CRE CRE Statistical Methods and Reliability Modeling 2 — Questions and Answers
Question 1: Accelerated Life Testing (ALT) uses elevated stress levels primarily to accomplish which goal?
- Intentionally destroy components for disposal
- Reduce test time by inducing failures faster than normal operating conditions (Correct answer)
- Validate compliance with safety regulations
- Measure components under standard operating conditions
Correct answer: Reduce test time by inducing failures faster than normal operating conditions
ALT compresses the failure timeline so reliability predictions can be made without waiting for failures under normal conditions.
Question 2: The Arrhenius model in reliability testing is used to describe the effect of which stress variable on failure rates?
- Vibration amplitude
- Temperature (Correct answer)
- Humidity level
- Supply voltage
Correct answer: Temperature
The Arrhenius model relates reaction rate (failure rate) to temperature using the activation energy equation.
Question 3: For two components in parallel with reliabilities R1 and R2, the combined system reliability is calculated as:
- R1 × R2
- 1 − (1 − R1)(1 − R2) (Correct answer)
- R1 + R2
- min(R1, R2)
Correct answer: 1 − (1 − R1)(1 − R2)
Parallel system reliability = 1 minus the probability that both components fail simultaneously.
Question 4: In reliability testing, confidence intervals are used to:
- Increase the required sample size
- Quantify uncertainty in reliability point estimates (Correct answer)
- Remove statistical outliers from test data
- Calibrate test measurement equipment
Correct answer: Quantify uncertainty in reliability point estimates
Confidence intervals provide a range within which the true reliability parameter is expected to fall with a stated probability.
Question 5: The inverse power law model is commonly applied in accelerated life testing for which type of stress?
- Thermal (temperature) stress
- Voltage or mechanical stress (Correct answer)
- Thermal cycling
- Corrosive humidity
Correct answer: Voltage or mechanical stress
The inverse power law relates failure rate to non-thermal stresses such as voltage, pressure, or vibration.
Question 6: Monte Carlo simulation in reliability analysis is primarily used to:
- Generate simulated failure times mathematically from probability distributions (Correct answer)
- Test physical hardware prototypes under stress
- Calibrate precision measurement instruments
- Document failure modes for FMEA tables
Correct answer: Generate simulated failure times mathematically from probability distributions
Monte Carlo simulation randomly samples input distributions to model system behavior and estimate reliability metrics.
Accelerated Life Testing (ALT) uses elevated stress levels primarily to accomplish which goal?