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Equation 4 · How Scientific Instruments and Metrology Actually Work

What does this equation mean?

uc2(y)=∑i=1N(∂f∂xi)2u2(xi)  +  2∑i=1N−1∑j=i+1N∂f∂xi∂f∂xj u(xi,xj)u_c^2(y) = \sum_{i=1}^{N} \left(\frac{\partial f}{\partial x_i}\right)^2 u^2(x_i) \;+\; 2\sum_{i=1}^{N-1}\sum_{j=i+1}^{N} \frac{\partial f}{\partial x_i}\frac{\partial f}{\partial x_j}\, u(x_i, x_j)

Read the formula alongside the article passage below. Each part has a deeper page with its role in the equation, the supporting passage and nearby citations.

Start withpartial f
Divide bypartial x_i
This relates tou_c^2(y)
How to read the two sides of this formula. Follow the article passage for the meaning of each quantity.

This equation states an equality: the expressions on both sides have the same value under the article’s assumptions. Read the equation part by part below; each part has a contextual explanation and a link to its mathematical background.

Read it piece by piece

uc2u_c^2

Symbol u_c^2

uc2u_c^2 is part of the quantity the equation computes from the expression on the right.

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yy

Symbol y

the if a measurement result.

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ii

Symbol i

i appears in the bound of this sum. The bound states where the repeated operation starts, ends, or which values it includes.

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NN

Symbol N

N appears in the bound of this sum. The bound states where the repeated operation starts, ends, or which values it includes.

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ff

Symbol f

f occurs above the fraction bar. The numerator is divided by the entire denominator below it.

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xix_i

Symbol x_i

xix_i occurs below the fraction bar. The quantity above the bar is divided by this expression; zero is excluded as a denominator.

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u2u^2

Symbol u^2

The square of u: multiply u by itself.

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jj

Symbol j

j occurs below the fraction bar. The quantity above the bar is divided by this expression; zero is excluded as a denominator.

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xjx_j

Symbol x_j

xjx_j occurs below the fraction bar. The quantity above the bar is divided by this expression; zero is excluded as a denominator.

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uu

Symbol u

u is part of the quantity the equation computes from the expression on the right.

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=

=

The expressions on both sides represent the same quantity under the stated assumptions.

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fraction

fraction

Divide the expression above the line by the one below it.

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addition

addition

Add the term after the plus sign to the term or group before it.

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subtraction

subtraction

Subtract the following term or group from the preceding one. A leading minus marks a negative quantity.

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derivative

derivative

This notation tracks how one quantity changes with another. The indicated variable tells which change is being measured.

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subscript

subscript

The lower label selects a particular version, component, or indexed member of the quantity. For example, x₀ and xₜ can be values at different positions.

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superscript

superscript

A raised number can be a power. When it is a label or bound, it selects a case or the upper limit of a sum; the formula’s structure distinguishes these uses.

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i=1i=1

Starting index or lower bound: i=1

This label says where the repeated addition, multiplication, or accumulation starts. Read its value or condition together with the article’s description of the index.

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NN

Ending index or upper bound: N

This label says where the repeated addition, multiplication, or accumulation stops. It sets the last term or end of the range.

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∂f\partial f

Numerator: partial f

The complete quantity above the fraction bar.

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∂xi\partial x_i

Denominator: partial x_i

The complete quantity below the fraction bar; it must be nonzero for this division.

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i=1i=1

Starting index or lower bound: i=1

This label says where the repeated addition, multiplication, or accumulation starts. Read its value or condition together with the article’s description of the index.

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N−1N-1

Ending index or upper bound: N-1

This label says where the repeated addition, multiplication, or accumulation stops. It sets the last term or end of the range.

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j=i+1j=i+1

Starting index or lower bound: j=i+1

This label says where the repeated addition, multiplication, or accumulation starts. Read its value or condition together with the article’s description of the index.

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NN

Ending index or upper bound: N

This label says where the repeated addition, multiplication, or accumulation stops. It sets the last term or end of the range.

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∂f\partial f

Numerator: partial f

The complete quantity above the fraction bar.

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∂xi\partial x_i

Denominator: partial x_i

The complete quantity below the fraction bar; it must be nonzero for this division.

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∂f\partial f

Numerator: partial f

The complete quantity above the fraction bar.

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∂xj\partial x_j

Denominator: partial x_j

The complete quantity below the fraction bar; it must be nonzero for this division.

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How to interpret it

With a fixed numerator, increasing a nonzero denominator reduces the fraction. Read it with the definitions, units, and assumptions supplied by the article.

What the article says around this equation

The GUM’s central move is to treat every measured or estimated quantity a result depends on as a random variable with its own estimated standard uncertainty, and then to propagate those uncertainties through the mathematical relationship that produces the final result. If a measurement result y is a function of N input quantities, y = f(x1x_1, x2x_2, …\ldots, xNx_N) , the combined standard uncertainty is obtained from a first-order Taylor expansion of that function: uc2(y)=∑i=1N(∂f∂xi)2u2(xi)  +  2∑i=1N−1∑j=i+1N∂f∂xi∂f∂xj u(xi,xj)u_c^2(y) = \sum_{i=1}^{N} \left(\frac{\partial f}{\partial x_i}\right)^2 u^2(x_i) \;+\; 2\sum_{i=1}^{N-1}\sum_{j=i+1}^{N} \frac{\partial f}{\partial x_i}\frac{\partial f}{\partial x_j}\, u(x_i, x_j). The first sum is the familiar root-sum-of-squares combination of independent contributions, each weighted by how sensitive the final result is to that input (the partial derivative, or “sensitivity coefficient”).…
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The GUM’s central move is to treat every measured or estimated quantity a result depends on as a random variable with its own estimated standard uncertainty, and then to propagate those uncertainties through the mathematical relationship that produces the final result. If a measurement result y is a function of N input quantities, y = f(x1x_1, x2x_2, …\ldots, xNx_N) , the combined standard uncertainty is obtained from a first-order Taylor expansion of that function: uc2(y)=∑i=1N(∂f∂xi)2u2(xi)  +  2∑i=1N−1∑j=i+1N∂f∂xi∂f∂xj u(xi,xj)u_c^2(y) = \sum_{i=1}^{N} \left(\frac{\partial f}{\partial x_i}\right)^2 u^2(x_i) \;+\; 2\sum_{i=1}^{N-1}\sum_{j=i+1}^{N} \frac{\partial f}{\partial x_i}\frac{\partial f}{\partial x_j}\, u(x_i, x_j). The first sum is the familiar root-sum-of-squares combination of independent contributions, each weighted by how sensitive the final result is to that input (the partial derivative, or “sensitivity coefficient”). The second sum is easy to forget and often the source of a badly wrong uncertainty budget: it accounts for covariance between input quantities that are not independent — for example, two lengths measured with the same miscalibrated ruler share a correlated error, and ignoring that correlation can make a combined uncertainty either too small or too large depending on the sign of the correlation [ 2 ] .

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