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Chapter 12

The discrete-time Fourier transform

Four lessons in Part V, Discrete-time Fourier analysis. Read them in order, or start anywhere: a prerequisite is a link, never a gate.

Start with 12.1
0 of 4 read4 on the essential pathabout 90 minutes

Lessons in this chapter

Ω = 2.00π rad/sample; in (−π, π] it is 0 rad/sample. Wheel: the unit circle with marks n = 0 to 7 at angle Ωn, an arrow from the centre to mark 1 and an arc for Ω; marks 0, 1, 2, 3, 4, 5, 6 and 7 sit on one spot. Stems x[n] = cos(Ωn) for n = 0 to 15, starting 1, 1, 1, 1, 1, 1, 1, 1.Ω = 2.00π rad/sample; in (−π, π] it is 0 rad/sample. Wheel: the unit circle with marks n = 0 to 7 at angle Ωn, an arrow from the centre to mark 1 and an arc for Ω; marks 0, 1, 2, 3, 4, 5, 6 and 7 sit on one spot. Stems x[n] = cos(Ωn) for n = 0 to 15, starting 1, 1, 1, 1, 1, 1, 1, 1.

Lesson 1 Essential15 minYou are hereRead

Frequency in discrete time

See digital frequency as a turn per sample, why the frequency axis closes into a circle, and how to convert among its four common scales.

Plane panel: five unit arrows for n = −2 to 2, nose to tail from the origin, each turned back by Ω times n; the arrow for n = 0 is in the accent colour. Ω = 2.00π rad/sample. The chain ends at the square, X(e^{jΩ}) = 5.00. Strip panel: X(e^{jΩ}) against Ω (rad/sample), from 0 to 2π.Plane panel: five unit arrows for n = −2 to 2, nose to tail from the origin, each turned back by Ω times n; the arrow for n = 0 is in the accent colour. Ω = 2.00π rad/sample. The chain ends at the square, X(e^{jΩ}) = 5.00. Strip panel: X(e^{jΩ}) against Ω (rad/sample), from 0 to 2π.

Lesson 2 Essential25 minYou are hereRead

The DTFT

Turn each sample back by Ω per sample and add the arrows: a spectrum that repeats every 2π, read as size and angle.

Size of the spectrum of 0.8ⁿu[n] multiplied by e^{jΩ₁n}, for Ω₁ = 1.00π rad/sample. Solid curve, after the shift: peaks of height 5 at both ends, −π and π, which are the same point. Dashed curve, x alone: a peak of height 5 at 0 rad/sample.Size of the spectrum of 0.8ⁿu[n] multiplied by e^{jΩ₁n}, for Ω₁ = 1.00π rad/sample. Solid curve, after the shift: peaks of height 5 at both ends, −π and π, which are the same point. Dashed curve, x alone: a peak of height 5 at 0 rad/sample.

Lesson 3 Essential25 minYou are hereRead

Properties of the DTFT

Delay, shift, window and convolve a sampled signal, and read each change in its spectrum from one rule per operation.

Stems of the test sine x[n] (dots) and the output y[n] (squares) at Ω = π, samples 0 to 23. 4 tests stamped on the gain and phase panels: 0.25π, gain 0.679, phase −28.7°; 0.5π, gain 0.447, phase −26.6°; 0.75π, gain 0.357, phase −14.6°; π, gain 0.333, phase 0.0°. A thin curve, from the equation, runs through them.Stems of the test sine x[n] (dots) and the output y[n] (squares) at Ω = π, samples 0 to 23. 4 tests stamped on the gain and phase panels: 0.25π, gain 0.679, phase −28.7°; 0.5π, gain 0.447, phase −26.6°; 0.75π, gain 0.357, phase −14.6°; π, gain 0.333, phase 0.0°. A thin curve, from the equation, runs through them.

Lesson 4 Essential25 minYou are hereRead

Frequency response of discrete-time systems

Probe a discrete-time system with test sines, read its gain and phase from the difference equation, and tell straight phase from bent phase.

After this chapter

Where to go next.

The chapters either side, and the rest of Part V in the library.

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