Observability and Analytics

Problem : Correlating Single or Multiple (KPI / Indexes) of network to understand and predict the performance issue of network and reduce the noise by generating single Alert.

Solution :

• Standardise the Data ( Z-Score )

• Remove the Outlier

• Impute the Data

• Process via VAR model and Generate the Alerts based on threshold

• User friendly dashboards to Identify the root cause of problem.

Benefits:

• Identify and predict the performance of the network , can be used for Capacity and Performance prediction.

• Single Alert for Multiple KPIs ( Noise Reduction )

• Supported for 5G, Telemetry , ACI , SDWAN , DNAC

Responsibility: Product Owner , Stake Holder Management , Enable to Internal and External teams.

Univariate / multivariate Anomaly based on ML

Performance Management for 4G and 5G

Integration with different Controllers

Problem : Predicting the Network Behaviour based on Prediction of Network data by using ML based algorithm.

Solution :

• Plot the time series data

• Based on Training sample data and ML based algorithm ( Puppet ) predict the network.

Benefits:

• Identify and predict network based on KPI usage.

Responsibility: Product Owner , Stake Holder Management , Enable to Internal and External teams.

Forecasting and Prediction based on ML

Problem : Performance Management of 4G and 5G devices

Solution :

• File based ingestion for 4G and 5G XML based data

• Celery based task to process the files

• Based on Gauge and Counter values , process the KPI formulas

• Generate the Dashboards based on SQL queries.

Benefits:

• Identify and predict the performance of the network , can be used for Capacity and Performance prediction.

• Monitoring 5G and 4G specific KPIs

Responsibility: Product Owner , Stake Holder Management , Enable to Internal and External teams.

Problem : Integration of different controllers

Solution :

• Integration with Data Center specific controllers e.g. ACI , SDWAN

• Integration with

• Based on Gauge and Counter values , process the KPI formulas

• Generate the Dashboards based on SQL queries.

Benefits:

• Identify and predict the performance of the network , can be used for Capacity and Performance prediction.

• Monitoring 5G and 4G specific KPIs

Responsibility: Product Owner , Stake Holder Management , Enable to Internal and External teams.

Rule Engine to correlate events

Problem : Correlation of Alarms / Events / SNMP Traps

Solution :

• Enrich the events / alarms

• Define the rules , correlate it based on conditions.

• Generate single event based on rules

• Solution based on slide window , celery task and RabitMQ

Benefits:

• Correlate the events and alarms to generate single event

• Reduce noise

Responsibility: Product Owner , Stake Holder Management , Enable to Internal and External teams.