21 Jun 2025
Trapezoidal, Simpson, and Gaussian Quadrature
Numerical quadrature replaces
\[I=\int_a^b f(x)\,dx\]by a weighted sum of sampled values. The weights follow by integrating an interpolating polynomial, rather than by guessing the area.

The construction is available as editable TikZ.
Trapezoidal rule
On $[x_i,x_{i+1}]$, where $h=x_{i+1}-x_i$, the linear interpolant is
\[P_1(x)=f_i\frac{x_{i+1}-x}{h} +f_{i+1}\frac{x-x_i}{h}.\]Integrating both basis functions gives $h/2$, so
\[\int_{x_i}^{x_{i+1}}f(x)\,dx \approx\frac h2(f_i+f_{i+1}).\]For $n$ equal subintervals, $x_i=a+ih$ and $h=(b-a)/n$. Adding adjacent panels yields the composite rule
\[\boxed{I_T=\frac h2\left[ f_0+2\sum_{i=1}^{n-1}f_i+f_n\right]}.\]For a sufficiently smooth function,
\[I-I_T=-\frac{b-a}{12}h^2 f''(\xi),\]for some $\xi\in(a,b)$. Halving $h$ therefore reduces the leading error by about a factor of four.
Simpson’s one-third rule
Use three equally spaced nodes $x_0,x_1,x_2$, with $x_1-x_0=x_2-x_1=h$, and put $t=(x-x_1)/h$. The nodes become $-1,0,1$, whose Lagrange basis polynomials are
\[L_{-1}(t)=\frac{t(t-1)}2,\qquad L_0(t)=1-t^2,\qquad L_1(t)=\frac{t(t+1)}2.\]Their integrals from $-1$ to $1$ are $1/3,4/3,1/3$. Since $dx=h\,dt$,
\[\int_{x_0}^{x_2}f(x)\,dx \approx\frac h3(f_0+4f_1+f_2).\]Adding pairs of panels gives, for even $n$,
\[\boxed{I_S=\frac h3\left[ f_0+f_n +4\sum_{\substack{i=1\\i\ {\rm odd}}}^{n-1}f_i +2\sum_{\substack{i=2\\i\ {\rm even}}}^{n-2}f_i \right]}.\]The composite error is
\[I-I_S=-\frac{b-a}{180}h^4f^{(4)}(\xi).\]Simpson’s rule is exact for every polynomial of degree at most three.
Two-point Gaussian quadrature
On $[-1,1]$, seek a symmetric two-point rule
\[\int_{-1}^{1}f(t)\,dt\approx w[f(-c)+f(c)].\]Exactness for $f(t)=1$ requires $2w=2$, so $w=1$. Exactness for $f(t)=t^2$ then requires
\[2c^2=\int_{-1}^{1}t^2\,dt=\frac23,\]which gives $c=1/\sqrt3$. Odd moments vanish by symmetry. Hence
\[\boxed{\int_{-1}^{1}f(t)\,dt \approx f\!\left(-\frac1{\sqrt3}\right) +f\!\left(\frac1{\sqrt3}\right)}\]is exact through degree three. To integrate over $[a,b]$, use
\[x=\frac{a+b}{2}+\frac{b-a}{2}t,\qquad dx=\frac{b-a}{2}\,dt,\]so
\[\boxed{\int_a^b f(x)\,dx\approx\frac{b-a}{2} \left[ f\!\left(\frac{a+b}{2}-\frac{b-a}{2\sqrt3}\right) +f\!\left(\frac{a+b}{2}+\frac{b-a}{2\sqrt3}\right) \right]}.\]Exactness checks
For $f(x)=x^3-2x+4$ on $[0,2]$, Simpson’s rule with $h=1$ gives
\[I_S=\frac13[f(0)+4f(1)+f(2)] =\frac13(4+12+8)=8,\]equal to the analytic integral. For $g(t)=t^2+2t+3$ on $[-1,1]$, the two-point Gaussian rule gives $20/3$, also exactly.
The Maxima worksheet displays
simpson_residual = 0
gauss_residual = 0
Discussion