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I Exponential decay: I need an expression for N at time t

  1. Apr 25, 2017 #1
    I have a large quantity N, which starts off equal to a determinable value N0.

    Over a short time ∆t, the value of N changes by -∆t*(B*N - C)

    where B and C are determinable constants. Am I correct in thinking I can turn this into:

    dN/dt = -(B*N - C)

    How do I get this into a formula for N at time t? The 'extra' constant C seems to be making it more difficult than the examples of exponential decay I've found on the net.
     
  2. jcsd
  3. Apr 25, 2017 #2

    mfb

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    Staff: Mentor

    There are various ways to solve the differential equation, but the easiest is to "guess" the answer: an exponential function plus a constant. You can then find the parameters of this ansatz.
     
  4. Apr 27, 2017 #3
    You can solve the equation in two steps:
    1) Solve the homogeneous equation: ##dN_h/dt=-B*N_h(t)##
    2) Then, you need to find a particular solution satisfying the full equation. In this case we can guess ##N_p(t)=A##, where ##A## is to be determined.
    3) The most general solution is ##N(t)=N_h(t)+N_p(t)##
     
  5. Apr 27, 2017 #4
    Unfortunately, my maths isn't yet advanced enough to do that.

    I've been using a computer program to iterate the value of N over shorter and shorter dt intervals:

    Num0 = 8.98249E+23 'Num0 = start value of N
    B = 1.3831E-3
    C = 1.21989E+21​

    Numleft = Num0 'Numleft is the value of N as it decreases through the iterations

    For time = 0 To (120 / dt) Step dt
    Numleft = Numleft - dt * (B * Numleft - C)
    Next time

    As I try smaller and smaller values of dt, the final value of Numleft converges to 8.82E23

    B and C will change in different situations. I'd like a non-iterative equation to find Numleft for any B and C (these will always be positive, if that helps).

    PS. I notice that the constant C is not multiplied by Numleft, so the calculation in the loop could be written as: Numleft = Numleft - dt * B * Numleft + dt * C

    Does this mean that dt * C can be ignored as dt -> 0?​
     
  6. Apr 27, 2017 #5

    mfb

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    That is more complicated than finding the exact solution.
     
  7. Apr 27, 2017 #6
    I don't know what your background in Mathematics is. How to solve that differential equation is taught in a first course in differential equations, already in high school. Anyway, I can give some advice regarding how to solve it numerically. I don't know if you can find a non-iterative equation unless you solve it analytically.
    However, I think you have misunderstood the way it should be solved. To do this numerically the simplest way is to discretize the equation. That is,
    ##dN \rightarrow N_{k+1}-N_{k)}, dt\rightarrow\Delta_t=t_{k+1}-t_{k}##, where ##N_{k+1}=N(t_{k+1}), N_{k}=N(t_{k})##. Here, ##t_k=k*\Delta##, assuming a equidistant mesh in time.
    Then, you have
    ##N_{k+1}=N_{k}-(BN_k-C)##, where ##N_0=Num0##
    In this way you can compute ##N(t)## by starting from ##t=0## and use the aforementioned relation. This is the so-called Euler method, see e.g. https://en.wikipedia.org/wiki/Euler_method
     
  8. Apr 27, 2017 #7
    Yes, I completely agree with you.
     
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