Signals and Systems · Continuous-time sinusoidal and exponential signals

#12 Amplitude, frequency, phase and exponential envelopes

Read sinusoidal amplitude, period and phase shift, distinguish one-sided from two-sided exponential decay, and describe a damped oscillation with its envelope.

Question

Original final-video graph or reference card for sinusoidal and exponential signals.
Original-video reference. In the sinusoid graph the purple arrow marks the time advance associated with phase. In the exponential comparison the far-left green segment is capped at 7.5 by the plotting code; the actual exponential continues growing as time tends to negative infinity. The damped graph is captured before the later erroneous peak markers appear; its formula is developed in the notebook lines.

Use positive peak amplitude K, frequency f and decay rate a for the examples in this lesson. The signal f(t) and the scalar frequency f use the source notation; omega is angular frequency and w_0 is phase in radians. The time shift is negative phase divided by omega. Choose u(0)=1 for the one-sided exponential. The two-sided exponential grows as t tends to negative infinity and decays as t increases. The comparison plot uses K=2 and a=0.5 and caps the far-left drawing at 7.5; evaluate the equation for actual values. The damped graph uses K=2,a=0.35,omega=4π,w_0=0. Its extrema lie inside the exponential envelope and its zero crossings are distinct from its peaks. Consecutive positive peaks shrink by a factor exp(−aT); the damped signal itself is not periodic. Physical examples refer to underdamped free or transient responses; external forcing can add a steady component.

Written solution and narration transcript(shows the full solution)

Below are all the lines written in the notebook together with the full narration transcript.

  1. 1. Define a continuous-time sinusoid

    Original final-video graph or reference card for sinusoidal and exponential signals.
    Original-video reference. In the sinusoid graph the purple arrow marks the time advance associated with phase. In the exponential comparison the far-left green segment is capped at 7.5 by the plotting code; the actual exponential continues growing as time tends to negative infinity. The damped graph is captured before the later erroneous peak markers appear; its formula is developed in the notebook lines.
    Three signal types: sinusoidal, exponential and damped sinusoidal.
    Sinusoidal signal:
    f(t)=Ksin(2πft+w0)\displaystyle f\left(t\right)=K \sin \left(2\pi f t+w_{0}\right)
    With positive K, the maximum value is K and the minimum is negative K.
    Frequency counts complete cycles per second and is measured in hertz.
    Period for positive frequency:
    T=1f\displaystyle T=\frac{1}{f}
    The phase in radians determines a horizontal time shift.
    Angular frequency in radians per second:
    ω=2πf\displaystyle \omega =2\pi f
    Equivalent signal:
    f(t)=Ksin(ωt+w0)\displaystyle f\left(t\right)=K \sin \left(\omega t+w_{0}\right)

    Narration transcript

    Today we introduce three important continuous-time signal types, starting with the sinusoidal signal. The general form is f of t equals K times sine of two pi f t plus w zero. Here K is the peak amplitude — the maximum value the signal reaches. The parameter f is the frequency in hertz, which tells us how many complete cycles occur per second. The period T equals one over f, giving the duration of one cycle. The phase angle w zero shifts the signal along the time axis. We commonly define the angular frequency omega as two pi f, measured in radians per second. This gives us the equivalent form: f of t equals K sine of omega t plus w zero.

  2. 2. Read amplitude, period and phase shift

    Original final-video graph or reference card for sinusoidal and exponential signals.
    Original-video reference. In the sinusoid graph the purple arrow marks the time advance associated with phase. In the exponential comparison the far-left green segment is capped at 7.5 by the plotting code; the actual exponential continues growing as time tends to negative infinity. The damped graph is captured before the later erroneous peak markers appear; its formula is developed in the notebook lines.
    Read the amplitude, period and phase on the graph.
    Unshifted sinusoid:
    f(t)=Ksin(ωt)\displaystyle f\left(t\right)=K \sin \left(\omega t\right)
    Peak-to-peak height and period:
    App=2K,T=1f\displaystyle A_{\mathrm{pp}}=2K, T=\frac{1}{f}
    A positive phase advances the waveform:
    Δt=w0ω\displaystyle \Delta t=-\frac{w_{0}}{\omega }
    For positive angular frequency, a negative phase delays the waveform to the right.
    Changing phase translates the waveform while preserving its shape.
    Increasing positive angular frequency increases the oscillation rate.

    Narration transcript

    Let's visualize a sinusoidal signal. Here we plot sine of omega t with amplitude K. The peak-to-peak height is two K, and the distance between two consecutive peaks gives us the period T. When we add a positive phase w zero, the entire waveform shifts to the left. A negative phase shifts it to the right. The shape of the wave remains unchanged — only its position along the time axis changes. The angular frequency omega controls how rapidly the signal oscillates.

  3. 3. Compare amplitude, frequency and phase

    Original final-video graph or reference card for sinusoidal and exponential signals.
    Original-video reference. In the sinusoid graph the purple arrow marks the time advance associated with phase. In the exponential comparison the far-left green segment is capped at 7.5 by the plotting code; the actual exponential continues growing as time tends to negative infinity. The damped graph is captured before the later erroneous peak markers appear; its formula is developed in the notebook lines.
    Compare one parameter at a time.
    Amplitude examples:
    K=0.5,1,2\displaystyle K=0.5,1,2
    Increasing positive amplitude scales the waveform vertically.
    Frequency examples in hertz:
    f=0.5,1,2\displaystyle f=0.5,1,2
    Higher positive frequency gives more cycles and a shorter period.
    Phase examples in radians:
    w0=0,π4,π2\displaystyle w_{0}=0,\frac{\pi }{4},\frac{\pi }{2}
    Changing phase preserves the amplitude and frequency.
    Amplitude, frequency and phase specify the sinusoid; phase is equivalent modulo a full cycle.

    Narration transcript

    Let's compare how each parameter affects the waveform. In the first panel, we vary the amplitude K while keeping frequency and phase constant. A larger K stretches the wave vertically. In the second panel, we change the frequency. Higher frequency means more cycles packed into the same time interval, and a shorter period. In the third panel, we adjust the phase angle. The wave shifts horizontally, but its amplitude and frequency stay the same. These three parameters — amplitude, frequency, and phase — completely determine any sinusoidal signal.

  4. 4. Define a decaying exponential

    Original final-video graph or reference card for sinusoidal and exponential signals.
    Original-video reference. In the sinusoid graph the purple arrow marks the time advance associated with phase. In the exponential comparison the far-left green segment is capped at 7.5 by the plotting code; the actual exponential continues growing as time tends to negative infinity. The damped graph is captured before the later erroneous peak markers appear; its formula is developed in the notebook lines.
    Define a decaying exponential with positive decay rate.
    One-sided exponential:
    f(t)=Keatu(t)\displaystyle f\left(t\right)=K e^{-a t} u\left(t\right)
    With the chosen unit-step convention:
    f(0)=K\displaystyle f\left(0\right)=K
    Larger positive decay rate means a shorter time constant:
    τ=1a\displaystyle \tau =\frac{1}{a}
    For negative time:
    f(t)=0\displaystyle f\left(t\right)=0
    Without the unit step:
    g(t)=Keat\displaystyle g\left(t\right)=K e^{-a t}

    Narration transcript

    The second signal type is the exponential signal. The one-sided form is f of t equals K e to the negative a t times u of t. Here K is the initial amplitude at t equals zero, and a is the decay rate. A larger value of a means faster decay. The unit step function u of t ensures the signal exists only for t greater than or equal to zero. Without the unit step, we get g of t equals K e to the negative a t, which is defined for all time — it grows exponentially for negative t values.

  5. 5. Compare one-sided and two-sided exponentials

    Original final-video graph or reference card for sinusoidal and exponential signals.
    Original-video reference. In the sinusoid graph the purple arrow marks the time advance associated with phase. In the exponential comparison the far-left green segment is capped at 7.5 by the plotting code; the actual exponential continues growing as time tends to negative infinity. The damped graph is captured before the later erroneous peak markers appear; its formula is developed in the notebook lines.
    Compare the two exponential equations and their time support.
    Left graph:
    f(t)=Keatu(t)\displaystyle f\left(t\right)=K e^{-a t} u\left(t\right)
    Initial value under the chosen convention:
    f(0)=K\displaystyle f\left(0\right)=K
    For t<0:
    f(t)=0\displaystyle f\left(t\right)=0
    Right graph:
    g(t)=Keat\displaystyle g\left(t\right)=K e^{-a t}
    Toward increasingly negative times, for positive b:
    g(b)=Keab\displaystyle g\left(-b\right)=K e^{a b}
    The one-sided form models decay beginning at a finite starting time.

    Narration transcript

    Let's compare these two exponential forms side by side. On the left, f of t equals K e to the negative a t times u of t. The signal starts at K when t equals zero and decays smoothly toward zero. For negative time, the signal is exactly zero thanks to the unit step. On the right, g of t equals K e to the negative a t without the unit step. For positive t it looks identical, but for negative t it grows without bound. In practice, the one-sided exponential with u of t is far more common in physical systems.

  6. 6. Describe a damped sinusoid

    Original final-video graph or reference card for sinusoidal and exponential signals.
    Original-video reference. In the sinusoid graph the purple arrow marks the time advance associated with phase. In the exponential comparison the far-left green segment is capped at 7.5 by the plotting code; the actual exponential continues growing as time tends to negative infinity. The damped graph is captured before the later erroneous peak markers appear; its formula is developed in the notebook lines.
    Combine a sinusoidal oscillation with an exponential envelope.
    Damped sinusoid:
    f(t)=Keatsin(ωt+w0)u(t)\displaystyle f\left(t\right)=K e^{-a t} \sin \left(\omega t+w_{0}\right) u\left(t\right)
    For nonnegative time, positive envelope:
    E(t)=Keat\displaystyle E\left(t\right)=K e^{-a t}
    Ratio of consecutive positive peak heights:
    Pn+1Pn=eaT\displaystyle \frac{P_{n+1}}{P_{n}}=e^{-a T}
    Examples include the free or transient response of an underdamped spring or RLC circuit.

    Narration transcript

    Our third signal type combines both concepts: the exponentially faded sinusoidal. It's defined as f of t equals K e to the negative a t times sine of omega t plus w zero, times u of t. The sinusoidal part creates the oscillation, while the exponential term K e to the negative a t acts as a decaying envelope. As time increases, each successive peak is smaller than the last. This signal appears naturally in many physical systems — an underdamped spring, an RLC circuit after a switch is closed, or any system that oscillates while losing energy.

  7. 7. Review the three signal types

    Original final-video graph or reference card for sinusoidal and exponential signals.
    Original-video reference. In the sinusoid graph the purple arrow marks the time advance associated with phase. In the exponential comparison the far-left green segment is capped at 7.5 by the plotting code; the actual exponential continues growing as time tends to negative infinity. The damped graph is captured before the later erroneous peak markers appear; its formula is developed in the notebook lines.
    Review the three continuous-time signal types.
    Sinusoid:
    f(t)=Ksin(ωt+w0)\displaystyle f\left(t\right)=K \sin \left(\omega t+w_{0}\right)
    One-sided exponential:
    f(t)=Keatu(t)\displaystyle f\left(t\right)=K e^{-a t} u\left(t\right)
    Damped oscillation:
    f(t)=Keatsin(ωt+w0)u(t)\displaystyle f\left(t\right)=K e^{-a t} \sin \left(\omega t+w_{0}\right) u\left(t\right)
    Next: discrete-time signals and even-odd decomposition.

    Narration transcript

    Today we covered three continuous-time signal types. Sinusoidal signals are defined by amplitude K, frequency f or omega, and phase w zero. The exponential signal K e to the negative a t u of t models one-sided decay, while removing the unit step gives a two-sided exponential. The exponentially faded sinusoidal combines oscillation with decay, capturing the behavior of many real-world damped systems. In the next lesson, we'll review discrete-time signals and explore even-odd decomposition.

Source video: Signals & Systems #12 | CT Sinusoidal & Exponential Signals (5:02)