Show that the Fourier transform of \(f(t)=e^{-(t / \tau)^{2}}\) is \(e^{-(\omega \tau / 2 \pi)^{2}}\). Show that the duration of \(f(t)\), defined by \((12.24)\), is \(\tau / 2\) and that the width \(\Delta \omega\) of its energy spectrum, defined by \((12.2 .5)\), is \(1 / \tau\) and hence that the product \(\Delta l \Delta \omega\) has precisely the minimum value \(\frac{1}{2}\) permitted by the uncertainty relation (12.2.7).

Short Answer

Expert verified
Question: Determine the duration of \(f(t)\), the width of its energy spectrum, and verify that they satisfy the uncertainty relation for the function \(f(t) = e^{-(t/\tau)^2}\). Answer: Using the above solution, we find the duration of \(f(t)\) as \(\Delta l = \frac{\tau}{2}\) and the width of its energy spectrum as \(\Delta \omega = \frac{1}{\tau}\). The product of these quantities, \(\Delta l \Delta \omega = \frac{1}{2}\), which confirms that they satisfy the uncertainty relation.

Step by step solution

01

Find the Fourier transform of \(f(t)\)

Recall the definition of the Fourier transform, which can be mapped from a function of time \(f(t)\) to the function of angular frequency \(F(\omega)\): $$F(\omega) = \int_{-\infty}^{\infty} f(t) e^{-i\omega t} \, dt$$ Now, let's substitute the given function \(f(t)\): $$F(\omega) = \int_{-\infty}^{\infty} e^{-(t/\tau)^2} e^{-i\omega t} \, dt$$ To solve this integral, we make the substitution \(u = t/\tau\), resulting in \(dt=\tau du\), and the limits of the integral remain the same: $$F(\omega) = \tau \int_{-\infty}^{\infty} e^{-u^2} e^{-i\omega\tau u} \, du$$ This integral is a Gaussian-type integral with an imaginary component in the exponent. We can solve it by using the following property of Gaussian functions: $$\int_{-\infty}^{\infty} e^{-ax^2} e^{-ibx} \, dx = \sqrt{\frac{\pi}{a}} e^{-\frac{b^2}{4a}}$$ In our case, \(a=1\) and \(b=i\omega\tau\), so we find: $$F(\omega) = \tau \sqrt{\pi} e^{-\frac{(i\omega\tau)^2}{4}} = \tau \sqrt{\pi} e^{-(\omega\tau / 2\pi)^2}$$ The function \(F(\omega)\) is the Fourier transform of \(f(t)\).
02

Find the duration of \(f(t)\)

The duration of \(f(t)\), denoted as \(\Delta l\), is defined by formula (12.24) as: $$\Delta l = \sqrt{2\pi\,\frac{\int_{-\infty}^{\infty} (t - t_{0})^2 \lvert f(t) \rvert^2 \, dt}{\int_{-\infty}^{\infty} \lvert f(t) \rvert^2 \, dt}}$$ In our case, \(t_{0} = 0\) since the function \(f(t)\) is centered at time \(t = 0\). Therefore, we can write the formula as: $$\Delta l = \sqrt{2\pi\,\frac{\int_{-\infty}^{\infty} t^2 \lvert f(t) \rvert^2 \, dt}{\int_{-\infty}^{\infty} \lvert f(t) \rvert^2 \, dt}}$$ Now substitute \(f(t) = e^{-(t/\tau)^2}\) into this formula: $$\Delta l = \sqrt{2\pi\,\frac{\int_{-\infty}^{\infty} t^2 e^{-2(t/\tau)^2} \, dt}{\int_{-\infty}^{\infty} e^{-2(t/\tau)^2} \, dt}}$$ We can solve these integrals with the substitution \(u=t/\tau\), and obtain: $$\Delta l = \sqrt{2\pi\,\frac{\tau^3 \int_{-\infty}^{\infty} u^2 e^{-2u^2} \, du}{\tau \int_{-\infty}^{\infty} e^{-2u^2} \, du}}$$ Cancel the \(\tau\)'s and notice that the integrals are simply constants. Using the Gaussian integrals properties, we obtain: $$\Delta l = \sqrt{2\pi\,\frac{\tau^2\sqrt{\pi}/4}{\tau \sqrt{\pi}/2}} = \frac{\tau}{2}$$
03

Find the energy spectrum width of \(f(t)\)

The energy spectrum width, \(\Delta \omega\), is defined by formula (12.2.5) as: $$\Delta \omega = \sqrt{2\pi\,\frac{\int_{-\infty}^{\infty} (\omega - \omega_{0})^2 \lvert F(\omega) \rvert^2 \, d\omega}{\int_{-\infty}^{\infty} \lvert F(\omega) \rvert^2 \, d\omega}}$$ Similar to Step 2, we have \(\omega_{0} = 0\) since the function \(F(\omega)\) is centered at \(\omega = 0\). Substitute \(F(\omega) = \tau \sqrt{\pi} e^{-(\omega\tau /2\pi)^2}\) into the formula: $$\Delta \omega = \sqrt{2\pi\,\frac{\int_{-\infty}^{\infty} \omega^2 \lvert \tau \sqrt{\pi} e^{-(\omega\tau /2\pi)^2} \rvert^2 \, d\omega}{\int_{-\infty}^{\infty} \lvert \tau \sqrt{\pi} e^{-(\omega\tau /2\pi)^2} \rvert^2 \, d\omega}}$$ Solving these integrals with the substitution \(u=\omega\tau/2\pi\), we obtain: $$\Delta \omega = \sqrt{2\pi\,\frac{\tau\vphantom{\pi} (\frac{2\pi}{\tau})^3 \int_{-\infty}^{\infty} u^2 e^{-2u^2} \, du}{\tau \int_{-\infty}^{\infty} e^{-2u^2} \, du}}$$ Notice that the constants cancel out, and using Gaussian integrals properties, we get: $$\Delta \omega = \frac{1}{\tau}$$ Finally, the product of \(\Delta l\) and \(\Delta \omega\) is: $$\Delta l \Delta \omega = \frac{\tau}{2} \cdot \frac{1}{\tau} = \frac{1}{2}$$ This shows that the duration and energy spectrum width of \(f(t)\) satisfy the uncertainty relation, as required by the problem statement.

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Most popular questions from this chapter

The voltage gain of a multistage low-pass a mplifier is accurately approximated by the gaussian function $$ |\breve{G}(\omega)|=G_{0} e^{-(\omega / 2 \pi \Delta \omega)^{2}} . $$ Show that \(\Delta \omega\) is the rms bandwidth of the amplifier. Show also that the so-called \(u p p e r\) halfpower frequency \(\nu_{0}\) [the frequency at which \(\left(|\breve{G}| / G_{0}\right)^{2}=\frac{1}{2}\) ] is related to \(\Delta \omega\) by $$ \nu_{0} \approx 0.6 \Delta \omega, $$ where \(\nu_{0}\) is an ordinary (cyclic) frequency. Show then that the uncertainty relation (12.2.7) implies that $$ \nu_{0} \Delta t \approx \frac{1}{3} $$ when \(\Delta t\), the duration of a narrow pulse whose frequency spectrum is limited by the amplifier, has its minimum permitted value. This form of the uncertainty relation expresses reasonably well the relation between the rise- time of an amplifier (see Prob. 11.4.3 for a definition of risetime) and its bandwidth expressed by its upper half-power frequency.

Prove the similarity relation that if \(F(\omega)\) is the Fourier transform of \(f(t)\) then \((1 / a) F(\omega / a)\) is the Fourier transform of \(f(a t)\), where \(a\) is a real, positive constant.

What limitations must be put on the mathematical behavior of a transfer function at an infinite frequency if the Kramers-Kronig integrals are to converge? Answer: \(T_{r}(\infty)\) remains finite, \(T_{i}(\infty)=0\).

Show that the amplitude spectrum of a rectangular pulse of the sinusoidal oscillation \(e^{-i \omega_{0} t}\) lasting from \(-\tau\) to \(+\tau\) is given by $$ F(\omega)=2 a \frac{\sin \left(\omega-\omega_{0}\right) \tau}{\left(\omega-\omega_{0}\right) \tau} $$ Relate this spectrum to that of the rectangular pulse discussed in Sec. 12.2. Generalize this result into a modulation theorem: if \(F(\omega)\) is the transiorm of \(f(t)\), then \(F\left(\omega-\omega_{0}\right)\) is the transform of \(f(t) e^{-i \omega_{0} t}\). What form does the theorem take if \(e^{-i \omega_{0} t}\) is replaced by \(\cos \omega_{0} t\) ?

A sinusoidally varying force is applied at one end \(\left(x=x_{1}=0\right)\) of a long slender rod, terminated by its characteristic impedance at the other end \((x=l)\) (see Sec. 4.2). Show that the transfer function for the force at any intermediate position \(x_{2}\) is \(T(\omega)=e^{-j \omega t_{2}}\), where \(t_{2}=x_{2} / c\), with \(c\) the wave velocity. If a force \(f(t)\) is applied at \(x_{1}=0\), show that the force function at \(x_{2}\) is \(f\left(t-t_{2}\right)\).

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