ABSTRACT

Discrete Fourier Transform (DFT) discrete representation of the Fourier transform

discrete having values at distinct times or locations

discrete Fourier series discrete representation of a Fourier series

dynamic varying in time

dynamic calibration calibration using a time-dependent input

dynamic error error related to the amplitude difference between a system’s input and output

electric field electric force acting on a positive charge divided by the magnitude of the charge

electric potential potential energy per unit charge

electric power electric energy transferred per unit time

electric resistivity material property related to its resistance

emitter electrode in a transistor where electrons originate

ensemble collection of time history records

epistemic caused by a lack of knowledge

ergodic ensemble-averaged values equal the corresponding average values computed over time from an arbitrary, single time history in the ensemble

even function function symmetric about the ordinate

event outcome

exhaustive space spanned by a set and its complement

expectation see expected value

expected value probabilistic average value

experiment act in which one physically intervenes with the process under investigation and records the results

explorational conducted to explore an idea or possible theory

extraneous variable that cannot be controlled

fallibilism process in which experiments are performed to test the validity of a conjecture

Fast Fourier Transform (FFT) method that recursively divides the sample points in one-half down to two-point samples before it performs the Fourier transform

finite bounded or limited in magnitude or in spatial or temporal extent

first central moment mean

first-order replication level level that considers the additional random error resulting from small uncontrolled factors

Fourier analysis procedure that identifies the Fourier amplitudes of a signal

Fourier coefficients coefficients in a Fourier series

Fourier series series represented by sines and cosines of different periods and amplitudes that are added together to form an infinite series

Fourier synthesis procedure that constructs a signal representation from a series of appropriately weighted sines and cosines

Fourier transform mathematical transformation of a signal that gives the signal’s amplitude versus frequency

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Fourier transform pairs pair of equations consisting of the Fourier transform and the inverse Fourier transform

fourth central moment see kurtosis

fractional uncertainty uncertainty in a result divided by the value of the result

frequency measure of a signal’s temporal variation

frequency distribution plot of the number of occurrences of a certain value divided by the total number of occurrences versus the value of the occurrence

frequency resolution the range of discrete frequencies divided by the number of discrete frequencies

fundamental dimensions length, mass, time, temperature, electrical current, amount of substance, and luminous intensity

Gaussian distribution see normal distribution

general uncertainty analysis simplified approach to uncertainty analysis that considers each measurand’s overall uncertainty and its propagation into the final result

high-pass filter filter that passes a signal’s amplitude above but not below a specific frequency

histogram literally means picture of cells; plot of the number of occurrences of a certain value versus the value of the occurrence

hysteresis difference in the indicated value obtained when approaching a particular input value in increasing versus decreasing directions

impedance electrical resistance of a circuit containing linear passive components (resistors, capacitors, and inductors)

impulse rapid change of a variable in time

independent not dependent upon another variable

inductivism process arriving at the laws and theories of nature based upon facts gained from experiments

infer estimate statistically

instrument error sum of an instrument’s elemental errors identified through calibration

intersection set of all members common to both sets

intrinsically linear variables variables in a higher-order equation that can be transformed to yield a linear expression

inverse Fourier transform inverse of the Fourier transform that gives the signal’s amplitude versus time

kurtosis fourth central moment normalized by the square of the variance

least significant digit rightmost nonzero digit

level of significance one minus the χ2 probability

linear device device in which the output amplitude is linearly proportional to its input amplitude

lognormal distribution continuous distribution of the logarithm of a normally distributed variable

loop closed path in a circuit going from one node back to itself without passing through any intermediate node more than once

low-pass filter filter that passes a signal’s amplitude below but not above a specific frequency

magnitude extent of dimension; size

magnitude ratio ratio of a dynamic system’s output amplitude to its input amplitude

measure see magnitude

measurand measured variable

measurement error true, unknown difference between measured value and true value

measurement uncertainty estimate of the error in a measurement

mode most frequently occurring value

modulus absolute value of a complex number

most significant digit leftmost nonzero digit

mutually exclusive two sets not sharing any common members

mutually orthogonal set in which each pair of functions is orthogonal

node point in a circuit where two or more elements meet

nondeterministic random

nonstationary not stationary (see stationary)

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normal continuous distribution caused by a very large number of small, uncontrollable factors that influence the outcome

normal equations equations resulting from the method of least squares

normalized z-variable a nondimensional variable indicating the number of standard deviations that a specific value deviates from the mean value

notch filter filter that passes a signal’s amplitude over a range of frequencies above and below a specified range

Nth-order replication level level at which more than one random error beyond that in the first-order replication level is considered

null method use of a Wheatstone bridge to determine an unknown resistance by having two of its other four resistances fixed and varying the fourth until the bridge is balanced

null set set of all occurrences in which a desired event is not the outcome

numerical equation equation containing only the measures of physical quantities

octave frequency ratio of 2:1

odd function function symmetric about the origin

order degree in a continuum of size or quantity

orthogonal property of two functions whose inner product is equal to zero over an interval

outcome result of a test

over-damped having a damping ratio greater than unity

overall uncertainty measure of the uncertainty in a variable; the product of the coverage factor and the combined standard uncertainty

parameter variable or function of variables that is fixed during an experiment

passive requiring no external power supply to produce a voltage or current output

pedagogical class of experiment designed to teach the novice or to demonstrate something that is already known

periodic repeating itself in time

permutations number of ways that a set can be arranged respective of its members’ order

phase lag lag of an output signal with respect to an input signal

Poisson distribution a continuous distribution describing rarely occurring events

pooled formed into one set from a set of replicated experiments each involving multiple measurements

population collection of all possible values of a random variable

potential difference difference between two electric potentials

power spectrum plot of a signal’s power versus frequency

precision variation of a variable’s values obtained by repeated measurements

precision error see random error

precision interval interval characterized by the product of a coverage factor and a random uncertainty

probability number of specific occurrences over the total number of occurrences

probability density function (pdf) function when integrated yields the probability

probability distribution function (PDF) integral of the probability density function; also known as the cumulative probability distribution function

ramp method method to perform electronically analog-to-digital conversion by increasing a voltage and comparing it to the analog input signal’s voltage

random having no particular order

random error error related to the scatter in the data obtained under fixed conditions; also known as the precision error

random uncertainty estimate of the random error

random variable variable whose value has no deterministic relation to any of its other values

range lower to upper limits of an instrument or test

reactance influence of a coil of wire upon an alternating current passing through it that impedes the current

readability closeness with which the scale of the instrument is read

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reduced-chi square variable χ2 variable normalized by the number of degrees of freedom

regression analysis process identifying the regression coefficients in the method of least squares

regression coefficients coefficients found in the method of least squares

relative accuracy accuracy divided by the true value

relative systematic uncertainty ratio of the reliability of the systematic uncertainty to the systematic uncertainty

reliability estimate of the accuracy of a systematic uncertainty

bf reluctance the ratio of magnetomotive force to magnetic flux

repeatability ability to achieve the same value upon repeated measurement

repetition repeated measurements made during the same test under the same operating conditions

replacement return of members to their set after selection, thereby allowing for their re-occurrence

replicates experiments identical to the original

replication duplication of an experiment under similar operating conditions

resistance defined by Ohm’s law as the ratio of voltage to current

resolution smallest physically indicated division that an instrument displays or is marked

result variable that is a function of one or more measurands

ringing frequency frequency at which a second-order system rings or continually oscillates

rise time time required for a first-order system to respond to 90 % of a step change

root mean square (rms) positive square root of the mean of the squares

round off truncate a number to its desired length

sample subset of the population

sample mean mean of a sample

sample variance variance of a sample

sample-to-sample measurand values are recorded for multiple samples

scattergram discrete representation of an analog signal

scientific method method of investigation involving observation and theory to test scientific hypotheses

second central moment the variance

sensor device that senses a physical stimulus and converts it into an impulse

sequential systematically increased

set group of all occurrences in which a desired event is the outcome

settling time time beyond which a second-order system’s response remains within ±10 % of its steady-state value

signal measurement system’s representation of the temporal variation of a measurand

signal conditioning preparing the signal in its final form to be processed optimally and then recorded

signal processing operating on a signal to obtain desired results

signal sample period time period used to determine the statistical properties of a signal

significant figures number of digits required to express a result

simple RC filter filter comprised of a resistor and a capacitor

skewness third central moment normalized by the cube of the standard deviation

source groups groups that help to categorize sources of error, which are typically grouped as calibration, data acquisition, and data reduction

standard known value usually used as a basis of calibration

standard deviation square root of the variance, which characterizes the width of the probability distribution

standard deviation of the means (SDOM) standard deviation of the mean values obtained from groups of repeated measurements

standard error of the fit error characterizing the differences between data and its curve fit

standardized normal variate nondimensional variable indicating the number of standard deviations that a variable deviates from its mean value

static steady in time

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static calibration calibration performed when the system is static

static sensitivity slope of a static calibration curve at a particular input value

stationary each of a signal’s ensemble-averaged statistical properties are time invariant

statistics branch of applied mathematics concerned with the collection and interpretation of quantitative data and the use of probability theory to estimate population parameters

steady-state response the periodic part of a second-order system’s response

strongly stationary having all ensemble moments invariant with respect to the record’s time

successive approximation method method to perform analog-to-digital conversions electronically by subtracting the analog input signal from a digital-to-analog converter’s output signal

supplementary nondimensional units that do not represent a fundamental dimension

system of units system in which physical quantities can be expressed and related to one another through physical laws

systematic error error related to the difference between a measured and true value; sometimes called the bias error

systematic uncertainty estimate of the systematic error

third central moment see skewness

time history record plot of a signal’s amplitude versus time for a given period of time

time lag delay in time between a signal’s input and output through a device

timewise experiment in which measurand values are recorded sequentially in time

transducer device that changes an impulse into a desired quantity

transient response part of a second-order system’s response that decays in time

transient solutions homogeneous solutions to a differential equation that decay to zero in time

true mean value mean value of the population

true value error-free value of a variable

true variance variance of the population

uncertainty estimate of error in a variable

under-damped having a damping ratio less than unity

union set of all members of two sets that are in only one, only in the other, or in both

unit precisely specified quantity in terms of which the magnitudes of other quantities of the same kind can be stated

unit equation equation in which only units are used or defined

validational experiment conducted to validate a specific hypothesis

variables physical quantities involved in the process that can undergo change and thereby affect the process

variance statistical measure of the spread of values with respect to their mean

variational experiment quantifying the mathematical relationships between experimental variables

voltage divider a circuit consisting of a voltage source and two resistors in series to ground

waveform actual shape of a signal

weakly stationary having the ensemble mean and autocorrelation invariant with respect to the record’s time

Weibull distribution continuous distribution describing the time to failure of a physical system

Wheatstone bridge electrical circuit consisting of four resistors in a specific configuration and a voltage source

windowing mathematical method that reduces the magnitude of a signal’s record at its beginning and end

zeroth central moment integral of the probability density function; equals unity if the probability density function is normalized correctly

zeroth-order replication level level at which only measurement system errors are present