Statistically independent confusion

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Discussion Overview

The discussion revolves around calculating the probability of a signal failing to arrive at its destination in a communication system with two parallel paths, each containing two repeaters with specified failure probabilities. The focus is on the statistical independence of the repeaters and how this affects the overall failure probability.

Discussion Character

  • Technical explanation
  • Mathematical reasoning
  • Debate/contested

Main Points Raised

  • One participant suggests an initial approach to calculating the failure probability as X*X + Y*Y, expressing confusion about the statistical independence of the repeaters.
  • Another participant provides formulas for the success and failure probabilities of each path, indicating that the overall failure probability can be calculated by multiplying the failure probabilities of both paths.
  • A participant questions the assumption of independence, suggesting that if one repeater fails, it may affect the operation of the other repeater.
  • Another participant clarifies that their approach considers the failure of either repeater leading to a failure of the link, emphasizing the need to multiply success probabilities for independent failures in series.
  • One participant asserts that for the signal to fail, both repeaters must fail, implying that the signal will succeed if at least one repeater works.

Areas of Agreement / Disagreement

Participants express differing views on the independence of the repeaters and how to calculate the overall failure probability. There is no consensus on the correct approach, and the discussion remains unresolved regarding the implications of repeater failure on the independence assumption.

Contextual Notes

Participants have not fully resolved the assumptions regarding the independence of the repeaters and the implications of their configurations on the failure probabilities. The discussion includes various interpretations of the system's setup and the mathematical treatment of the probabilities involved.

alibabamd
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hey guys,
tell me how i would approach this:
a communication system sends signals from 'a' to 'b' over 2 parallel paths. If each path has 2 repeaters with failure probablities X for the first path repeaters ,Y for the second path repeaters then what would be the probability of signal not arriving at all. The repeaters are statistically independent.

I thought it would be X*X+Y*Y.
However, i thought that if one repeater fails it won't matter if the second one fails. So they can't be statsically independent right? So how would one go about doing this?
 
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Path 1 success: (1-X)^2
Path 1 failure: 1 - (1-X)^2

Path 2 success: (1-Y)^2
Path 2 failure: 1 - (1-Y)^2

Overall failure probability: (1 - (1-X)^2) * (1 - (1-Y)^2)
 
ok so you're also taking them as statistically independent right, its just that i was thnking if the first repeater fails doesn't that automatically mean the second won't transmit correctly... thanks for the quick reply though
 
I understand what you're saying and I think my formulas address that. In calculating the failure rate I'm saying if either repeater fails the link as a whole fails.

By multiplying the failure rates of both links, I'm saying that if either link succeeds the message gets through.

In general to calculate two independent failures in an AND configuration as in the two repeaters in series, you have to multiply the success probabilities and subtract from one to get the failure rate. To calculate failure rates in parallel or in and OR configuration, multiply the failure probabilities.
 
If "2 parallel paths" means what I think it means, the only way a signal won't go through is if BOTH repeaters fail. As long as at least one works the signal will go through.
 

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