Reliability in System Models
Reliability of a component or system is the probability that it will function for a specified period of time. This is modeled as a lifetime distribution. A system built from independent components will itself have a lifetime distribution that can be computed from component lifetime distributions and system structure. Reliability is often used for safety reasons (nuclear, offshore, aerospace, …) as well as economic reasons (warranties, customer satisfaction, …).
Some of the functionality described in this tutorial is only available with the full Wolfram SystemModeler product.
Behavioral modeling tries to analyze how a system works. In a system like a car, for example, it might model the burning of gas in the engine, the moving of pistons and the transmission of power to the wheels.
Behavioral modeling is very useful for understanding how things behave, how different design changes will change how the complete system behaves or for finding problems with a particular system design.
Reliability modeling concerns itself with how long the system will function in a satisfactory manner. This is done by studying what combinations of components must function in order for the system to function. A simplified reliability model of a car would be to consider the car working if the wheels are working (no flats, for example), the engine is producing enough power, the transmission can transfer that power to the wheels, and finally that one in a redundant pair of braking systems works.
For each of the components in the system, a distribution is given describing how long that type of component is expected to function. With these component reliabilities, combined with the system-level description of what components need to function, a distribution of how long the complete system will function can be computed. With the same information, you can also compute things like which components should be improved to improve overall reliability, or which components could have a lower reliability without compromising system reliability.
The reliability information can be embedded in the same model that is used for behavioral simulation and can be used for reliability analysis using the Wolfram Language.
SystemModeler Model Center allows you to edit information on the reliability of components and systems. This is done in the Reliability view at the bottom of the main window. If the view is not shown, it can be enabled by choosing View ▶ Reliability in Model Center.
Each component in a class can be assigned a distribution describing the lifetime of that component. Additionally, a class containing components can be assigned a ReliabilityDistribution or FailureDistribution that depends on the lifetimes of components in that class.
Each class can have an attached lifetime distribution describing the expected lifetime of the system or component. To edit this distribution, open the class and set the distribution in the Reliability view at the bottom of Model Center.
When using a class as a component in a larger system, the lifetime distribution of the original class can be overridden by opening the larger system; selecting the component in the Icon View, the Diagram View or the Component Browser; and setting the new distribution in the Reliability view.
Finally, for a larger system, you can either set the lifetime distribution outright by choosing a distribution not dependent on components, such as the ExponentialDistribution, or by choosing a system distribution such as ReliabilityDistribution or FailureDistribution.
If you choose a system distribution, the argument given should be a Boolean expression referencing which components need to work or fail to make the system work or fail. For example, if you are using ReliabilityDistribution, and the system works if the components "resistor1" and "resistor2" work, the Boolean expression entered would be "resistor1 and resistor2".
Note that if you choose a non-structural distribution for a system, all components in that class will be ignored, regardless of what their reliability information says.
If the class you are viewing is read only, the Reliability view will be read only as well, showing the reliability information but disallowing editing.
When reliability information is present in a SystemModel, that information can be used to perform reliability calculations in the Wolfram Language using SystemModelReliability.
For more examples and documentation, see SystemModelReliability.