Miner's Rule Simulator: Cumulative Fatigue Damage Analysis

simulator intermediate ~10 min
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D = 0.68 — 32% remaining life at S₃

After 50k cycles at 400 MPa and 200k cycles at 250 MPa, the accumulated damage is approximately 0.68. At the third stress level of 150 MPa, approximately 32% of that level's fatigue life remains before predicted failure.

Formula

D = Σ(nᵢ / Nᵢ) — Palmgren-Miner damage sum
Failure when D ≥ 1 (theoretical) or D ≥ 0.7-2.2 (experimental range)
Remaining life at stress j: n_rem = Nⱼ × (1 - Σ(nᵢ/Nᵢ))

Variable Amplitude Reality

Real structures rarely experience constant-amplitude loading. An aircraft wing encounters gusts, maneuvers, and ground-air-ground cycles of varying severity. A bridge endures trucks of different weights in random order. Miner's rule, proposed by Palmgren in 1924 and formalized by Miner in 1945, provides a simple framework for predicting fatigue life under these variable-amplitude conditions by summing the fractional damage from each stress level.

The Linear Damage Hypothesis

Miner's rule assumes that each loading cycle at a given stress level consumes a fraction 1/Nᵢ of the total fatigue life at that level. The total damage D = Σ(nᵢ/Nᵢ) accumulates linearly, and failure occurs when D reaches 1.0. This elegant simplicity — requiring only the S-N curve and cycle counts — has made it the most widely used cumulative damage rule in engineering practice for over 75 years.

Limitations and Load Sequence Effects

Miner's rule ignores the order in which loads are applied, which can lead to significant errors. High-to-low loading sequences (overloads followed by lower stresses) typically cause failure at D < 1 because the overloads nucleate cracks that propagate faster under subsequent loading. Low-to-high sequences often give D > 1 because the low stresses create crack closure effects that retard growth under subsequent higher loads. This sequence sensitivity is Miner's rule's primary weakness.

Engineering Practice

Despite its limitations, Miner's rule remains the standard in many design codes (Eurocode, DNV, AWS) because it is simple, requires no additional material constants, and is often conservative when combined with appropriate safety factors. Many codes specify a reduced critical damage sum (D = 0.5 or D = 0.7) to account for sequence effects and scatter. Combined with rainflow cycle counting for extracting cycles from irregular load histories, Miner's rule is the workhorse of fatigue design.

FAQ

What is Miner's rule?

Miner's rule (Palmgren-Miner rule) states that fatigue failure occurs when the sum of cycle ratios equals unity: Σ(nᵢ/Nᵢ) = 1, where nᵢ is the number of cycles at stress level i and Nᵢ is the fatigue life at that stress level. It is the simplest cumulative damage theory and remains widely used despite its limitations.

Why is Miner's rule sometimes inaccurate?

Miner's rule assumes damage accumulation is linear and order-independent. In reality, high-low load sequences typically cause failure at D < 1 (unconservative) because high stresses nucleate cracks that grow faster under subsequent lower stresses. Low-high sequences often give D > 1 (conservative) due to crack closure effects.

What are alternatives to Miner's rule?

Nonlinear damage rules (Marco-Starkey, Manson double-linear), continuum damage mechanics, and critical plane approaches account for load sequence effects. However, they require more parameters and testing. Many engineering codes still specify Miner's rule with a reduced critical damage sum (D = 0.5-0.8) for conservatism.

How is Miner's rule used with rainflow counting?

Real service loads are irregular. Rainflow counting extracts individual stress cycles from complex loading histories. Each extracted cycle has a stress range and mean stress. Miner's rule then sums the damage from each cycle type, using the S-N curve to determine Nᵢ for each stress level.

Sources

Embed

<iframe src="https://homo-deus.com/lab/materials-fatigue/miners-rule/embed" width="100%" height="400" frameborder="0"></iframe>
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