Integration
Integration generalizes area under a curve and is the inverse operation of differentiation (Fundamental Theorem of Calculus). It is essential for probability, physics, and signal processing.
Key Points
- The Riemann integral approximates area via finite sums.
- The Lebesgue integral generalizes integration to a broader class of functions.
- The Fundamental Theorem connects differentiation and integration.
Formulas
Definite integral
$$\int_a^b f(x) \, dx = \lim_{\|P\| \to 0} \sum_{i=1}^n f(x_i^*) \Delta x_i$$
Fundamental Theorem of Calculus
$$\frac{d}{dx} \int_a^x f(t) \, dt = f(x)$$
Code Example
from scipy import integrate
def f(x):
return x ** 2
result, error = integrate.quad(f, 0, 1)
print(result) # 0.333...