equinor / fmu-tools

fmu-tools is a library containing tools for pre- and post-processing in a Fast Model Update (FMU) context
https://equinor.github.io/fmu-tools/
GNU Lesser General Public License v3.0
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fmu design matrix: Not only min/max distributions #150

Open bkhegstad opened 3 years ago

bkhegstad commented 3 years ago

After assisting several assets with uncertainty analysis in general and the design matrix in particular, I see that they often translates high/low to min/max since that is the only option available. The "default" method in Equinor is that high/low at least should be P10/P90 unless clearly stated why. The result is that assets tends to underestimate uncertainties.

Request: Adjust/add functionality to the triangular, pert and uniform distributions (and perhaps the normal one as well) so the input can be set to P90/P10 and not only min/max. An even better solution would be that the user can choose if the high case is P10, P5, P1, P20 or whatever.

tralsos commented 3 years ago

Yes, this has been discussed earlier and it will be simpler than going via other software tools to find what the distribution parameters should be if what you have is p10/p90 numbers. To implement this, there is a trade off here between flexibility and keeping the input excel sheet as simple as possible. There are two different options as I see it:

bkhegstad commented 3 years ago

I think GeoX implemented a _P10P90-version of the beta-distribution after request from us. This is much, much better than having only min/max which tends to underestimate uncertainties by default. I agree to make it more flexible is a tradeoff between flexibility as easy-to-use.