I am looking for ideas on how to translate one range values to another in Python. I am working on hardware project and am reading data from a sensor that can return a range of values, I am then using that data to drive an actuator that requires a different range of values.
For example lets say that the sensor returns values in the range 1 to 512, and the actuator is driven by values in the range 5 to 10. I would like a function that I can pass a value and the two ranges and get back the value mapped to the second range. If such a function was named translate
it could be used like this:
sensor_value = 256 actuator_value = translate(sensor_value, 1, 512, 5, 10)
In this example I would expect the output actuator_value
to be 7.5
since the sensor_value
is in the middle of the possible input range.
If you need to map or translate inputs to arbitrary values, you can use the VLOOKUP function. Since there is no way to derive the output (i.e. it's arbitrary), we need to do some kind of lookup. The VLOOKUP function provides an easy way to do this.
The range is the difference between the smallest and highest numbers in a list or set. To find the range, first put all the numbers in order. Then subtract (take away) the lowest number from the highest. The answer gives you the range of the list.
The Arduino map() function. The map() function makes it easy to convert numbers from one range to another. Here's a simple example of its usage. The map() function makes it easy to convert a value from one range into a proportional value of another range.
The map() function uses integer math so will not generate fractions, when the math might indicate that it should do so. Fractional remainders are truncated, and are not rounded or averaged.
One solution would be:
def translate(value, leftMin, leftMax, rightMin, rightMax): # Figure out how 'wide' each range is leftSpan = leftMax - leftMin rightSpan = rightMax - rightMin # Convert the left range into a 0-1 range (float) valueScaled = float(value - leftMin) / float(leftSpan) # Convert the 0-1 range into a value in the right range. return rightMin + (valueScaled * rightSpan)
You could possibly use algebra to make it more efficient, at the expense of readability.
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