What is resolution, precision and accuracy within sensors? | Sensor Partners (2024)

In this article we would like to discuss a number of terms related to sensors. These are often used interchangeably – usually incorrectly. These are very important specifications of sensors that are decisive in the functioning of the sensor. It's all about the resolution, accuracy and precision of sensors.

The resolution of sensors

The term resolution is often associated with a measurement. However, when it comes to sensors, the term resolution gains a totally different meaning. Simply put, the resolution is: the smallest possible change that a sensor can perceive. For a laser light grid, for example, this is a shift in position.

A sensor with a low(er) resolution will only detect or report displacements in whole centimetres, for example. When a sensor with a higher resolution is used, it is possible to do this down to millimetres. Of course, this is only of use when the application requires it.

It can be said as well that the application is decisive for the required resolution. A critical application, such as the monitoring of components on a PCB, as seen in the image, requires a high resolution. In other words, sensors with a higher resolution have a lower minimum voltage to which they switch.

The accuracy and precision of sensors

A frequently asked question when selecting a sensor is: how accurate is it? When it comes to sensor accuracy, one often tends to think about the difference between a measured distance and the actual distance. Within sensors there are two known types of accuracy: absolute accuracy and precision, also known as the repeatability of a measurement.

Absolute accuracy is often what's meant when someone talks about accuracy. So, the absolute accuracy is the deviation within a single measurement. For example, you can think of measuring the distance of a truck backing up towards a loading bay. To prevent a collision it is of utmost importance to know whether the sensor will indicate 1 meter remaining when there is 50 cm to go in reality. When the sensor has an absolute accuracy of ±10 cm the real value will be somewhere in between 40 and 60 cm, in relation to the previous example with a 50 cm measurement.

The repeatability of accuracy is the difference between two measurements. When the first measurement indicates a distance of 101 mm and a second measurement - under exactly the same circ*mstances - indicates 102 mm we can say that the repeatability of the sensor is ±1 mm. In many (but definitely not all) applications, the repeatability is more important than the absolute accuracy.

What is resolution, precision and accuracy within sensors? | Sensor Partners (2)

But...

However, knowing these two values is not enough to judge the right choice of sensor. People naturally want the best specs, so it's easy to go for the best repeatability and best possible absolute accuracy. To give an example of an application in which this is not the best choice, one can think of measuring the thickness of a product on a conveyor belt using a displacement laser.

When a laser with an absolute or repeat accuracy of ±0.01 mm is used, it cannot function along or above a conveyor belt because it vibrates constantly and thus produces a deviation of, for example, at least 1 mm. If all measurements are that accurate to 0.01 mm, it means you are consistently measuring and detecting errors on a vibrating conveyor belt.

What is resolution, precision and accuracy within sensors? | Sensor Partners (3)

What is resolution, precision and accuracy within sensors? | Sensor Partners (2024)

FAQs

What is resolution, precision and accuracy within sensors? | Sensor Partners? ›

It quantifies the smallest discernible change that the system can reliably capture. While accuracy focuses on the deviation from the true value, resolution emphasizes the system's ability to resolve fine changes within the measurement range. Image 2: The resolution of the measurement system.

What is accuracy and resolution of sensor? ›

What's the difference between accuracy and resolution? Accuracy is how close a reported measurement is to the true value being measured. Resolution is the smallest change that can be measured.

What do you mean by accuracy, precision, and resolution? ›

Accuracy: The error between the real and measured value. Precision: The random spread of measured values around the average measured values. Resolution: The smallest to be distinguished magnitude from the measured value.

What is the difference between precision and resolution of a sensor? ›

Resolution is how how many decimal places you are reading, even if your reading is really far off from the true value. Precision is how repeatable a reading is, which is not super explicit in any of your examples because it is related to multiple readings of a supposedly identical measurement.

What is the difference between accuracy and precision in sensors? ›

Accuracy and precision are both ways to measure results. Accuracy measures how close results are to the true or known value. Precision, on the other hand, measures how close results are to one another. They're both useful ways to track and report on project results.

What is precision in sensors? ›

The concept of precision refers to the degree of reproducibility of a measurement. In other words, if exactly the same value were measured a number of times, an ideal sensor would output exactly the same value every time.

What is resolution in sensors? ›

Sensor resolution refers to the smallest incremental change in the input stimulus that a sensor can detect and express in its output signal. It indicates the level of detail or granularity with which a sensor can measure.

What is an example of accuracy vs resolution? ›

For a digital pressure gauge, accuracy is expressed in relation to the full scale of the gauge. Thus, when calibrated to 0.1% of full scale, our example 50.00 psi gauge has an accuracy of ±0.05 psi. So the gauge has a resolution of 0.01 psi, but an accuracy of ±0.05 psi.

What is an example of accuracy and precision? ›

For example, if in lab you obtain a weight measurement of 3.2 kg for a given substance, but the actual or known weight is 10 kg, then your measurement is not accurate. In this case, your measurement is not close to the known value. Precision refers to the closeness of two or more measurements to each other.

How to calculate the resolution of a sensor? ›

Dividing the number of horizontal or vertical pixels on a sensor into the size of the object one wishes to observe will indicate how much space each pixel covers on the object and can be used to estimate resolution.

What are the 4 types of sensor resolution? ›

There are four types of resolution to consider for any dataset—radiometric, spatial, spectral, and temporal.

What is an example of accuracy in a sensor? ›

For example, the accuracy of ultrasonic sensors is usually stated in terms of detected range. Let's say we have an ultrasonic sensor with an operating range of 25', we have defined a ±2' window at 10', and the stated accuracy of the sensor is ±0.25% of detected range.

How to increase the accuracy of a sensor? ›

  1. 1 Choose the right sensor. The first step to increase the accuracy of sensors is to choose the right sensor for your application. ...
  2. 2 Use signal conditioning. ...
  3. 3 Apply calibration and compensation. ...
  4. 4 Implement error detection and correction. ...
  5. 5 Optimize sensor placement and orientation. ...
  6. 6 Here's what else to consider.
Jan 7, 2024

Which is better accuracy or precision? ›

Because of this, sometimes accuracy is valued over precision, simply because it can be more useful in determining the needed value. However, when maintaining a measurement system, the system must be checked regularly for both accuracy and precision, since they are both equally important for measurement success.

Why is sensor accuracy important? ›

Sensors and measuring systems, among other measurement tools, are calibrated to check their accuracy and repeatability. Calibrated sensors are necessary for precise, consistent, and repeatable measurement outputs. Calibration is one of the crucial conditions for effective quality assurance.

How to calculate accuracy and precision? ›

How to measure accuracy and precision
  1. Collect data. Begin by recording all the data you have for the project or experiment. ...
  2. Determine the average value. ...
  3. Find the percent error. ...
  4. Record the absolute deviations. ...
  5. Calculate the average deviation.
Jun 24, 2022

What is the meaning of resolution in accuracy? ›

Resolution refers to the smallest change in value that the instrument can detect or display. For example, if a digital pressure gauge has a resolution of 0.001 psi, it will be able to detect and display changes in pressure as small as 0.001 psi.

How do you measure the accuracy of a sensor? ›

The accuracy of the sensor is defined to be the sum of the non-linearity error and the hysteresis error. Note that the sensor accuracy calculation is pretty much the worst case error that can be determined from the calibration data, and it may not occur at every point along the pressure sensor FS range.

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