Langford Analytic · Knowledge Base

PDF / CDF Reference

Quick reference for the relationship between PDF, CDF, exceedance probability and quantiles, with the key formulas for engineering use.

Probabilistic & Reliability3 min read
referencePDFCDFexceedancequantileformula

Key formulas

CDF:      F(x) = P(X <= x) = integral of f(t) dt from -inf to x
Exceedance: P(X > x) = 1 - F(x)
Quantile:  x_p = F^{-1}(p)
PDF:       f(x) = dF(x)/dx

Engineering use:
  Characteristic strength = F^{-1}(0.05)  (5th percentile)
  Design load             = F^{-1}(0.95)  (95th percentile)
  Failure probability     = P(g < 0)