Hi Team,
I am facing issue to build Asset health score model
If you have any reference to how to build this model so please share with me and further if possible please elaborate what about the parameter should be considered while building this model?
Hello,
Your question is way to high-level (I mean, not enough details).
Many questions ...
See
CONNECTED FACTORY
Improve enterprise reliability and lower the cost of unexpected breakdowns.
https://www.sas.com/en_be/industry/manufacturing/solution/connected-factory.html
as a starter.
Cheers,
Koen
Thanks a lot for your reply
Are you in manufacturing business or health maybe (hospital assets)? >
Ans: Refinery domain
What type of asset(s) are we talking about?
Ans: Refinery asset generally centrifugal pump, Fin fan ,reciprocating pump, fd fan etc
Do you want to predict maintenance issues & prevent breakdowns?
Ans : Yes, we want to predict maintenance issues & prevent breakdowns.
We are looking for a model which will help us in asset health score.
If possible kindly provide sample/document for asset health scoring model.
Hello,
OK. I see.
I have experience myself with pumps and fans.
SAS has a product called: SAS® ASSET PERFORMANCE ANALYTICS
The concerned web-page can give you additional information and reading material.
https://www.sas.com/en_be/software/asset-performance-analytics.html
The above is the SAS-site with Belgian flag (en_be) but other worldwide sites have the same page available I guess.
You can also request a demo there if you want.
Here are some SAS-blogs about: "PREDICTIVE MAINTENANCE":
https://blogs.sas.com/content/?s=predictive+maintenance
One of the blogs is about oil companies.
You can also screen the SAS-documentation, the SAS conference proceedings and this SAS-communities site.
You will find numerous papers on the topic of predictive maintenance.
You need a data scientist with great knowledge of survival analysis (on censored data).
Good luck,
Koen
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