Math 118 :: Winter 2009 :: Homework 1 Solution∗ January 18, 2009 1 (a) Z +∞ ĝ(k) = −∞ +∞ e−ikx g(x)dx Z = e−ikx f (x/a)dx −∞ Z +∞ e−ikay f (y)dy =a −∞ = afˆ(ak) (b) Z +∞ ĝ(k) = −∞ Z +∞ = e−ikx g(x)dx e−ikx f (x)dx −∞ Z +∞ eikx f (x)dx = −∞ = fˆ(−k) ∗ contact Kaiyuan Zhang through kzhang@math.stanford.edu for any questions. 1 (c) Z +∞ fˆ(k) = e−ikx f (x)dx −∞ +∞ Z = Z −ikx e 0 Z +∞ = e−ikx f (x)dx + eikx f (−x)dx 0 +∞ = Z +∞ e−ikx f (x)dx + 0 Z e−ikx f (x)dx −∞ Z +∞ 0 Z 0 f (x)dx + eikx f (x)dx 0 +∞ = (e−ikx + eikx )f (x)dx 0 Z +∞ = 2 cos(kx)f (x)dx 0 is real and it is clear that Z +∞ Z ˆ f (−k) = 2 cos(−kx)f (x)dx = 0 +∞ 2 cos(kx)f (x)dx = fˆ(k) (1) 0 (d) Z fˆ(k) = +∞ −∞ Z +∞ = e−ikx f (x)dx Z −ikx e 0 Z +∞ = e−ikx f (x)dx + 0 Z e−ikx f (x)dx −∞ Z +∞ eikx f (−x)dx 0 +∞ = Z e−ikx f (x)dx + 0 Z 0 f (x)dx + +∞ eikx (−f (x))dx 0 +∞ = (e−ikx − eikx )f (x)dx 0 Z = +∞ −2i sin(kx)f (x)dx 0 is imaginary and it is clear that Z +∞ Z fˆ(−k) = −2i sin(−kx)f (x)dx = 0 0 2 +∞ 2i sin(kx)f (x)dx = −fˆ(k) (2) 2 (a) If (2k + 16 )π ≤ x ≤ (2k + 56 )π for some integer k, then sin x ≥ 12 . Therefore, Z +∞ |sinc(x)|dx ≥ +∞ Z X (2k+ 56 )π (2k+ 61 )π −∞ = k=0 +∞ Z (2k+ 5 )π X 6 1 2 1 ≥ 2 = 1/2 dx x 1 6 1 = 6 k=0 +∞ X (2k+ 16 )π ÃZ 1 3 k=0 Z +∞ X (2k+ 56 )π 1 dx + x (2k+ 61 )π (2k+ 13 6 )π (2k+ 16 )π k=0 Z +∞ 1 6π 1 dx x Z (2k+ 96 )π (2k+ 65 )π 1 dx + x Z 1 dx x 1 dx = +∞ x (b) Let ½ rect(λ) = π 0 −1 < λ < 1 otherwise and consider its Fourier inverse transform Z +∞ 1 rect(λ)eiλx dλ 2π −∞ Z 1 1 iλx = e dλ 2 −1 ¯1 1 eiλx ¯¯ = 2 ix ¯−1 1 eix − e−ix 2 ix sin x = = sinc(x) x = Therefore, in the sense of Fourier theory, Z +∞ Z +∞ sinc(x) = e−i·0·x sinc(x) = rect(0) = π −∞ −∞ 3 (2k+ 13 6 )π (2k+ 69 )π ! 1 dx x 3 Take Fourier transform, we have û(k) + K̂(k)û(k) = fˆ(k) Hence û(k) = fˆ(k)/(1 + K̂(k)) and therefore Z +∞ u(x) = eikx −∞ fˆ(k) 1 + K̂(k) dk (3) The condition is K̂(k) 6= −1 4 (a) Z fˆk = π e−ikx f (x)dx −π Z π e−ikx u0 (x)dx Z π ¯π −ikx ¯ =e u(x) −π − u(x)(−ik)e−ikx dx −π Z π = 0 + ik u(x)e−ikx dx = −π −π = ikûk (b) fˆ0 must be zero by the above equation. If the condition holds, the solution is not unique since u(x) + c would also be a solution if u is. (c) h0 = Rπ −π 1dx = 2π and for k 6= 0, Z π ĥk = e−ikx dx −π 1 −ikx π e |−π −ik =0 = 4 (d) In the Fourier coefficients world, the solution is given by ûk = fˆk ik for k 6= 0 and û0 is arbitrary. In the world of the explicit expression, the solution is up to a constant. The conclusion in (c) is consistent with these two results. Since adding a constant to u is equivalent to adding an arbitrary multiple of h(x), which has the Fourier coefficients given above, and therefore it results in the arbitrary selection of û0 . (e) Since we require that u(−π) = u(π), then we have 0 = u(π) − u(−π) Z π = f (x)dx −π = fˆ(0) 5 For distinct k, l ∈ Z, Z π < v k , vl > = vk (x)vl (x)dx −π π Z ce−ikx · c̄eilx dx Z π 2 = |c| ei(l−k)x dx = −π −π ¯π ¯ 1 i(l−k)x ¯ e = |c| · ¯ i(l − k) −π 2 =0 and we also have Z π < v k , vk > = vk (x)vk (x)dx −π Z π ce−ikx · c̄eikx dx Z π 1dx = |c|2 = −π −π 2 = |c| · 2π 5 To normalize it, we need c= √ 2π (4) 6 Let N = 3M where M is a positive integer. N 1 X fˆk = fn e−ink/N N n=1 = M ´ 1 X³ f3m−2 e−(3m−2)·ik/N + f3m−1 e−(3m−1)·ik/N + f3m e−(3m)·ik/N N m=1 = M M M e2ik/N X eik/N X 1 X f3m−2 e−(3m−2)·ik/N + f3m−1 e−(3m−1)·ik/N + f3m e−3m·ik/N N m=1 N m=1 N m=1 = M M eik/N 1 X e2ik/N 1 X · f3m−2 e−imk/M + · f3m−1 e−imk/M 3 M m=1 3 M m=1 + M 1 1 X · f3m e−imk/M 3 M m=1 The discrete Fourier transform of {f1 , f2 , · · · , fN } of length N is decomposed into three discrete Fourier transform of length M = N/3. The three sequences are {f1 , f4 , · · · , fN −2 }, {f2 , f5 , · · · , fN −1 } and {f3 , f6 , · · · , fN }, respectively. 6