Consider a decaying exponential function of time.
y ( t ) = e − t
Suppose we use the Explicit Euler integration method to discretely model this function.
y k y ˙ k = = y k − 1 + y ˙ k − 1 Δ t − y k
In the above equation, y k is the present value of the function and y k − 1 is the previous value of the function. The simulated function is "monotonic" if y k − 1 y k > 0 , and "oscillatory" if y k − 1 y k < 0 . The function "converges" if ∣ ∣ ∣ y k − 1 y k ∣ ∣ ∣ < 1 , and "diverges" if ∣ ∣ ∣ y k − 1 y k ∣ ∣ ∣ > 1 . Different behaviors are exhibited for different values of the time step Δ t .
Subject to the constraints ∣ ∣ ∣ y k − 1 y k ∣ ∣ ∣ = 1 , ∣ ∣ ∣ y k − 1 y k ∣ ∣ ∣ = 0 , and Δ t > 0 , which of the listed behaviors is impossible?
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The recurrence relation is y k = y k − 1 − y k − 1 Δ t = ( 1 − Δ t ) y k − 1 and hence we deduce that y k = ( 1 − Δ t ) k which converges to 0 monotonically if 0 < Δ t < 1 , converges to 0 in an oscillatory manner if 1 < Δ t < 2 , and which diverges in an oscillatory manner if Δ t > 2 . We cannot have monotonic divergence, since that would require Δ t < 0 , which is not possible.