Message-ID: <CANOG_FWurcrSBs8F6C1RbkOOLgjM-z4vSHPSFg-OX7nvdPiNgA@mail.gmail.com>
Date: 2017-06-16T05:18:50Z
From: Sunny Singha
Subject: Help to simulate data to model pump failure use case
Hi,
I need help to simulate data to model pump's failure. Below is thought
process to simulate the data:
- For each Pump readings are captured via sensors each minute for period of
3 months. There are 10 pumps in total.
- The failure rate or occurrences of event in 3 months for each Pump is
defined. i.e Pump1 would fail 3 times in 3 months, Pump2 would fail 2 times
in 3 months, etc.
- The failure modes are defined based on the combination of below variables:
Failure modes::
-- Bearing damage --> +ve_corr('temprature' + vibration)
-- Cavitation --> -ve_corr( +ve_corr(discharge_pressure + flow) +
temprature)
-- worn shafts --> +ve_corr(discharge_pressure + flow)
How should I be generate distributions for the variables listed in the
"failure modes" maintaining the correlation stated above.
Regards,
Sunny
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