root mean square
(noun)
The square root of the arithmetic mean of the squares.
Examples of root mean square in the following topics:
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Root-Mean-Square Speed
- The root-mean-square speed measures the average speed of particles in a gas, defined as $v_{rms}=\sqrt{\frac{3RT}{M}}$ .
- The root-mean-square speed is the measure of the speed of particles in a gas, defined as the square root of the average velocity-squared of the molecules in a gas.
- The root-mean-square speed takes into account both molecular weight and temperature, two factors that directly affect the kinetic energy of a material.
- What is the root-mean-square speed for a sample of oxygen gas at 298 K?
- Recall the mathematical formulation of the root-mean-square velocity for a gas.
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The Root-Mean-Square
- The root-mean-square, also known as the quadratic mean, is a statistical measure of the magnitude of a varying quantity, or set of numbers.
- Its name comes from its definition as the square root of the mean of the squares of the values.
- The root-mean-square is always greater than or equal to the average of the unsigned values.
- Physical scientists often use the term "root-mean-square" as a synonym for standard deviation when referring to the square root of the mean squared deviation of a signal from a given baseline or fit.
- $G$ is the geometric mean, $H$ is the harmonic mean, $Q$ is the quadratic mean (also known as root-mean-square).
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Root Mean Square Values
- The root mean square (RMS) voltage or current is the time-averaged voltage or current in an AC system.
- Given the current or voltage as a function of time, we can take the root mean square over time to report the average quantities.
- The root mean square (abbreviated RMS or rms), also known as the quadratic mean, is a statistical measure of the magnitude of a varying quantity.
- It is especially useful when the function alternates between positive and negative values, e.g., sinusoids.The RMS value of a set of values (or a continuous-time function such as a sinusoid) is the square root of the arithmetic mean of the squares of the original values (or the square of the function).
- Relate the root mean square voltage and current in an alternating circut with the peak voltage and current and the average power
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Computing R.M.S. Error
- Root-mean-square (RMS) error, also known as RMS deviation, is a frequently used measure of the differences between values predicted by a model or an estimator and the values actually observed.
- Root-mean-square error serves to aggregate the magnitudes of the errors in predictions for various times into a single measure of predictive power.
- RMS error is the square root of mean squared error (MSE), which is a risk function corresponding to the expected value of the squared error loss or quadratic loss.
- Like the variance, MSE has the same units of measurement as the square of the quantity being estimated.
- RMS error is simply the square root of the resulting MSE quantity.
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The Discriminant
- The discriminant $\Delta =b^2-4ac$ is the portion of the quadratic formula under the square root.
- If ${\Delta}$ is positive, the square root in the quadratic formula is positive, and the solutions do not involve imaginary numbers.
- If ${\Delta}$ is equal to zero, the square root in the quadratic formula is zero:
- If ${\Delta}$ is less than zero, the value under the square root in the quadratic formula is negative:
- This means the square root itself is an imaginary number, so the roots of the quadratic function are distinct and not real.
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Standard Deviation: Definition and Calculation
- It is therefore more useful to have a quantity that is the square root of the variance.
- Next, compute the average of these values, and take the square root:
- This quantity is the population standard deviation, and is equal to the square root of the variance.
- Using the uncorrected estimator (using $N$) yields lower mean squared error.
- We can obtain this by determining the standard deviation of the sampled mean, which is the standard deviation divided by the square root of the total amount of numbers in a data set:
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Imaginary Numbers
- There is no such value such that when squared it results in a negative value; we therefore classify roots of negative numbers as "imaginary."
- What does it mean, then, if the value under the radical is negative, such as in $\displaystyle \sqrt{-1}$?
- This means that there is no real value of $x$ that would make $x^2 =-1$ a true statement.
- Specifically, the imaginary number, $i$, is defined as the square root of -1: thus, $i=\sqrt{-1}$.
- We can write the square root of any negative number in terms of $i$.
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Radical Functions
- An expression with roots is called a radical function, there are many kinds of roots, square root and cube root being the most common.
- If fourth root of 2401 is 7, and the square root of 2401 is 49, then what is the third root of 2401?
- If the square root of a number is taken, the result is a number which when squared gives the first number.
- Roots do not have to be square.
- However, using a calculator can approximate the square root of a non-square number:$\sqrt {3} = 1.73205080757$
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Factoring a Difference of Squares
- When a quadratic is a difference of squares, there is a helpful formula for factoring it.
- Taking the square root of both sides of the equation gives the answer $x = \pm a$.
- If you recognize the first term as the square of $x$ and the term after the minus sign as the square of $4$, you can then factor the expression as:
- If we recognize the first term as the square of $4x^2$ and the term after the minus sign as the square of $3$, we can rewrite the equation as:
- This means that either $4x^2-3=0$ or $4x^2+3=0$.
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Introduction to Radicals
- Roots are the inverse operation of exponentiation.
- For example, the following is a radical expression that reverses the above solution, working backwards from 49 to its square root:
- For now, it is important simplify to recognize the relationship between roots and exponents: if a root $r$ is defined as the $n \text{th}$ root of $x$, it is represented as
- If the square root of a number $x$ is calculated, the result is a number that when squared (i.e., when raised to an exponent of 2) gives the original number $x$.
- This is read as "the square root of 36" or "radical 36."