Sensitivity Math Example 4

Follow the full solution, then compare it with the other examples linked below.

Example 4

medium
A weather model uses T(P)=0.1P2T(P)=0.1P^2 where PP is pressure. If P=10P=10 and measurement error is ฮ”P=ยฑ0.5\Delta P=\pm0.5, estimate the resulting error in TT.

Solution

  1. 1
    Sensitivity at P=10P=10: Tโ€ฒ(P)=0.2PT'(P)=0.2P, so Tโ€ฒ(10)=2T'(10)=2.
  2. 2
    Estimated error: ฮ”Tโ‰ˆTโ€ฒ(10)โ‹…ฮ”P=2ร—0.5=1.0\Delta T \approx T'(10)\cdot\Delta P = 2\times0.5=1.0. So TT has error of approximately ยฑ1.0\pm1.0.

Answer

Error in TT: โ‰ˆยฑ1.0\approx \pm 1.0
The derivative provides a linear approximation for how errors propagate. Multiplying the input error by the derivative (sensitivity) gives the approximate output error. This is the basis of error propagation analysis.

About Sensitivity

In the context of functions, sensitivity measures how much the output changes in response to a small change in the input โ€” high sensitivity means small input changes cause large output changes.

Learn more about Sensitivity โ†’

More Sensitivity Examples