Unavailability/probabilities over a period of time

  • Context: Undergrad 
  • Thread starter Thread starter notap
  • Start date Start date
  • Tags Tags
    Period Time
Click For Summary
SUMMARY

This discussion focuses on calculating the expected downtime of a system due to component failures over a one-year period. The user seeks to determine the total unavailable time based on the probability of failure and the duration of unavailability. Key formulas include the expected value calculation using both summation and integral forms, specifically =\sum_{n=1}^{365 / \Delta t}}f(n \Delta t)(1-P(\Delta t)^n) and =\int_{0}^{365}}f(t)exp(-t \lambda). The discussion emphasizes the importance of understanding probability and expected values in this context.

PREREQUISITES
  • Understanding of probability theory, specifically failure probabilities
  • Familiarity with expected value calculations in statistics
  • Basic knowledge of integral calculus
  • Concept of system unavailability and its implications in engineering
NEXT STEPS
  • Research "Expected Value in Probability Theory" for deeper insights
  • Study "Integral Calculus Applications in Engineering" to apply mathematical concepts
  • Explore "Reliability Engineering Principles" to understand system failure analysis
  • Learn about "Markov Chains" for modeling system states over time
USEFUL FOR

Engineers, reliability analysts, and data scientists who are involved in system reliability assessments and downtime calculations will benefit from this discussion.

notap
Messages
1
Reaction score
0
Hey, can anyone give me some help?

I'm trying to calculate the time unavailable of a system due to a component failure over a certain period of time. I know the probability of failure of this component, the time to be considered (assume 1 year) and how long the component is unavailable for due to a failure.

How can i work out how long this component causes the system to be unavailable for?

Thanks,

--notap
 
Physics news on Phys.org
Disclaimer: If you are using this for engineering applications please consult a proper text in saftey instrumented systems as I'm doing this off the top of my head.

Anyway, we need to start with something.

Let:
[tex]P(\Delta t)[/tex] be the probability of the component not failing in a time period of [tex]\Delta t[/tex].

There are [tex]{365 \over \Delta t}[/tex] time steps in one year.

What we want to find is the expected time the system will be unavailable. That is we are computing the expectation value.
http://en.wikipedia.org/wiki/Expected_value

If the system fails at time t. It is unavailable for f(t)=365-t.

To compute the probability of failure we are summing each possible failure time by the probability it will fail at that time. In sumation form this is written as:

[tex]<f(t)>=\sum_{n=1}^{365 / \Delta t}}f(n \Delta t)(1-P(\Delta t)^n)[/tex]

This can also be written in integral form (Proof left as exercise).

[tex]<f(t)>=\int_{0}^{365}}f(t)exp(-t \lambda)[/tex]

where:

[tex]\lambda=\mathop{\lim }\limits_{\Delta t \to 0} {1-P(\Delta t) \over \Delta t}[/tex]
 

Similar threads

  • · Replies 10 ·
Replies
10
Views
4K
  • · Replies 9 ·
Replies
9
Views
2K
  • · Replies 9 ·
Replies
9
Views
2K
  • · Replies 7 ·
Replies
7
Views
2K
  • · Replies 1 ·
Replies
1
Views
3K
  • · Replies 2 ·
Replies
2
Views
1K
  • · Replies 8 ·
Replies
8
Views
1K
  • · Replies 11 ·
Replies
11
Views
4K
  • · Replies 1 ·
Replies
1
Views
1K
  • · Replies 9 ·
Replies
9
Views
2K