Laplace transform · Definition
Convolution
Before you start you need to know
It answers a question the transform alone does not: which function has a product \(F(s)G(s)\) as its transform?
Definition
The convolution \(f*g\) of two functions \(f\) and \(g\), defined for \(t\ge0\), is the function of \(t\) that integrates from \(0\) to \(t\) the product of \(f(\tau)\) and a reflected, shifted copy of \(g\).
For each \(t\), the convolution weighs past values of \(f\) with \(g\) read backwards: as \(\tau\) grows, \(g(t-\tau)\) looks at instants ever closer to the origin. That is why it describes how a system accumulates the effect of an input \(f\) filtered by a response \(g\). It is commutative, associative and distributive over addition, though \(f*g\) is not the product \(fg\).
The convolution theorem states \(\mathcal L\{f*g\}=F(s)\,G(s)\). Hence \(\mathcal L^{-1}\{F(s)G(s)\}=f*g\): instead of partial fractions you can integrate. Convolving with \(1\) is integrating from \(0\): \((f*1)(t)=\int_0^t f\), which corresponds to dividing by \(s\).
Guiding example: \(\dfrac{1}{s^2(s-1)}=\dfrac1{s^2}\cdot\dfrac1{s-1}\) is the transform of \(t*e^{t}=\int_0^t\tau e^{t-\tau}d\tau=e^{t}-t-1\). In equations, if \(y''+y=g(t)\) with zero initial conditions, then \(Y=\dfrac{G(s)}{s^2+1}\) and \(y=\sin t*g\) for any forcing \(g\).
Typical mistakes: thinking \(\mathcal L\{fg\}=F\,G\) (that holds for \(f*g\)) or that \(f*1=f\) (it actually integrates). In the integral, \(\tau\) is the dummy variable and \(t\) is fixed; the result is a function of \(t\).
Think about it
Use convolution to find \(\mathcal L^{-1}\left\{\dfrac{1}{s(s^2+1)}\right\}\).
It is \(1*\sin t=\int_0^t\sin\tau\,d\tau=1-\cos t\).
Exercises 10
- What is \((1*1)(t)\)?
- What is \((t*1)(t)\)?
- What is \((e^{t}*1)(t)\)?
- If \(F=\mathcal L\{f\}\) and \(G=\mathcal L\{g\}\), what is \(\mathcal L\{f*g\}\)?
- Use the convolution theorem: what is \(\mathcal L\{1*t\}\)?
- What is \(\mathcal L^{-1}\left\{\dfrac{1}{s(s+1)}\right\}\), viewed as \(1*e^{-t}\)?
- What is \(\mathcal L^{-1}\left\{\dfrac{1}{s^2(s-1)}\right\}\)?
- What is \((\sin t*1)(t)\)?
- Select the true statement about convolution.
- The solution of \(y''+y=g(t)\), \(y(0)=y'(0)=0\), is \(y=\sin t*g\). For \(g=1\), what is \(y(\pi)\)?
References
- William E. Boyce, Richard C. DiPrima, Douglas B. Meade, Elementary Differential Equations and Boundary Value Problems, 12th edition, Wiley, 2021. §6.6
- Dennis G. Zill, A First Course in Differential Equations with Modeling Applications, 11th edition, Cengage, 2018. §7.4