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Root Cause

Solved732 views10th December 2023
2
Kai Von Garnier [SLC] [DevOps Member]48 7th December 2023 0 Comments

Is there a way to use Dataminer AI to automatically identify the device that first reported the fault and isolate it from subsequent alarms? In other words, display the "root cause device"?
I don't think that's possible, but maybe I'm wrong 😉

Ben Vandenberghe [SLC] [DevOps Enabler] Answered question 10th December 2023

2 Answers

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João Severino [SLC] [DevOps Catalyst]12.94K Posted 7th December 2023 0 Comments

Probably not exactly what you are looking for but would the DMS Root Cause Analysis (RCA) feature of DataMiner be helpful to your use case?

It should be possible to use RCA to build a chain of how elements interact with each other and how they can affect each other and from that extract some information.

See the following 2 links for some extra info:

Working with the Connectivity Editor | DataMiner Docs

Using the RCA slider | DataMiner Docs

It could be that DataMiner AI could build on top of the existing RCA feature to bring some more value or to automate even more this procedure.

Kai Von Garnier [SLC] [DevOps Member] Selected answer as best 8th December 2023
2
Ben Vandenberghe [SLC] [DevOps Enabler]9.06K Posted 10th December 2023 0 Comments

Hi Kai - our Augmented Operation aims at doing that Kai, more specifically I'm referring to the Automated Incident Tracking (Automatic incident tracking | DataMiner Docs).

This capability uses a plethora of data points and information to automatically group multiple alarm messages together.  In other words, to bundle all alarms that are highly likely related to each other (i.e. they have a single root cause).  All alarms are grouped in the alarm console, similar to the example below.  If you are looking for the alarm that came in first, then it would be the one at the bottom of that group.

In this case, a failure on the main transmitter site (input of a satellite receiver feeding into that site) seems to be the likely cause of various other alarms, down the slave transmitter sites that are also fed by this main transmitter site.

NOTE: you are right in referring to the first alarm as being the most likely root cause, but that's not necessarily always the case.  There's a very wide range of different types of protocols, interfaces and products out there, and different data collection techniques that are applied across them depending on what is available, and it is not impossible for symptomatic alarms to be reported earlier than the actual root cause alarm.

In any case, Automatic Incident Tracking is a very promising technology that works completely autonomously (i.e. one of the big advantages is that it does not require manual definitions and configuration), and I would like to note a few things about this:

  • we are continuously evolving and improving all Augmented Operation capabilities, and they become better, stronger and more accurate with every new release of DataMiner - this is what the future is about, and very much worth looking into for any DataMiner users.
  • this kind of capabilities is very unique to DataMiner, as we have that exclusive unified digital twin of the entire operation, and this is really a prerequisite to being able to do something like this - BUT that also means that one has to make sure that they have a clean configuration of DataMiner, or in other words a proper base line set-up (e.g. nicely organize the elements in meaningful views, leverage IDP to properly document locations of physical assets, etc.).  If you create a pile of garbage to begin with when it comes down to your set-up of DataMiner, then obviously you cannot expect very clean results (i.e. also a human without background information would be challenged to draw meaningful conclusions from a pile of garbage).

A lot more to be said about this, but you can also read up on this in the documentation link provided.

Cheers,

Ben

Ben Vandenberghe [SLC] [DevOps Enabler] Answered question 10th December 2023
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