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AI/ML-Driven Preventive Maintenance and Failure Detection System for US-Based Industrial IoT Company

Banner Machine Learning Cloud Industrial IoT

Client Overview

US-based ‘one stop solution provider’ in the domain of IoT for different industry applications​​.

Business Need

  • The client wanted to design a smart system to identify the abnormal behavior of the industrial machinery for preventive maintenance or failure detection

VOLANSYS Contribution

  • Deployment of IoTify framework on AWS IoT cloud
  • Dashboard customization for suitable data view with a various configurable parameter to analyze the system quickly
  • Collection of various sensors (vibration, temperature, etc) data using CENTAURI 200 Gateway via BLE/ZigBee/Z-Wave
  • Leveraging existing OTA management functionality for on-field updates for gateway and connected devices from cloud
  • AI/ML implementation for application
  • Quick mobile application development using IoTify SDK
  • Leveraging pre-integrated gateway platform with CENTAURI 200 software framework for quick solution development
  • Provided support for Tensor flow light to run the AI/ML model and detect anomaly

Solution Diagram

Diagram Machine Learning Cloud Industrial IoT

Benefits Delivered

  • The client was able to save 50% cost in upfront research and development using the IoTify framework
  • The client was able to build a technological edge over a competitor as they were using old time-consuming methods which often resulted in a breakdown

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Success Stories