The Power Rule
For a formula of the form:
where n is any constant (integer, fraction, or decimal), the propagated relative uncertainty is:
The power rule is one of the most useful shortcuts in uncertainty propagation. The relative uncertainty of the result is simply the absolute value of the exponent multiplied by the relative uncertainty of the variable. The larger the power, the more the uncertainty is amplified.
Where the Power Rule Comes From
The power rule follows directly from the general propagation formula. For f = xⁿ, the partial derivative with respect to x is:
Substituting into the general formula:
Dividing both sides by f = xⁿ:
The result is clean and easy to apply. Notice it only involves the relative uncertainty Δx/x - the actual value of x cancels out.
Common Cases in Physics
Case 1: Squared (n = 2)
f = x² → Δf/f = 2 · (Δx/x) Example: Area of a circle A = πr². A 3% uncertainty in r produces a 6% uncertainty in A.
Case 2: Cubed (n = 3)
f = x³ → Δf/f = 3 · (Δx/x) Example: Volume of a sphere V = (4/3)πr³. A 2% uncertainty in r produces a 6% uncertainty in V.
Case 3: Square Root (n = 0.5)
f = √x = x^0.5 → Δf/f = 0.5 · (Δx/x) Example: Period of a pendulum T = 2π√(L/g). A 4% uncertainty in L produces a 2% uncertainty in T.
Case 4: Reciprocal (n = −1)
f = 1/x = x⁻¹ → Δf/f = 1 · (Δx/x) The relative uncertainty is unchanged. The sign of the exponent does not matter - only its absolute value.
Case 5: Negative power (n = −2)
f = x⁻² → Δf/f = 2 · (Δx/x) Same amplification as x² - the minus sign is irrelevant for uncertainty.
Worked Example - Volume of a Cylinder
A student measures the radius of a cylinder to calculate its volume.
Measurements:
r2.50 ± 0.05 cmh8.00 ± 0.10 cmStep 1 - Compute the result:
V = π × 6.25 × 8.00
V = 157.1 cm³
Step 2 - Apply the power rule to r²:
Step 3 - Treat h with the multiplication rule:
Step 4 - Combine r² and h contributions:
ΔV/V = √[ 0.001600 + 0.000156 ]
ΔV/V = √0.001756
ΔV/V = 0.0419 (4.19%)
Step 5 - Convert to absolute uncertainty:
Step 6 - Round and report:
V = 157 ± 7 cm³
Note: the radius term dominates (4.0% vs 1.25%). Improving the radius measurement would reduce the total uncertainty far more than improving the height measurement.
Uncertainty for Other Functions
The same approach applies to any differentiable function - take the derivative, multiply by the uncertainty. Here are the most common cases in physics:
| Function | f = | Absolute Uncertainty Δf |
|---|---|---|
| Power | xⁿ | |n| · (Δx/x) · f |
| Square root | √x | Δx / (2√x) |
| Natural log | ln(x) | Δx / x |
| Log base 10 | log₁₀(x) | Δx / (x · ln10) |
| Exponential | eˣ | eˣ · Δx |
| Sine | sin(x) | |cos(x)| · Δx |
| Cosine | cos(x) | |sin(x)| · Δx |
| Tangent | tan(x) | Δx / cos²(x) |
Combining Powers with Other Operations
Most real physics formulas combine powers with multiplication and division. The approach is straightforward - apply the power rule to each powered variable, then combine all relative uncertainties in quadrature.
For f = x² · y / z³:
Each variable contributes its relative uncertainty multiplied by its exponent. Variables in the denominator are treated identically to the numerator - only the absolute value of the exponent matters.
Common Mistakes to Avoid
Quick Reference
| Formula | Relative Uncertainty |
|---|---|
| f = xⁿ | Δf/f = |n| · Δx/x |
| f = x² | Δf/f = 2 · Δx/x |
| f = x³ | Δf/f = 3 · Δx/x |
| f = √x | Δf/f = 0.5 · Δx/x |
| f = 1/x | Δf/f = Δx/x |
| f = xᵃyᵇ | Δf/f = √((a·Δx/x)²+(b·Δy/y)²) |
| f = ln(x) | Δf = Δx/x (absolute) |
| f = eˣ | Δf = eˣ · Δx (absolute) |
| f = sin(x) | Δf = |cos(x)| · Δx (absolute, radians) |
Frequently Asked Questions
Q1How do I propagate uncertainty through a square root?
Use the power rule with n = 0.5. For f = √x, the relative uncertainty is Δf/f = 0.5 × (Δx/x). So a 10% uncertainty in x gives a 5% uncertainty in √x. Equivalently, Δf = Δx/(2√x).
Q2Does the power rule work for fractional exponents?
Yes, for any constant exponent - integer, fraction, or decimal. For f = x^(2/3), the relative uncertainty is (2/3) × (Δx/x). The formula is completely general.
Q3How do I handle f = (x + y)²?
Break it into two steps. First propagate the uncertainty in (x + y) using the addition rule: Δ(x+y) = √(Δx² + Δy²). Then treat (x + y) as a single variable and apply the power rule: relative uncertainty of the square = 2 × Δ(x+y)/(x+y).
Q4What is the uncertainty in ln(x)?
For f = ln(x), the derivative is 1/x, so Δf = Δx/x. Notice this is an absolute uncertainty - ln(x) is dimensionless, so the result Δf is also dimensionless. A 5% uncertainty in x gives Δ(ln x) = 0.05.
Q5Does it matter if the power is in the numerator or denominator?
No. Whether x appears as x³ in the numerator or x⁻³ in the denominator, the contribution to relative uncertainty is 3 × (Δx/x) either way. Only the absolute value of the exponent matters.
Try the power rule in action. Enter any formula with powers, roots, or trig functions and the calculator handles all the partial derivatives automatically - with every step shown.
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Complete Guide
The fundamentals of uncertainty propagation.
Addition & Subtraction
Working with absolute uncertainties.
Multiplication & Division
Master the relative uncertainty rule.
Significant Figures
How to round and report your results.
Random vs Systematic Error
Understanding different types of experimental error.
Standard Error vs Deviation
When to use σ versus σ/√n in your reports.
Correlated Variables
Handling dependencies with covariance.