Question #15211

Suppose that a computer is connected to a local network. To send a message the computer is consuming the network for a time frame of a multi seconds exactly. With probability p = 0.8, the transmission is a success but , if the transmission does not work then the computer will make a new attempt to transmit after a random period of time has elapsed, and so on until the transmission has been successfully allocated.
What is the expected total time required to transmit a message if the random delay has a hope than 3 milliseconds?
What is the standard deviation of the total transmission time if the time between transmissions is an integer of milliseconds randomly selected between 1 and 5 inclusive (equal opportunities?)

Expert's answer

Question #51211Suppose that a computer is connected to a local network. To send a message the computer is consuming the network for a time frame of a multi seconds exactly. With probability p = 0.8, the transmission is a success but , if the transmission does not work then the computer will make a new attempt to transmit after a random period of time has elapsed, and so on until the transmission has been successfully allocated. 1)What is the expected total time required to transmit a message if the random delay has a hope than 3 milliseconds? 2)What is the standard deviation of the total transmission time if the time between transmissions is an integer of milliseconds randomly selected between 1 and 5 inclusive (equal opportunities?).

Solution. 1) Here we are at the situation, either we a successful transmission immediately (this happens with the probability 0.8 ) or wait 3 seconds for the another attempt and then have a successful attempt (this happens with the probability 0.20.80.2\cdot 0.8) ans so on. So, in fact, we have that the waiting time has the distribution of 3ξ3\xi, where ξGeom(0.2)\xi\sim Geom(0.2), that is P(ξ=k)=0.2k0.8\mathsf{P}(\xi=k)=0.2^{k}\cdot 0.8, k0k\geq 0.Hence E3ξ=30.20.8=3/4.2E3\xi=3\cdot\frac{0.2}{0.8}=3/4.2) Here, we have more complicated situation, if the attempt is not successful, then we wait random time ξ\xi, that is distributed as the following P(ξ=1)==P(ξ=5)=1/5\mathsf{P}(\xi=1)=\ldots=\mathsf{P}(\xi=5)=1/5.Denote by {ξi}i1\{\xi_{i}\}_{i\geq 1} the sequence of iid r.v. that have the same distribution as ξ\xi, let ηGeom(0.2)\eta\sim Geom(0.2) be the r.v., that indicates the number of step when the attempt to transmit is successful. Then, T=i=1ηξiT=\sum\limits_{i=1}^{\eta}\xi_{i}. It is well-known that VarT=(Eξ)2Varη+EηVarξVarT=(E\xi)^{2}Var\eta+E\eta Var\xi. It can be easily calculated that Eη=1/4,Eη2=15/4,Varη=59/16E\eta=1/4,E\eta^{2}=15/4,Var\eta=59/16 and Eξ=3,Eξ2=2,Varξ=2E\xi=3,E\xi^{2}=2,Var\xi=2. So, VarT=539/1633.6875VarT=539/16\approx 33.6875.

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