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Revision: 11th Std >> Error Analysis MAH-MHT CET (PCM/PCB) Error Analysis

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Definitions [14]

Definition Error

The deviation of a measured value from the true value of a quantity arising due to human error, instrument limitations, or environmental conditions is called error.

Mathematically: Error = Measured value − True value

Definition: Instrumental Error

The error arising due to improper design or calibration, least count of the instrument, or zero error of the instrument is called instrumental error.

Define absolute error.

  1. For a given set of measurements of a quantity, the magnitude of the difference between mean value (Most probable value) and each individual value is called absolute error (Δa) in the measurement of that quantity.
  2. absolute error = |mean value - measured value|
    Δa1 = |amean - a1|
    Similarly,
    Δa2 = |amean - a2|,
              `\vdots           \vdots             \vdots`
    Δan = |amean - an|

Define percentage error.

When relative error is represented as percentage it is called the percentage error.

Percentage error = `(triangle"a"_"mean")/("a"_"mean") xx 100`

Definition: Errors in Measurements

When a physical quantity is measured incorrectly, it can result in an error.

Definition: Systematic Errors

Systematic errors are consistent deviations from the true value caused by flaws in the measurement system.

OR

The type of error that consistently occurs in the same direction (either positive or negative), arising from imperfect design or calibration of measuring instruments, imperfection in experimental technique, or carelessness of an individual is called systematic error.

Define relative error.

The ratio of the mean absolute error in the measurement of a physical quantity to its arithmetic mean value is called relative error.

Relative error = `(triangle "a"_"mean")/"a"_"mean"`

Define Mean absolute error.

For a given set of measurements of the same quantity, the arithmetic mean of all the absolute errors is called mean absolute error in the measurement of that physical quantity.

`triangle "a"_"mean" = (triangle"a"_1 + triangle"a"_2 + ......+ triangle"a"_"n")/"n" = 1/"n"` \[\sum_{i=1}^n\triangle a_i\]

Definition: Random Errors

Random errors are unpredictable fluctuations in measurements that vary in both magnitude and direction.

OR

The error that occurs irregularly with respect to sign and size, being unpredictable and varying in magnitude and direction — which can be minimised by taking a large number of observations — is called random error.

Definition: Mean Absolute Error

The arithmetic mean of the magnitudes of absolute errors in all the measurements of a quantity is called the mean absolute error.

Definition: Relative Error (Fractional Error)

The ratio of the mean absolute error to the mean value of the quantity measured is called relative error or fractional error.

Definition: Percentage Error

When the relative/fractional error is expressed in percentage, it is called percentage error.

Definition: Absolute Error

The magnitude of the difference between the true value and the measured value of a quantity is called absolute error.

Definition: Significant Figures

The measured value of a physical quantity denoting the number of digits in which we have confidence — where a larger number indicates greater accuracy of measurement — is called significant figures.

Formulae [5]

Formula: Arithmetic Mean

The best estimate (mean) of repeated readings: 

\[\mathrm{mean~}a=\frac{a_1+a_2+\cdots+a_n}{n}\]

Formula: Absolute Error

How far each reading is from the mean:

\[\Delta a_i=
\begin{vmatrix}
a-a_i
\end{vmatrix}\]

Formula: Mean Absolute Error

Average error over all readings:

\[\Delta a_{\mathrm{mean}}=\frac{\sum_{i=1}^n\Delta a_i}{n}\]

Formula: Percentage Error

The relative error as a percent: 

Percemtage Error: \[\frac{\Delta a_{\mathrm{mean}}}{a}\times100\%\]

Formula: Relative Error

How big the error is, compared to the mean value (no units):

Relative Error: \[\frac {Δa_{mean}}{a}\]

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