Exponential Distribution and radio active decay

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Discussion Overview

The discussion revolves around the application of the exponential distribution in the context of radioactive decay, specifically addressing calculations related to the expected number of remaining atoms over time and the probability of no atoms surviving after a certain period. The scope includes mathematical reasoning and conceptual clarification regarding probability distributions.

Discussion Character

  • Mathematical reasoning, Conceptual clarification

Main Points Raised

  • One participant presents a typical radioactive decay question involving a half-life of 1 year and seeks clarification on the expected number of remaining atoms after 10 years.
  • Another participant suggests defining a new random variable Y to represent the number of surviving atoms, proposing that it follows a Poisson distribution with parameter (1) due to the independence of events.
  • A different perspective is offered, where the survival probability of each atom is calculated over 10 years, leading to an expression for the probability that none of the 1024 atoms survive, approximating it to exp(-1).
  • One participant expresses appreciation for the insights shared in the discussion.

Areas of Agreement / Disagreement

Participants present multiple approaches to the problem, with no consensus on a single method being preferred. The discussion remains open with different interpretations of the calculations involved.

Contextual Notes

Some assumptions regarding the independence of decay events and the application of the Poisson distribution are implicit in the discussion. The mathematical steps leading to the probability calculations are not fully resolved.

Who May Find This Useful

Readers interested in radioactive decay, probability distributions, and mathematical modeling in physics may find this discussion relevant.

Bachelier
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Typical radio active decay question

Half time = 1 year
λ = ln 2 here

Q 1: if we have 1024 atoms at t=0, what is the time at which the expected number remaining is one.

Easy, I get 10 years

Q 2: The chance that in fact none of the 1024 atoms remains after the time calculated in c:

it should be P(T<10 years) = 1 - P(T>10 years) but I get different answers.

The answer given is e-1

any hints please? I know it's easy, I'm just missing something

Thanks
 
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I guess we can set up a new rv Y = number of surviving atoms.
p = 1/1024, all indep hence follows a Poisson dist. with parameter (1)

P(Y=0) = e-1 ≈ 36%
 
Another way of looking at it: each atom survives one year with probability 1/2, so it survives for 10 years with probability 1/2^10 = 1/1024, and thus the probability that none of the 1024 survive for 1024 years is (1-1/1024)^1024 or approximately exp(-1).
 
Cool
 

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