Unit 6, lesson 31

The Laplace Transform

How the one-sided Laplace transform weights a signal by a decaying exponential, why piecewise continuity and exponential order guarantee it on a region of convergence, and how linearity builds new pairs.

  • Video 31
  • The Laplace Transform and Its Inverse

The signal e3te^{3t} encloses infinite area on [0,∞)[0, \infty), so its plain integral says nothing useful. Multiply it first by a decaying exponential e−ste^{-st}, though, and the area becomes finite as soon as the decay is fast enough. The Laplace transform records that weighted area as a function of the decay parameter ss. This lesson defines it, gives conditions under which it exists, finds the values of ss where the integral converges and builds the first entries of a table by linearity. Throughout, t≥0t \ge 0 is time and ss is a complex number.

Key terms

One-sided Laplace transform

Definition Let ff be defined for t≥0t \ge 0 and integrable on every interval [0,T][0, T]. Its one-sided Laplace transform is the function

F(s)=L{f}(s)=∫0∞e−stf(t) dt,\begin{aligned} F(s) &= \mathcal{L}\{f\}(s) \\[0.4em] &= \int_0^\infty e^{-st} f(t)\,dt, \end{aligned}

where the improper integral means lim⁡T→∞∫0Te−stf(t) dt\lim_{T \to \infty} \int_0^T e^{-st} f(t)\,dt. It is defined at each complex number ss for which this limit exists as a finite number. Writing s=σ+iωs = \sigma + i\omega with real σ\sigma and ω\omega, the weight has modulus ∣e−st∣=e−σt\lvert e^{-st} \rvert = e^{-\sigma t}, so the real part of ss sets the rate of decay and the imaginary part adds oscillation. Only the values of ff for t≥0t \ge 0 enter the integral, which is why this Laplace transform is called one-sided. A lowercase letter names the function of tt, and the matching capital names its Laplace transform, a function of ss.

In plain words Multiply the signal by the decaying weight e−ste^{-st} and take the total area from 00 to ∞\infty. Each admissible ss produces one number. The time variable is integrated away, so the result depends on ss alone.

Example For the constant signal f(t)=1f(t) = 1 and any s≠0s \ne 0,

∫0Te−st dt=1−e−sTs.\int_0^T e^{-st}\,dt = \frac{1 - e^{-sT}}{s}.

If Re⁡s>0\operatorname{Re} s > 0, then ∣e−sT∣=e−(Re⁡s)T→0\lvert e^{-sT} \rvert = e^{-(\operatorname{Re} s)T} \to 0, so L{1}(s)=1/s\mathcal{L}\{1\}(s) = 1/s. If Re⁡s<0\operatorname{Re} s < 0, the term e−sTe^{-sT} grows without bound. If Re⁡s=0\operatorname{Re} s = 0 and s≠0s \ne 0, it keeps moving around the unit circle, and at s=0s = 0 the integral equals TT. None of these cases has a finite limit, so the pair L{1}=1/s\mathcal{L}\{1\} = 1/s holds exactly on the half-plane Re⁡s>0\operatorname{Re} s > 0.

Piecewise continuity

Definition A function ff is piecewise continuous on [0,∞)[0, \infty) if on every bounded interval [0,T][0, T] it is continuous except at finitely many points, and at each of those points its one-sided limits exist and are finite. At t=0t = 0 only the right-hand limit is required. Such a function is bounded and integrable on every [0,T][0, T]. Changing its value at finitely many points of a bounded interval does not change any integral, because single points carry no area. For the same reason a Laplace transform cannot see the value at a jump. Two piecewise continuous functions of exponential order with the same Laplace transform agree at every point where both are continuous, while at a jump their values may differ.

In plain words The graph may jump, but only finitely often in any finite stretch of time, and each jump goes between two finite heights. The function never runs off to infinity at a finite time.

Example The switched signal equal to 11 for 0≤t<20 \le t < 2 and to 00 for t≥2t \ge 2 is piecewise continuous, with one jump at t=2t = 2. Redefining its value at t=2t = 2 as 11, or as 55, leaves its Laplace transform unchanged. The function 1/(t−1)1/(t - 1) is not piecewise continuous on [0,∞)[0, \infty), because it has no finite one-sided limit at t=1t = 1. Neither is t−1/2t^{-1/2}, which is unbounded near t=0t = 0. Even so, the integral of e−stt−1/2e^{-st}t^{-1/2} converges for Re⁡s>0\operatorname{Re} s > 0 and equals π/s\sqrt{\pi/s}, with the principal square root, so piecewise continuity is a convenient sufficient condition and not a necessary one.

Exponential order

Definition Let aa be a real number. A function ff on [0,∞)[0, \infty) is of exponential order aa if there are constants M>0M > 0 and T0≥0T_0 \ge 0 with

∣f(t)∣≤Meatfor all t≥T0.\begin{gathered} \lvert f(t) \rvert \le M e^{at} \\[0.4em] \text{for all } t \ge T_0. \end{gathered}

A function of exponential order aa is also of exponential order bb for every b>ab > a, so the order is a growth bound and not a single characteristic number.

In plain words After some time the size of the signal stays under a fixed exponential curve. What the signal does early on does not matter, only how fast it can grow in the long run.

Example The function e3te^{3t} is of exponential order 33, with M=1M = 1 and T0=0T_0 = 0, and sin⁡(5t)\sin(5t) is of exponential order 00. A power tnt^n with n≥1n \ge 1 is of exponential order aa for every a>0a > 0, because tne−att^n e^{-at} is continuous and tends to 00, so it is bounded on [0,∞)[0, \infty). It is not of exponential order 00, since tnt^n is unbounded. The function et2e^{t^2} is of no exponential order at all, because et2/eat=et(t−a)e^{t^2}/e^{at} = e^{t(t - a)} tends to infinity for every real aa.

Existence theorem for the Laplace transform

Definition Let ff be piecewise continuous on [0,∞)[0, \infty) and of exponential order aa, with constants MM and T0T_0 as above. Then the Laplace integral of ff converges absolutely for every complex ss with Re⁡s>a\operatorname{Re} s > a, so F(s)=L{f}(s)F(s) = \mathcal{L}\{f\}(s) exists on that half-plane. The proof is a comparison. Write σ=Re⁡s\sigma = \operatorname{Re} s. The integral over [0,T0][0, T_0] is finite because ff is bounded there, and for t≥T0t \ge T_0

∣e−stf(t)∣≤Me−(σ−a)t,\lvert e^{-st} f(t) \rvert \le M e^{-(\sigma - a)t},

a bound whose integral over [T0,∞)[T_0, \infty) is finite because σ>a\sigma > a. The theorem gives sufficient conditions. A function that fails them, such as t−1/2t^{-1/2}, may still have a Laplace transform.

In plain words If the signal grows no faster than eate^{at}, then every weight e−ste^{-st} with Re⁡s>a\operatorname{Re} s > a decays faster than the signal grows, and the weighted area is finite.

Example Let f(t)=e2tf(t) = e^{2t} for 0≤t<10 \le t < 1 and f(t)=3f(t) = 3 for t≥1t \ge 1. This signal is piecewise continuous, with one jump at t=1t = 1, and it is of exponential order 00 with M=3M = 3 and T0=1T_0 = 1. The theorem guarantees F(s)F(s) for Re⁡s>0\operatorname{Re} s > 0, even though the early piece e2te^{2t} grows faster. Computing the two pieces separately gives, for Re⁡s>0\operatorname{Re} s > 0 and s≠2s \ne 2,

F(s)=e2−s−12−s+3e−ss.F(s) = \frac{e^{2 - s} - 1}{2 - s} + \frac{3e^{-s}}{s}.

Region of convergence

Definition The region of convergence of L{f}\mathcal{L}\{f\} is the set of complex ss at which the Laplace integral converges. It has a simple shape. If the integral converges at s0s_0, it converges at every ss with Re⁡s>Re⁡s0\operatorname{Re} s > \operatorname{Re} s_0. So the region is empty, the whole plane, or an open half-plane Re⁡s>σ0\operatorname{Re} s > \sigma_0 together with possibly some points of the boundary line Re⁡s=σ0\operatorname{Re} s = \sigma_0. The existence theorem places the half-plane Re⁡s>a\operatorname{Re} s > a inside the region, but the true boundary σ0\sigma_0 can lie further to the left. A formula for F(s)F(s) gives values of the Laplace transform only inside the region of convergence.

In plain words Every Laplace transform comes with the set of ss where its integral makes sense. Moving ss to the right only strengthens the decay of the weight, so once the integral converges it keeps converging further right.

Example For s≠3s \ne 3,

∫0Te−ste3t dt=∫0Te−(s−3)t dt=1−e−(s−3)Ts−3,\begin{aligned} &\int_0^T e^{-st}e^{3t}\,dt \\[0.4em] &\quad = \int_0^T e^{-(s - 3)t}\,dt \\[0.4em] &\quad = \frac{1 - e^{-(s - 3)T}}{s - 3}, \end{aligned}

which tends to 1/(s−3)1/(s - 3) exactly when Re⁡s>3\operatorname{Re} s > 3. So L{e3t}=1/(s−3)\mathcal{L}\{e^{3t}\} = 1/(s - 3) with region Re⁡s>3\operatorname{Re} s > 3, although the fraction itself is defined for every s≠3s \ne 3. Since e3t≤e5te^{3t} \le e^{5t} for t≥0t \ge 0, the function is also of exponential order 55, and the theorem with a=5a = 5 only promises Re⁡s>5\operatorname{Re} s > 5. That statement is true but weaker, and it does not locate the boundary. At the other extreme, et2e^{t^2} has an empty region. For real ss the integrand et2−ste^{t^2 - st} is positive and grows without bound, so the integral diverges for every real ss, and by the half-plane property it converges for no complex ss either.

Linearity of the Laplace transform

Definition Suppose L{f}(s)=F(s)\mathcal{L}\{f\}(s) = F(s) exists for Re⁡s>a\operatorname{Re} s > a and L{g}(s)=G(s)\mathcal{L}\{g\}(s) = G(s) exists for Re⁡s>b\operatorname{Re} s > b. Then for all constants α\alpha and β\beta and every ss with Re⁡s>max⁡(a,b)\operatorname{Re} s > \max(a, b),

L{αf+βg}(s)=αF(s)+βG(s).\begin{aligned} &\mathcal{L}\{\alpha f + \beta g\}(s) \\[0.4em] &\quad = \alpha F(s) + \beta G(s). \end{aligned}

The rule follows from the linearity of integrals over [0,T][0, T] and of limits. A combination can converge on a larger set than this common half-plane, for example when terms cancel. But if one term converges at ss and the other diverges there, their sum diverges at ss, so linearity cannot rescue a divergent term.

In plain words The Laplace transform of a sum is the sum of the Laplace transforms, and constants come out in front, wherever all the pieces converge.

Example Integration by parts on [0,T][0, T], differentiating tt and integrating e−ste^{-st}, gives for s≠0s \ne 0

∫0Tte−st dt=−Te−sTs+1−e−sTs2.\begin{aligned} \int_0^T t e^{-st}\,dt &= -\frac{T e^{-sT}}{s} \\[0.4em] &\quad + \frac{1 - e^{-sT}}{s^2}. \end{aligned}

For Re⁡s>0\operatorname{Re} s > 0 the terms containing e−sTe^{-sT} tend to 00, because exponential decay beats the factor TT, so L{t}=1/s2\mathcal{L}\{t\} = 1/s^2 there. Together with L{1}=1/s\mathcal{L}\{1\} = 1/s and L{e3t}=1/(s−3)\mathcal{L}\{e^{3t}\} = 1/(s - 3), linearity gives for the signal f(t)=2+t+e3tf(t) = 2 + t + e^{3t}

F(s)=2s+1s2+1s−3,Re⁡s>3.\begin{gathered} F(s) = \frac{2}{s} + \frac{1}{s^2} + \frac{1}{s - 3}, \\[0.4em] \operatorname{Re} s > 3. \end{gathered}

The constant and the ramp converge for Re⁡s>0\operatorname{Re} s > 0, while the exponential needs Re⁡s>3\operatorname{Re} s > 3, and that half-plane is exactly the region of convergence of FF. Reading the three terms backward returns 22, tt and e3te^{3t}, which is a quick check of the bookkeeping. Because ff is continuous, no other continuous signal has this Laplace transform.

Check yourself

  1. Find the Laplace transform of f(t)=5−4e−2tf(t) = 5 - 4e^{-2t} and its region of convergence.
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The exponential calculation with −2-2 in place of 33 gives L{e−2t}=1/(s+2)\mathcal{L}\{e^{-2t}\} = 1/(s + 2) for Re⁡s>−2\operatorname{Re} s > -2, and L{1}=1/s\mathcal{L}\{1\} = 1/s for Re⁡s>0\operatorname{Re} s > 0. By linearity

F(s)=5s−4s+2=s+10s(s+2).\begin{aligned} F(s) &= \frac{5}{s} - \frac{4}{s + 2} \\[0.4em] &= \frac{s + 10}{s(s + 2)}. \end{aligned}

The region of convergence is Re⁡s>0\operatorname{Re} s > 0, where both pieces converge. For −2<Re⁡s≤0-2 < \operatorname{Re} s \le 0 the exponential piece converges but the constant does not, so the sum diverges, and further left it diverges by the half-plane property.

  1. A classmate uses L{e5t}=1/(s−5)\mathcal{L}\{e^{5t}\} = 1/(s - 5) to conclude that the Laplace transform of e5te^{5t} equals −1-1 at s=4s = 4. What is wrong?
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The pair holds only in the region of convergence Re⁡s>5\operatorname{Re} s > 5. At s=4s = 4 the integrand is e−4te5t=ete^{-4t}e^{5t} = e^{t}, and its integral over [0,T][0, T] is eT−1e^{T} - 1, which grows without bound. So the Laplace transform of e5te^{5t} does not exist at s=4s = 4. The number −1-1 is a value of the fraction 1/(s−5)1/(s - 5), not of the integral.

  1. Let f(t)=1f(t) = 1 for 0≤t<20 \le t < 2 and f(t)=0f(t) = 0 for t≥2t \ge 2. Find L{f}\mathcal{L}\{f\} from the definition, and give its region of convergence.
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The integrand is zero for t≥2t \ge 2, so for every T≥2T \ge 2 the integral over [0,T][0, T] is the integral over [0,2][0, 2]. For s≠0s \ne 0

F(s)=∫02e−st dt=1−e−2ss,\begin{aligned} F(s) &= \int_0^2 e^{-st}\,dt \\[0.4em] &= \frac{1 - e^{-2s}}{s}, \end{aligned}

and F(0)=2F(0) = 2, which is also the limit of the fraction as s→0s \to 0. No decay is needed, so the region of convergence is the whole complex plane. This agrees with the existence theorem, because ff is of exponential order aa for every real aa, with M=1M = 1 and T0=2T_0 = 2. The value of ff at the jump t=2t = 2 plays no part.

How this lesson connects

It also uses improper integrals.