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Re: [Question #232113]: nummerical error through multiple replications

 

Question #232113 on Yade changed:
https://answers.launchpad.net/yade/+question/232113

matthias  posted a new comment:
ok, i say not "error" maybe noise or innaccuracy. or variant
after evalutation 40 values over night, i get a nearly gaussian distributed histogram with mean=1.3016714286 and median=1.30455. Therefore i could reach "the real value" by running some replications, in the similiar way as in discrete event simulation or other monte carlo based approaches, but ic don't have so much computers/nodes/clusters

so if multithreaded DEM  has a chaotic nature, so there are some points to reason:
- a multithreaded simulation is not repeatable because the OS scheduling isn't
- for (automatic) simulation based optimization, the optimizer cannot fine tune a model. it can only find rough parameter sets which are distinguishable. small changes are distinguishable because the noise of one run ist too big

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