For the latest version of JMP Help, visit JMP.com/help.


Design of Experiments Guide > Sample Size Explorers > Reliability Explorers > Parametric Reliability Demonstration
Publication date: 07/24/2024

Parametric Reliability Demonstration

Use the Parametric Reliability Demonstration Explorer to determine the number of units to put on test for a reliability demonstration. Select DOE > Sample Size Explorers > Reliability > Parametric Reliability Demonstration. Explore the trade offs between time, significance, number of failures, and the number of units to test.

Demonstration Explorer for the Parametric Reliability Settings

Set study assumptions and explore sample sizes using the radio buttons, text boxes, and menus. The profiler updates as you make changes to the settings. Alternatively, change settings by dragging the cross hairs on the profiler curves.

Preliminary Information

Alpha

Specifies the significance level, 1 - Alpha. The default alpha is 0.05.

Distribution

Specifies the assumed failure time distribution. Distributions available are: Weibull and Lognormal. For more information about these distributions, see “Statistical Details for the Life Distribution Platform” in Reliability and Survival Methods.

Demonstration Time

Specifies the minimum length of time that an item under test should survive with the intended reliability.

Demonstration Explorer for the Parametric Reliability Profiler

The profiler enables you to visualize the impact of sample size assumptions on a reliability demonstration study.

Solve for

Enables you to solve for the sample size, maximum failures, reliability, or shape parameter.

Test Time

Specifies the length of the demonstration test.

Sample Size

Specifies the total number of units on test needed for your demonstration.

Max Failures

Specifies the maximum number of failures allowed for a successful test demonstration. The maximum number of failures must be less than the sample size.

Demonstration Reliability

Specifies the probability that an item under test survives until the defined Demonstration Time of the reliability standard

Shape Parameter

Specifies the scale parameter for the failure time distribution.

Demonstration Explorer for the Parametric Reliability Options

The Explorer red triangle menu and report buttons provide additional options:

Simulate Data

Opens a data table of simulated data based on the explorer settings. View the simulated response column formula for the settings used.

Make Data Collection Table

Creates a new data table that you can use for data collection. The table includes scripts to facilitate data analysis.

Save Settings

Saves the current settings to the Saved Settings table. This enables you to save a set of alternative study plans. See Saved Settings in the Sample Size Explorers.

Reset to Defaults

Resets all parameters and graphs to their default settings.

Help

Opens JMP online help.

Statistical Details for the Parametric Reliability Demonstration Explorer

For a parametric reliability demonstration test, the test time needed to demonstrate that the product achieves a demonstration time Td with reliability Rd is computed using a Binomial distribution with probability of success computed using the assumed lifetime distribution.

The test time for the Weibull distribution is computed as follows:

Equation shown here

The test time for the lognormal distribution is computed as follows:

Equation shown here

where

Equation shown here

Equation shown here

and c is the maximum number of failures allowed during the demonstration.

Want more information? Have questions? Get answers in the JMP User Community (community.jmp.com).