Predictive Maintenance

Predictive maintenance support

WHAT WE OFFER YOU

Anticipating failures is now possible thanks to data analysis and a data-driven approach.
KyberEdge helps you transition from reactive maintenance to predictive and planned maintenance by leveraging data collected from machines to identify drifts, anomalies, and early warning signs. We integrate these systems with ERP or CMMS platforms to automate intervention management and reduce unplanned downtime.

WHAT WE SOLVE

Unexpected and costly failures
Interventions performed too late or too early
Inefficient maintenance planning
Limited use of machine data

CUSTOMER BENEFITS

Fewer downtimes, greater productivity
More efficient and less expensive maintenance
Increased plant reliability
Better technical and economic planning

WHAT WE DO

Operational Data Collection
Acquisition of temperatures, vibrations, event logs, and consumption data from PLCs/sensors.
Data Cleaning, Storage, and Enrichment
We consolidate and prepare data for predictive analysis.
Predictive Model Development and Training
We use ML/AI algorithms to estimate remaining useful life and detect anomalies.
Predictive Alerts and Smart Scheduling
We generate early alerts integrated with CMMS/ERP systems for automated maintenance.

TECHNOLOGIES AND APPROACH

EXPECTED OUTPUT FOR THE CUSTOMER

TECHNOLOGIES AND APPROACH

Machine Data Collection via Industrial Protocols (OPC UA, MQTT, Modbus, REST)

Data Engineering on Historical and Real-Time Streams (Azure Data Explorer, Fabric, Data Factory)

AI/ML Models Developed on Platforms such as Azure Machine Learning or scikit-learn in cloud/on-premises environments

Predictive Dashboards for Maintenance Technicians and Managers, displaying current status and future projections

Integration with CMMS (Computerized Maintenance Management System) and ERP Software to orchestrate activities

EXPECTED OUTPUT FOR THE CUSTOMER

Reduction of Unplanned Downtime, with a positive impact on productivity and quality

Optimization of Maintenance Costs by avoiding unnecessary interventions

Proactive and Intelligent Scheduling of maintenance activities

Extension of the Useful Life of machinery and critical components

Improved Operational Reliability, measurable through KPIs such as MTBF, MTTR, failure rate, etc.

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LEARN MORE ABOUT OUR OTHER SERVICES

Industrial data acquisition

Data collection and digitization of field data

Predictive Maintenance