Articles

MAINTENANCE OPTIMIZATION USING ADVANCED ANALYTICS

THE NIGERIAN INSTITUTION OF MECHANICAL ENGINEERS ( NimechE )

A DIVISION OF THE NIGERIAN SOCIETY OF ENGINEERS

PORT HARCOURT CHAPTER

PRESENT A SEMINAR

TITLED : MAINTENANCE OPTIMIZATION USING ADVANCED ANALYTICS.

PRESENTER : ENGR. VALERIE AGBERAGBA, FNSE

GM Generation Project NDPHC

Vice President WFEO ( 2016 - 2019)

Vice President NSE ( 2011- 2013

President APWEN ( 2006 - 2007 )

Date : Tuesday 11th March 2025, Time : 5: 00pm

 

THE CHALLENGE OF MAINTENANCE OPTIMIZATION

  • Ensure asset reliability
  • Reduce downtime
  • Improve efficiency
  • Traditional Method limited

 

UNLOCK THE POWER OF ADVANCED ANALYTICS 

  • Predictive Maintenance ( preventive maintenance )
  • Condition - base maintenance ( monitor asset performance )
  • Reliability - Centered maintenance ( Optimize reliability ) 
  • Asset performance management ( Track and improve performance).

 

TYPE OF ADVANCED ANALYTICS

  • Machine Learning ( patterns and predictions )
  • Deep Learning ( Complex data patterns )
  • Natural language Processing ( Analyze textual data )
  • Statistical Modeling ( Data relationships ) 

 

BENEFITS OF ADVANCED ANALYTICS

  • Improve asset reliability
  • Reduced downtime
  • Enhanced predictive capabilities
  • Data - driven decisions 

PREDICTIVE MAINTENANCE : A CASE STUDY,

Manufacturing facility implemented predictive maintenance machine learning algorithms used, downtime reduced by 25%, maintenance cost reduced by 15%.

IMPLEMENTATION ROADMAP 

  • Define objectives and KPIs 
  • Collect and integrate data
  • Develop and display models
  • Monitor and evaluate

CHALLENGE AND LIMITATIONS

  • Data quality and availability 
  • Complexity of Models
  • Integration with systems
  • Change management and adoption.

CONCLUSION : Maintenance Optimization, Advanced Analytics offers significant opportunities. Leverage predictive models, Machine Learning, and Data - driven insights, improve asset reliability, reduced downtime, and enhance overall efficiency.