n2

2− 4

π

[cosx +

cos 3x

9+

cos 5x

25+ . . .

]

π

0 π 2π 3π 4π−π−2π−3π−4π

Figure 4. First 4 terms of Fourier series for f(x)

Page 7: FOURIERSERIES - University of Limerick 1. PeriodicFunctions Recall that f has period T if f(x + T) = f(x) for all x. ... can also nd Fourier series for functions de ned on an interval

1. PERIODIC FUNCTIONS 7

Remark 1.3. If f(x) and g(x) each have Fourier series expansions, then the Fourierseries for the sum f(x) + g(x) is just the sum of the two expansions.

For example, the Fourier series of the square wave f(x) =

k, 0 < x < π

−k, −π < x < 0with

period 2π was shown to be4k

π

[sin x +

13

sin 3x +15

sin 5x + . . .

]

Thus the Fourier series for g(x) =

2k, 0 < x < π

0, −π < x < 0with period 2π is

k +4k

π

[sin x +

13

sin 3x +15

sin 5x + . . .

]

1.2. Functions of arbitrary period. Let f(x) have period 2`. If we makethe substitution u =

π

`x, then, whenx = ±`, u = ±π and so f is periodic in the

new variable u with period 2π and thus if f has a Fourier series, then

f(x) = f

(`

πu

)= a0 +

∞∑n=1

(an cos nu + bn sinnu)

where

an =1π

∫ π

−π

f

(`

πu

)cos nudu

bn =1π

∫ π

−π

f

(`

πu

)sin nudu

or, in terms of x, where u =π

`x ⇒ du =

π

`dx

an = 1`

∫ `

−`f(x) cos nπx

` dx

bn = 1`

∫ `

−`f(x) sin nπx

` dx

and

f(x) =a0

2+

∞∑n=1

(an cos

nπx

`+ bn sin

nπx

`

)

Example. Recti�ed sine wave.

f(x) = sin πx 0 < x < 1

f(x + 1) = f(x)

Note: ` = 12 .

Page 8: FOURIERSERIES - University of Limerick 1. PeriodicFunctions Recall that f has period T if f(x + T) = f(x) for all x. ... can also nd Fourier series for functions de ned on an interval

8 FOURIER SERIES

00.10.20.30.40.50.60.70.80.9

1

0 0.5 1 1.5 2 2.5 3 3.5 4

Figure 5. f(x) = |sinπx|

a0 = 2∫ 1/2

−1/2

f(x) dx = 2∫ 1

0

f(x) dx

= 2∫ 1

0

sin πx dx = − 2π

[cos πx]10

=4π

an = 2∫ 1

0

sin πx cos 2nπx dx

=∫ 1

0

sin(2n + 1)πx dx +∫ 1

0

sin(2n− 1)πx dx

= − 1(2n + 1)π

[cos(2n + 1)πx]10 −1

(2n− 1)π[cos(2n− 1)πx]10

= − 1(2n + 1)π

(−2)− 1(2n− 1)π

(−2)

=2

(2n + 1)π+

2(2n− 1)π

=8n

(4n2 − 1)π

bn = 2∫ 1

0

sin πx sin 2nπx dx

=∫ 1

0

cos(2n− 1)πx dx−∫ 1

0

cos(2n + 1)πx dx

=1

(2n− 1)π[sin(2n− 1)πx]10 −

1(2n + 1)π

[sin(2n + 1)πx]10

= 0

So,

f(x) =2π

+∞∑

n=1

8n

(4n2 − 1)πcos 2nπx

=2π

+8π

[cos 2πx

3+

2 cos 4πx

15+ . . .

]

Remark 1.4. In each of the last two examples f(x) = f(−x) for all x and in eachcase the coe�cients bn turned out to be zero. Was this a coincidence or can somework be saved by making use of this property?

Page 9: FOURIERSERIES - University of Limerick 1. PeriodicFunctions Recall that f has period T if f(x + T) = f(x) for all x. ... can also nd Fourier series for functions de ned on an interval

2. HALF-RANGE EXPANSIONS. 9

1.3. Even and odd functions. The function f is said to be even if f(−x) =

f(x) for all x. For example, the functions cosx, 1, x2, x4 are even,Similarly, f is said to be odd if f(−x) = −f(x) for all x. For example, the functionssin x, x, x3 are odd.If f(x) is even then

∫ k

−k

f(x) dx =∫ 0

−k

f(x) dx +∫ k

0

f(x) dx

(u = −x, f(x) = f(−u) = f(u)) =∫ k

0

f(u) du +∫ k

0

f(x) dx

(du = −dx) = 2∫ k

0

f(x) dx

Similarly, if f(x) is odd, them∫ k

−kf(x) dx = 0 Note that if f(x) is even and g(x)

is odd then if h(x) = f(x)g(x), h(−x) = f(x)[−g(x)] = −h(x) and so h is odd.Thus, if f(x) is even, the product f(x) sin nπx

` is odd and hence bn = 0. Similarly,if f(x) is odd, the product f(x) cos nπx

` is odd and hence an = 0, and obviouslya0 = 0 also. Thus, we have the following:The Fourier series of an even function f(x) of period 2` is a Fourier cosine series:

f(x) =a0

2+

∞∑n=1

an cosnπ

`x

where

an =2`

∫ `

0

f(x) cosnπx

`dx

The Fourier series of an odd function f(x) of period 2` is a Fourier sine series:

f(x) =∞∑

n=1

bn sinnπ

`x

where

bn =2`

∫ `

0

f(x) sinnπx

`dx

2. Half-range expansions.

Even though Fourier series were introduced for periodic functions on (−∞,∞), wecan also �nd Fourier series for functions de�ned on an interval [0, `], by �ndingeither even or odd periodic extensions of period 2` as follows:

Page 10: FOURIERSERIES - University of Limerick 1. PeriodicFunctions Recall that f has period T if f(x + T) = f(x) for all x. ... can also nd Fourier series for functions de ned on an interval

10 FOURIER SERIES

2.1. Periodic extensions.

Definition 2.1. The even periodic extension f1(x) of period 2` of the functionf(x) de�ned on [0, `] is

f1(x) =

f(x), 0 ≤ x ≤ `

f(−x), −` ≤ x ≤ 0

with f1(x + 2`) = f(x)

f1(x) has a Fourier cosine series:

f1(x) =a0

2+

∞∑n=1

an cosnπ

`x

where

an =2`

∫ `

0

f(x) cosnπx

`dx

This can now be regarded as a Fourier cosine series for f(x) on the interval 0 ≤ x ≤ `

if we restrict x to that interval, i.e.,

⇒ f(x) =a0

2+

∞∑n=1

an cosnπx

`

for 0 ≤ x ≤ `

Definition 2.2. The odd periodic extension f2(x) of period 2` of the function f(x)

de�ned on [0, `] is

f2(x) =

f(x), 0 < x < `

−f(−x), −` < x < 0

with f2(x + 2`) = f(x)

f2(x) has a Fourier sine series:

f2(x) =∞∑

n=1

bn sinnπ

`x

where

bn =2`

∫ `

0

f(x) sinnπx

`dx

This can now be regarded as a Fourier sine series for f(x) on the interval 0 ≤ x ≤ `

if we restrict x to that interval, i.e.,

f(x) =∞∑

n=1

bn sinnπx

`

for 0 < x < `

Page 11: FOURIERSERIES - University of Limerick 1. PeriodicFunctions Recall that f has period T if f(x + T) = f(x) for all x. ... can also nd Fourier series for functions de ned on an interval

2. HALF-RANGE EXPANSIONS. 11

Example.

f(x) =

x, 0 ≤ x ≤ 1

2− x, 1 ≤ x ≤ 2

Fourier cosine series

f(x) =a0

2+

∞∑n=1

an cosnπx

20 ≤ x ≤ 2

where

a0 =∫ 2

0

f(x) dx

={∫ 1

0

x dx +∫ 2

1

(2− x) dx

}

=

{[x2

2

]1

0

+[2x− x2

2

]2

1

}

={

12

+ (4− 2)− (2− 12)}

={

12

+12

}= 1

an =12

∫ 2

0

f(x) cosnπx

2dx

=∫ 1

0

x cosnπx

2dx +

∫ 2

1

(2− x) cosnπx

2dx

u = x dv = cosnπx

2dx | u = (2− x) dv = cos

nπx

2dx

du = dx v =2

nπsin

nπx

2| du = −dx v =

2nπ

sinnπx

2

⇒ an =2

[x sin

nπx

2

]1

0− 2

∫ 1

0

sinnπx

2dx

+2

[(2− x) sin

nπx

2

]2

1+

2nπ

∫ 2

1

sinnπx

2dx

=2

nπsin

2+

4n2π2

[cos

nπx

2

]1

0

− 2nπ

sinnπ

2− 4

n2π2

[cos

nπx

2

]2

1

=4

n2π2

(cos

2− 1− cosnπ + cos

2

)

=4

n2π2

(2 cos

2− 1− cosnπ

)

Page 12: FOURIERSERIES - University of Limerick 1. PeriodicFunctions Recall that f has period T if f(x + T) = f(x) for all x. ... can also nd Fourier series for functions de ned on an interval

12 FOURIER SERIES

Note that

cosnπ

2=

0, n odd

1, n/2 even

−1, n/2 odd

Thus, n odd ⇒ an = 0 n even and n/2 even ⇒ an =4

n2π2(2− 2) = 0 n even and

n/2 odd ⇒ an =4

n2π2(−2− 2) = − 16

n2π2

3. Fourier series solutions of di�erential equations

There is an immediate application of Fourier series in the solution of constantcoe�cient second order linear di�erential equations, i.e., equations of the form

y′′ + ay′ + by = R(x)

where a and b are constants. The solution of this equation can be written as

y(x) = yh(x) + yp(x)

the sum of the solution of the homogeneous equation y′′h + ay′h + byh = 0 and aparticular integral or solution yp(x) of the original di�erential equation. Recallthat if R(x) is a constant or a cosine or sine term, the particular solution of thisequation can be found by the method of undetermined coe�cients. Thus, if R(x)

can be expanded in a Fourier series, the solution can also be found in same way.Example

y′′ + y′ = r(x)

where

r(x) =

x, 0 ≤ x ≤ 1

2− x, 1 ≤ x ≤ 2

To �nd yh the solution of the homogeneous equation

y′′h + y′h = 0

let yh = eλx; substituting we obtain (λ2 + λ)eλx = 0 and thus the characteristicequation λ(λ + 1) = 0 which has roots 0 and −1. Thus yh = A + Be−x where A

and B are arbitrary constants.To �nd now the particular solution yp corresponding to the RHS r(x), note thatwe have already found a Fourier cosine series expansion for r(x), i.e.,

r(x) =a0

2+

∞∑n=1

an cosnπx

20 ≤ x ≤ 2

where

Page 13: FOURIERSERIES - University of Limerick 1. PeriodicFunctions Recall that f has period T if f(x + T) = f(x) for all x. ... can also nd Fourier series for functions de ned on an interval

3. FOURIER SERIES SOLUTIONS OF DIFFERENTIAL EQUATIONS 13

a0 = 1

an =4

n2π2

(2 cos

2− 1− cosnπ

)

The particular solution will take the form

yp = y0 +∞∑

n=1

yn

where y0 is the particular solution corresponding to the constant term a02 and yn

is the particular solution corresponding to an cos nπx2 for each n.

Note that y0 would usually be a constant (as a0 is) but, as one of the solutions ofthe homogeneous equations is constant, in this case

y0 = c0x

for some constant c0. Substituting into the equation

y′′0 + y′0 =a0

2

we obtainc0 =

a0

2=

12

Similarly yn satis�es the equation

y′′n + y′n = an cosnπx

2

yn takes the form

yn = An cosnπx

2+ Bn sin

nπx

2and has derivatives

y′n = −nπ

2An sin

nπx

2+

2Bn cos

nπx

2

y′′n = −(nπ

2

)2

An cosnπx

2−

(nπ

2

)2

Bn sinnπx

2

Substituting for y′′n and y′n then gives[−

(nπ

2

)2

An +nπ

2Bn

]cos

nπx

2−

[(nπ

2

)2

Bn +nπ

2An

]sin

nπx

2= an cos

nπx

2

and equating the coe�cients of cos nπx2 and sin nπx

2 on each side of the equation weobtain

−(nπ

2

)2

An +nπ

2Bn = an

(nπ

2

)2

Bn +nπ

2An = 0

Page 14: FOURIERSERIES - University of Limerick 1. PeriodicFunctions Recall that f has period T if f(x + T) = f(x) for all x. ... can also nd Fourier series for functions de ned on an interval

14 FOURIER SERIES

The second equation givesAn = −nπ

2Bn

and substituting in the �rst equation we obtain[(nπ

2

)3

+nπ

2

]Bn = an

orBn =

an[(nπ2

)2 + 1]

nπ2

and consequentlyAn = − an[(

nπ2

)2 + 1]

Thus, the general solution of the di�erential equation is

y = A + Be−x +x

2+

∞∑n=1

[An cos

nπx

2+ Bn sin

nπx

2

]

with An and Bn as above.Example. RLC circuit

Ld2i

dt2+ R

di

dt+

1C

i =dv(t)dt

where L = 10 henrys, R = 100 ohms, C = 0.01 farads; i.e.,

10d2i

dt2+ 100

di

dt+ 100i =

dv(t)dt

We �rst �nd the solution ih of the homogeneous equation

10d2i

dt2+ 100

di

dt+ 100i = 0

by setting i = eλt and substituting to obtain the charactertistic equation

10λ2 + 100λ + 100 = 0

which has two (negative) roots λ1,2 = −5 ±√15 Thus ih = Aeλ1t + Beλ2t → 0 as

t →∞.

Now, consider the case where v(t) = 100t(π2 − t2) volts for −π < t < π and let v

have period 2π.We now can �nd a particular integral ip of the di�erential equation by expandingv′(t) = dv(t)

dt in a Fourier series and then �nding a particular solution correspondingto each term of the series.

v′(t) = 100(π2 − 3t2)

and since v′(−t) = v′(t), v′(t) is even and so has a Fourier cosine series:

v′(t) =a0

2+

∞∑1

an cosnt

Page 15: FOURIERSERIES - University of Limerick 1. PeriodicFunctions Recall that f has period T if f(x + T) = f(x) for all x. ... can also nd Fourier series for functions de ned on an interval

3. FOURIER SERIES SOLUTIONS OF DIFFERENTIAL EQUATIONS 15

where

a0 =2π

∫ π

0

v′(t) dt

=2π

∫ π

0

100(π2 − 3t2) dt

=200π

[π2t− t3

0

=200π

(π3 − π3

)

= 0

Or we could simply note that∫ π

0

v′(t) dt = [v(t)]π0 = v(π)− v(0) = 0

an =2π

∫ π

0

v′(t) dt

=2π

{∫ π

0

100π2 cos nt dt−∫ π

0

300t2 cos nt dt

}

=2π

{100π2

n[sinnt]π0 − 300

([t2

nsin nt

0

− 2n

∫ π

0

t sin nt dt

)}

=1200nπ

∫ π

0

t sin nt dt

=1200nπ

{−

[t

ncosnt

0

+1n

∫ π

0

cosnt dt

}

= −1200n2

cos nπ +1200n3π

[sinnt]π0

= (−1)n+1 1200n2

That isv′(t) = 1200

(cos t− 1

4cos 2t +

19

cos 3t− . . .

)

Let in be the particular integral corresponding to cos nt

n2.This takes the form

in = An cosnt + Bn sinnt

where An and Bn are constants (which depend on n)

i′n = −nAn sin nt + nBn cos nt

andi′′n = −n2An cosnt− n2Bn sin nt

Substituting into the equation for in, i.e.,

10d2indt2

+ 100dindt

+ 100in =cos nt

n2

Page 16: FOURIERSERIES - University of Limerick 1. PeriodicFunctions Recall that f has period T if f(x + T) = f(x) for all x. ... can also nd Fourier series for functions de ned on an interval

16 FOURIER SERIES

gives

(−10n2An+100nBn+100An) cos nt+(−10n2Bn−100nAn+100Bn) sin nt =cosnt

n2

Equating the coe�cients of cosnt and sin nt on each side of this equation (anddividing by 10) gives

(10− n2)Bn − 10nAn = 0

(10− n2)An + 10nBn =1

10n2

Thus the �rst equation ⇒An =

10− n2

10nBn

and substituting this for An in the second equation gives[(10− n2)2

10n+ 10n

]Bn =

110n2

or [(10− n2)2 + 100n2

10n

]Bn =

110n2

and soBn =

1n [(10− n2)2 + 100n2]

and consequentlyAn =

10− n2

10n2 [(10− n2)2 + 100n2]Therefore the particular integral for v′(t) is

ip = 1200∞∑

n=1

(−1)n+1 [An cos nt + Bn sin nt]

with An and Bn de�ned as above.