Manufacturing

Predictive Maintenance Platform for CNC Workshop

Precision Engineering Firm, Faridabad2024

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Project Results

+44%
Efficiency
98.9%
Quality
-42%
Cost Reduction
8 months
Timeline

Technologies Used

IIoT SensorsEdge GatewayPython ML ModelsCloud Analytics

Overview

Deployed an IIoT-based predictive maintenance platform across 18 CNC machines using vibration and temperature sensors, with ML models forecasting bearing and spindle failures up to 60 days in advance.

Key Features

Vibration & Temperature Sensing
ML Failure Prediction
Maintenance Work-Order Integration
Spindle Health Scoring
Mobile Alert Dashboard
Energy Consumption Trends