Last modified: December 22, 2024
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Midpoint Rule
- The Midpoint Rule is a robust numerical method for approximating definite integrals. It seeks to estimate the area under a curve by partitioning it into a collection of rectangles and then summing the areas of these rectangles.
- Unique to this method, the height of each rectangle is determined by the function's value at the midpoint of the corresponding subinterval, leading to a more accurate estimate of the area than other methods like the Trapezoidal Rule.
Mathematical Formulation
For a function $f(x)$ defined over an interval $[a, b]$, the Midpoint Rule provides the following approximation for the integral:
$$ (b - a) f\left(\frac{a+b}{2}\right) $$
The integral boundaries are divided into $n$ subintervals. Within each subinterval, defined by $x_{i}$ and $x_{i+1}$, the function $f(x)$ is evaluated at the midpoint. This gives rise to the coordinates of the rectangle:
- Upper left corner (A): $(x_{i}, f(\frac{x_{i} + x_{i+1}}{2}))$
- Upper right corner (B): $(x_{i+1}, f(\frac{x_{i} + x_{i+1}}{2}))$
- Lower right corner (C): $(x_{i+1}, 0)$
- Lower left corner (D): $(x_{i}, 0)$
The areas of these rectangles are then computed, and the integral approximation is obtained by summing these areas:
$$I = \sum_{i=0}^{n-1} f(\frac{x_{i} + x_{i+1}}{2}) h$$
This computation is visually represented as follows:
Algorithm Steps
- Partition the interval $[a, b]$ into several subintervals.
- Evaluate the function value at the midpoint of each subinterval.
- Apply the Midpoint Rule formula for every subinterval.
- Aggregate the results from all subintervals to yield the total integral approximation.
Example
Consider the function $f(x) = x^2$.
- Choose a = 0 and b = 2, and partition this interval into 2 equal subintervals.
- Evaluate the function values at the midpoints, x = 0.5 and x = 1.5. This gives f(0.5) = 0.25, f(1.5) = 2.25.
- Apply the Midpoint Rule formula to the interval [0, 1]: $(1 - 0) f(0.5) = 1 * 0.25 = 0.25$.
- Similarly, apply the formula to the interval [1, 2]: $(2 - 1) f(1.5) = 1 * 2.25 = 2.25$.
- The total integral approximation is the sum of these values: $0.25 + 2.25 = 2.5$.
Advantages
- The Midpoint Rule is an intuitive and efficient method to implement.
- Compared to the Trapezoidal Rule, the Midpoint Rule often provides a more accurate approximation for the same number of subintervals.
Limitations
- Like all numerical integration methods, the Midpoint Rule can introduce errors. These errors are more likely with functions that exhibit high curvature or rapid changes.
- Achieving high accuracy may necessitate a large number of subintervals, which could increase computational demands.