You might like to take a look at this thread:
https://www.eevblog.com/forum/testgear/dmm-linearity/msg698554/#msg698554
Do read (or at least speed read) the paper linked in reply #3
The document of Jonas Wissting (Wiss) explains very well the mathematics that you need to arrive at better accuracy than each single resistor in the divider has. I think Andreas used a similar method with his ADCs.
So two of you think this WISS paper is good. Probably Affine Operators and Moore-Penrose pseudo inverse matrices are easy for you. Not for me.
After reading through the whole paper I had no idea what he was doing. He did a test with 6 resistors in series. 6 resistors with unknown nominal values, unknown TCs, unknown tolerances. All we are told is that they were “lab-grade”. Is that a thing? Don’t cal labs usually use huge 4-terminal resistors in oil baths?
So having got to the end I had to go back and “reverse engineer” what it was he was actually doing. So he is measuring each resistor individually, then pairs, then triplets, and so on.
The claim is made that the resistors do not need to be of high absolute accuracy, which he has ‘proved’ by using resistors accurate to 0.5ppm relative to the group. There is no evidence or mention of checking for drift during any particular voltage setting, say the 1-resistor voltage set.
There is no mention of possible problems with the different source impedances as you move up the chain, or where the DVM guard shield is connected.
I suspect that it has been expressed in an overcomplicated way in order to impress the examiners.
Nevertheless he has achieved some impressive results, using some impressive test equipment. One can only hope that these results were not “cherry picked” out of less good sets of results.
Hi
I _only_ test "linearity" (in mathematics speak "affine") of the multimeter, if there is thermal drift, it will add to the non-linearity, as any other problem such as loading.
Data was cirtainly not cherry-picked, it was very tedious to read 7 digits of the multimeter, switch, wait for it to stabilize, repeat
I found the resistors in a drawer at my old job, I do not have real data for them
(I could post a picture of the device)
You only have to understand what a pseudo inverse do, not how to reach it, there is a python implementation. It gives the least square solution to a problem with many solutions.
BTW, the 2 examiners were very confused, one did _not_ understand the mathematics (experimental physicist), the other (theoretical physicist, general relativity etc) did not understand the application
, it was fun