Understanding RMS Accuracy for Measurements

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SUMMARY

The discussion clarifies the concept of RMS (Root Mean Square) in the context of measurement accuracy. It emphasizes that accuracy pertains to bias or systematic error, while RMS is used to average variations, particularly in sinusoidal patterns. The formula for RMSE (Root Mean Square Error) is provided as RMSE = √E((θ̂ - θ)²), highlighting that RMS itself does not measure error but rather averages values. The distinction between accuracy and random error is crucial for understanding measurement reliability.

PREREQUISITES
  • Understanding of RMS (Root Mean Square) calculations
  • Familiarity with concepts of accuracy and bias in measurements
  • Knowledge of statistical measures such as variance and standard deviation
  • Basic principles of electrical resistance and ohmmeters
NEXT STEPS
  • Research the differences between accuracy, precision, and error in measurements
  • Study the application of RMSE in statistical analysis and data science
  • Learn about the use of ohmmeters and their specifications for accurate measurements
  • Explore the mathematical derivation and applications of the RMS formula in engineering
USEFUL FOR

Electrical engineers, data analysts, and anyone involved in precision measurement and statistical analysis will benefit from this discussion.

BobbyBear
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Hello,

can someone please explain what exactly is meant when it is said that some measurement is accurate to some value RMS?

Eg, "suppose that we have a bucketful of nominally 100-ohm resistors, accurate to 1 percent RMS"

or,

"we shall use an ohmmeter with an accuracy of 3 ohms RMS random error on each reading"


I know what the rms value of a set of values is, I'm just not sure what is meant by these statements, can someone explain please?:p

thanks,
Bob
 
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BobbyBear said:
Hello,

can someone please explain what exactly is meant when it is said that some measurement is accurate to some value RMS?

Eg, "suppose that we have a bucketful of nominally 100-ohm resistors, accurate to 1 percent RMS"

or,

"we shall use an ohmmeter with an accuracy of 3 ohms RMS random error on each reading"I know what the rms value of a set of values is, I'm just not sure what is meant by these statements, can someone explain please?:p

thanks,
Bob

I don't understand either. They are mixing terms. Accuracy is not about random error. Accuracy has to do with bias (or systematic error) and the root mean square error measures bias. So:

RMSE=\sqrt{E((\hat\theta-\theta)^2)}

RMS itself is the quadratic mean and is used to average out regular variations such as with sinusoidal wave patterns. It is not a measure of error.

Measures of random variation about a mean are different and are expressed as the variance or standard deviation of the mean.

http://en.wikipedia.org/wiki/Accuracy_and_precision
 
Last edited:

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