Weibull Distribution Calculator
Weibull distribution from shape k and scale λ — CDF (failure probability), reliability, PDF, hazard rate, mean, median, mode, standard deviation and B10 life.
How it works
F(x) = 1 − e^(−(x/λ)^k); R(x) = e^(−(x/λ)^k); f(x) = (k/λ)(x/λ)^(k−1)·e^(−(x/λ)^k); h(x) = (k/λ)(x/λ)^(k−1); mean = λΓ(1 + 1/k); median = λ(ln 2)^(1/k); B10 = λ(−ln 0.9)^(1/k)
The Weibull distribution is the workhorse of reliability engineering and survival analysis, and also models wind speeds and particle sizes. The shape k sets how the failure rate changes over time: k < 1 means early “infant-mortality” failures, k = 1 a constant rate (the exponential distribution) and k > 1 wear-out. The scale λ is the characteristic life — the time by which 63.2% of units have failed. Formulas follow the NIST/SEMATECH e-Handbook.
Worked example
With shape k = 1.5 and scale λ = 1,000 hours, the probability that a unit has failed by 500 hours is 0.2978 and its reliability is 0.7022; the mean life is 902.7 hours, the median 783.2 hours and the B10 life is 223.1 hours.
Sources: NIST/SEMATECH e-Handbook — Weibull distribution · NIST/SEMATECH e-Handbook — Reliability: Weibull
Frequently asked questions
What does the shape parameter tell me?
k < 1: failure rate falls over time (early failures); k = 1: constant failure rate; k between 1 and 4: wear-out; k ≈ 3.6: the shape looks close to normal.
What is the scale λ?
The characteristic life: at x = λ the CDF is always 1 − e⁻¹ = 63.2%, whatever the shape.
What is B10 life?
The time by which 10% of the population is expected to fail (L10 for bearings). It is a common design and warranty figure.
How is Weibull related to the exponential distribution?
With k = 1 the Weibull is the exponential distribution with mean λ and a constant hazard 1/λ.
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This calculator is for educational purposes. Double-check important results before acting on them.