Industrial

Predictive Maintenance

About

01

Summary

Our predictive maintenance solution improved the operational efficiency of a manufacturing company, reducing downtime and maintenance costs. Using advanced analytics and machine learning, we provided a proactive approach to managing equipment maintenance.

02

Client Background

The client operates in the manufacturing industry. They are a large enterprise with production facilities worldwide.

03

Problem Statement

The client experienced frequent equipment breakdowns, leading to costly downtimes and high maintenance expenses. They needed a solution to predict equipment issues before they happened and optimise maintenance schedules.

04

Approach and Solution

We introduced an AI-driven predictive maintenance tool that used advanced analytics, machine learning, and IoT sensors to monitor equipment health in real time. We started with critical machines, continuously collecting and analysing data to identify patterns and predict failures. This approach allowed for timely, preemptive maintenance, reducing the likelihood of unexpected breakdowns. Key variables like temperature, vibration, and pressure were monitored, and machine learning models were used to estimate the Remaining Useful Life (RUL) of equipment, enabling the creation of actionable maintenance schedules.

05

Value Delivered

The AI solution led to a significant drop in equipment downtime and maintenance costs, greatly improving operational efficiency. The client reported more reliable production and lower overall maintenance expenses. According to the client, “The predictive maintenance solution has greatly enhanced our operations, delivering results beyond our expectations.”

Key results included

• Reduced downtime - The solution significantly lowered equipment downtime.

• Cost savings - Maintenance costs were reduced due to timely, preemptive maintenance.

• Improved reliability - Production processes became more reliable.

• Enhanced efficiency - Operational efficiency was greatly improved through better maintenance schedules.

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