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Root mean square

 

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Root mean square



 
 
In mathematics
Mathematics

Mathematics is the study of quantity, structure, space, change, and related topics of pattern and form. Mathematicians seek out patterns whether found in numbers, space, natural science, computers, imaginary abstractions, or elsewhere....
, the root mean square (abbreviated RMS or rms), also known as the quadratic mean, is a statistical
Statistics

Statistics is a Mathematics pertaining to the collection, analysis, interpretation or explanation, and presentation of data. It also provides tools for prediction and forecasting based on data....
 measure of the magnitude
Magnitude (mathematics)

The magnitude of a mathematical object is its size: a property by which it can be larger or smaller than other objects of the same kind; in technical terms, an ordering of the class of objects to which it belongs....
 of a varying quantity. It is especially useful when variates are positive and negative, e.g., sinusoids.

It can be calculated for a series of discrete values or for a continuously varying function
Function (mathematics)

The mathematical concept of a function expresses dependence between two quantities, one of which is known and the other which is produced. A function associates a single output to each input element drawn from a fixed Set , such as the real numbers , although different inputs may have the same output....
. The name comes from the fact that it is the square root
Square root

In mathematics, a square root of a number x is a number r such that r2 = x, or, in other words, a number r whose square is x....
 of the mean
Arithmetic mean

In mathematics and statistics, the arithmetic mean of a list of numbers is the sum of all of the list divided by the number of items in the list....
 of the square
Square (algebra)

In algebra, the square of a number is that number multiplication by itself. To square a quantity is to multiply it by itself.Its notation is a superscripted "2"; a number x squared is written as x?....
s of the values.






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In mathematics
Mathematics

Mathematics is the study of quantity, structure, space, change, and related topics of pattern and form. Mathematicians seek out patterns whether found in numbers, space, natural science, computers, imaginary abstractions, or elsewhere....
, the root mean square (abbreviated RMS or rms), also known as the quadratic mean, is a statistical
Statistics

Statistics is a Mathematics pertaining to the collection, analysis, interpretation or explanation, and presentation of data. It also provides tools for prediction and forecasting based on data....
 measure of the magnitude
Magnitude (mathematics)

The magnitude of a mathematical object is its size: a property by which it can be larger or smaller than other objects of the same kind; in technical terms, an ordering of the class of objects to which it belongs....
 of a varying quantity. It is especially useful when variates are positive and negative, e.g., sinusoids.

It can be calculated for a series of discrete values or for a continuously varying function
Function (mathematics)

The mathematical concept of a function expresses dependence between two quantities, one of which is known and the other which is produced. A function associates a single output to each input element drawn from a fixed Set , such as the real numbers , although different inputs may have the same output....
. The name comes from the fact that it is the square root
Square root

In mathematics, a square root of a number x is a number r such that r2 = x, or, in other words, a number r whose square is x....
 of the mean
Arithmetic mean

In mathematics and statistics, the arithmetic mean of a list of numbers is the sum of all of the list divided by the number of items in the list....
 of the square
Square (algebra)

In algebra, the square of a number is that number multiplication by itself. To square a quantity is to multiply it by itself.Its notation is a superscripted "2"; a number x squared is written as x?....
s of the values. It is a special case of the power mean
Generalized mean

A generalized mean, also known as power mean or H?lder mean, is an abstraction of the Pythagorean means including arithmetic mean, geometric mean, and harmonic mean means....
 with the exponent p = 2.

Definition


The RMS of a collection of values is

The corresponding formula for a continuous function defined over the interval is

and the RMS for a function over all time is

The RMS over all time of a periodic function
Periodic function

In mathematics, a periodic function is a function that repeats its values in regular intervals or periods. The most important examples are the trigonometric functions, which repeat over intervals of length 2π....
 is equal to the RMS of one period of the function. The RMS value of a continuous function or signal can be approximated by taking the RMS of a series of equally spaced samples. Additionally, the RMS value of various waveforms can also be determined without calculus, as shown by Cartwright.

RMS of common waveforms







notes:
t is time
f is frequency
a is amplitude (peak value)
c % d is the remainder after floored division
Modulo operation

In computing, the modulo operation finds the remainder of division of one number by another.Given two numbers, and , a modulo n is the remainder, on division of a by n....
waveformequationRMS
sinewave
squarewave
"modified sinewave"
sawtooth wave


Uses

The RMS value of a function is often used in physics
Physics

Physics is the natural science which examines basic concepts such as energy, force, and spacetime and all that derives from these, such as mass, charge, matter and its Motion ....
 and electrical engineering
Electrical engineering

Electrical engineering, sometimes referred to as electrical and electronic engineering, is a field of engineering that deals with the study and application of electricity, electronics and electromagnetism....
.

Average electrical power


Engineers often need to know the power
Power (physics)

In physics, power is the rate at which mechanical work is performed or energy is transmitted, or the amount of energy required or expended for a given unit of time....
, , dissipated by an electrical resistance, . It is easy to do the calculation when there is a constant current
Electric current

Electric current is the flow of electric charge. The electric charge may be either electrons or ions.The International System of Units unit of electric current intensity is the ampere....
, , through the resistance. For a load of R ohms, power is defined simply as:

However, if the current is a time-varying function, , this formula must be extended to reflect the fact that the current (and thus the instantaneous power) is varying over time. If the function is periodic (such as household AC power), it is nonetheless still meaningful to talk about the average power dissipated over time, which we calculate by taking the simple average of the power at each instant in the waveform or, equivalently, the squared current. That is,
So, the RMS value, , of the function is the constant signal that yields the same average power dissipation.

We can also show by the same method that for a time-varying voltage
Voltage

Electrical tension is the potential difference between two points of an electrical or electronic circuit, expressed in volts. It is the measurement of the potential for an electric field to cause an electric current in an electrical conductor....
, , with RMS value ,

This equation can be used for any periodic waveform
Waveform

Waveform means the shape and form of a signal such as a wave moving in a solid, liquid or gaseous medium.In many cases the medium in which the wave is being propagated does not permit a direct visual image of the form....
, such as a sinusoidal
Sine wave

The sine wave or sinusoid is a function that occurs often in mathematics, physics, signal processing, hearing , electrical engineering, and many other fields....
 or sawtooth wave
Sawtooth wave

The sawtooth wave is a kind of non-sinusoidal waveform. It is named a sawtooth based on its resemblance to the teeth on the blade of a saw.The convention is that a sawtooth wave ramps upward and then sharply drops....
form, allowing us to calculate the mean power delivered into a specified load.

By taking the square root of both these equations and multiplying them together, we get the equation

Both derivations depend on voltage and current being proportional (i.e., the load, R, is purely resistive). Reactive loads (i.e., loads capable of not just dissipating energy but also storing it) are discussed under the topic of AC power
AC power

This article deals with power in AC systems. See Mains electricity for information on utility-supplied AC power.Power is defined as the rate of flow of energy past a given point....
.

In the common case of alternating current
Alternating current

In alternating current the movement of electric charge periodically reverses direction. An electric charge would for instance move forward, then backward, then forward, then backward, over and over again....
 when is a sinusoidal
Sine wave

The sine wave or sinusoid is a function that occurs often in mathematics, physics, signal processing, hearing , electrical engineering, and many other fields....
 current, as is approximately true for mains power, the RMS value is easy to calculate from the continuous case equation above. If we define to be the amplitude of the current, then:

where t is time and ? is the angular frequency
Angular frequency

In physics , angular frequency ? is a scalar measure of rotation rate. Angular frequency is the magnitude of the vector quantity angular velocity....
 (? = 2p/T, whereT is the period of the wave).

Since is a positive constant:

Using a trigonometric identity
List of trigonometric identities

In mathematics, trigonometric identities are equalities that involve trigonometric functions that are true for every single value of the occurring variables....
 to eliminate squaring of trig function:

but since the interval is a whole number of complete cycles (per definition of RMS), the terms will cancel, leaving:

A similar analysis leads to the analogous equation for voltage:

Where represents the peak current and represents the peak voltage. It bears repeating that these two solutions are for a sinusoidal wave only.

Because of their usefulness in carrying out power calculations, listed voltage
Voltage

Electrical tension is the potential difference between two points of an electrical or electronic circuit, expressed in volts. It is the measurement of the potential for an electric field to cause an electric current in an electrical conductor....
s for power outlets, e.g. 120 V (USA) or 230 V (Europe), are almost always quoted in RMS values, and not peak values. Peak values can be calculated from RMS values from the above formula, which implies Vp = VRMS × v2, assuming the source is a pure sine wave. Thus the peak value of the mains voltage in the USA is about 120 × v2, or about 170 volts. The peak-to-peak voltage, being twice this, is about 340 volts. A similar calculation indicates that the peak-to-peak mains voltage in Europe is about 650 volts.

It is also possible to calculate the RMS power of a signal. By analogy with RMS voltage and RMS current, RMS power is the square root of the mean of the square of the power over some specified time period. This quantity, which would be expressed in units of watts (RMS), has no physical significance. However, the term "RMS power" is sometimes used in the audio industry as a synonym for "mean power" or "average power". For a discussion of audio power measurements and their shortcomings, see Audio power
Audio power

Audio power is the electric power transferred from an audio amplifier to a loudspeaker, measured in watts. The electrical power delivered to the loudspeaker and its sensitivity determines the sound power level generated ....
.

Amplifier power efficiency

The electrical efficiency
Electrical efficiency

The efficiency of an entity in electronics and electrical engineering is defined as useful power output divided by the total electrical power consumed , typically denoted by the Greek letter small Eta ....
 of an electronic amplifier
Electronic amplifier

An electronic amplifier is a device for increasing the Power and/or amplitude of a Signal . It does this by taking energy from a power supply and controlling the output to match the input signal shape but with a larger amplitude....
 is the ratio of mean output power to mean input power. As discussed, if the output is resistive, the mean output power can be found using the RMS values of output current and voltage signals. However, the mean value of the current should be used to calculate the input power. That is, the power delivered by the amplifier supplied by constant voltage
Voltage

Electrical tension is the potential difference between two points of an electrical or electronic circuit, expressed in volts. It is the measurement of the potential for an electric field to cause an electric current in an electrical conductor....
  is

where is the amplifier's operating current. Clearly, because is constant, the time average of depends on the time average value of and not its RMS value. That is,

Root mean square velocity


In physics
Physics

Physics is the natural science which examines basic concepts such as energy, force, and spacetime and all that derives from these, such as mass, charge, matter and its Motion ....
, the root mean square velocity is defined as the square root of the average velocity-squared of the molecules in a gas
Gas

In physics, a gas is a state of matter, consisting of a collection of particles without a definite shape or volume that are in more or less random motion....
. The RMS velocity of an ideal gas is calculated using the following equation:

where represents the Ideal Gas Constant (in this case, 8.314J/K)), is the temperature of the gas in kelvin
Kelvin

The kelvin is a Units of measurement of temperature and is one of the seven SI base units. The Kelvin scale is a Thermodynamic temperature scale where absolute zero, the theoretical absence of all thermal energy, is zero ....
s, and is the molar mass
Molar mass

Molar mass, symbol M, is the mass of one mole of a substance . It is a physical property which is characteristic of each pure substance. The base SI unit for mass is the kilogram but, for both practical and historical reasons, molar masses are almost always quoted in grams per mole , especially in chemistry....
 of the gas in kilograms. Note that the unit of mass is in kilograms.

Relationship to the arithmetic mean and the standard deviation

If is the arithmetic mean
Arithmetic mean

In mathematics and statistics, the arithmetic mean of a list of numbers is the sum of all of the list divided by the number of items in the list....
 and is the standard deviation
Standard deviation

In statistics, standard deviation is a simple measure of the variability or statistical dispersion of a data set. A low standard deviation indicates that all of the data points are very close to the same value , while high standard deviation indicates that the data are ?spread out? over a large range of values....
 of a population
Statistical population

In statistics, a statistical population is a Set of entities concerning which statistical inferences are to be drawn, often based on a random sample taken from the population....
 (the equation is different when is for a sample) then:

From this it is clear that the RMS value is always greater than or equal to the average, in that the RMS includes the "error" / square deviation as well.

Physical scientists often use the term "root mean square" as a synonym for standard deviation
Standard deviation

In statistics, standard deviation is a simple measure of the variability or statistical dispersion of a data set. A low standard deviation indicates that all of the data points are very close to the same value , while high standard deviation indicates that the data are ?spread out? over a large range of values....
 when referring to the square root of the mean squared deviation of a signal from a given baseline or fit. This is useful for electrical engineers in calculating the "AC only" RMS of a signal. Standard deviation being the root mean square of a signal's variation about the mean, rather than about 0, the DC component is removed (i.e. RMS(signal) = Stdev(signal) if the mean signal is 0).

See also

  • Generalized mean
    Generalized mean

    A generalized mean, also known as power mean or H?lder mean, is an abstraction of the Pythagorean means including arithmetic mean, geometric mean, and harmonic mean means....
  • L2 norm
  • Least squares
    Least squares

    The method of least squares or ordinary least squares is used to solve overdetermined systems. Least squares is often applied in statistical contexts, particularly regression analysis....
  • Root mean square speed
    Root mean square speed

    Root mean square speed is the measure of the speed of particles in a gas that is most convenient for problem solving within the kinetic theory of gases....
  • Root mean square deviation
    Root mean square deviation

    The root mean square deviation is the measure of the average distance between the backbones of protein structural alignment proteins. In the study of globular protein conformations, one customarily measures the similarity in three-dimensional structure by the RMSD of the Cα atomic coordinates after optimal rigid body superposition....
  • Mean squared error
    Mean squared error

    In statistics, the mean squared error or MSE of an estimator is one of many ways to quantify the amount by which an estimator differs from the true value of the quantity being estimated....
  • Table of mathematical symbols
    Table of mathematical symbols

    This is a listing of common symbols found within all branches of the science of mathematics....
  • Mean
    Mean

    In statistics, mean has two related meanings:* the arithmetic mean .* the expected value of a random variable, which is also called the population mean....


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