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Wireless Vibration Sensor Detects a Bearing Issue and Prevents a Catastrophic Failure


Wireless Vibration Sensor Detects a Bearing Issue Preventing a Catastrophic and Costly Failure - Miniotec
Wireless Vibration Sensor Detects a Bearing Issue Preventing a Catastrophic and Costly Failure

Client Problem / Background


Our Client has had past failures with their Conveyor pulley’s that have historically failed unexpectedly.


The Client installed LTE/LoRa wireless vibration sensors on a mining conveyor across their bearing pulleys to support a remote bearing vibration monitoring strategy. Installation of the the wireless vibration sensors took less than five (5) mins each. The wireless vibration monitoring system was collecting, processing and displaying sensor data on the dashboard within 30 mins.


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Solution - Wireless Vibration Sensor Detects a Bearing Issue

  • The client’s condition monitoring team received an automated email alert from one of the wireless sensors installed on an NDE bearing of a particular pulley reporting a significant increase in vibration RMS acceleration.

  • The analytics reported the issue was ‘Unbalance’ related.

  • Temperature data from the dashboard's analytics also showed a correlating rapid increase in temperature from the device’s surface temperature sensor capabilities corroborating a notable issue was forming.

Spectrum One (1) Week Earlier Presented Unremarkable Frequencies - Miniotec
Spectrum One (1) Week Earlier Presented Unremarkable Frequencies
  • Vibration data collected manually by the Client with a CSI handheld, after receiving the system's alert, confirmed a sudden increase in unbalance vibration of the particular pulley.

  • Validation of the issue was also checked with slow-motion and heat sensing videos which revealed some significant material build up on the inside of the belt pulley.

  • The equipment had been offline for a general shutdown and the sudden increase and change in conveyor operation was detected immediately by the sensor mounted on the bearing as the equipment was restarted.

Spectrum During the Fault Presented a Clear Unbalance Fault Pattern - Miniotec
Spectrum During the Fault Presented a Clear Unbalance Fault Pattern
Causal analysis undertaken after the alert was issued established the sudden increase in ‘unbalance’ vibration was likely due to hosing activities that washed material into a heap at the bottom of the pulley rim while the equipment was shutdown, effectively adding a significant weight off-centre.

Equipment Temperature Increased Rapidly During the Fault - Miniotec
Equipment Temperature Increased Rapidly During the Fault

Dashboard Outlines how the Sensor Detects a Bearing Issue - Miniotec
Dashboard Outlines how the Sensor Detects a Bearing Issue


Benefits

  • Quickest deployment possible to all industrial equipment of any comparable integrated triaxial accelerometer sensor on the market to monitor vibration – true “plug and play” (<5-10 mins). Each sensor device contains multiple sensors.

  • Anomaly detection, Fault characterization, Automatic Notifications and Real-time monitoring. Each wireless sensor can monitor a broad frequency range and sample rate and because of the sensor's low power consumption, the wireless system possesses a robust battery life.

  • No gateways or associated infrastructure (i.e. installing cables, power) required for data collection in this challenging outdoor environment.

  • No connection into the Client’s IT network. The wireless vibration sensor uses a LTE wireless protocol to transmit data (high bandwidth) to the analytics hosted on a cloud platform. The solution also offers intelligent data communication via an API (accessed via HTTPS, MQTT protocol and FTP over TCP connections).

Miniotec provides the world’s only 6-in-1 sensor (integrated triaxial wireless accelerometer, wireless temperature sensor (measures surface temperature), magnetic flux, RPM (speed) extraction, acoustic (inaudible range) and humidity) with fully automated anomaly detection, failure mode classification and remaining useful life determination (RUL) using sophisticated machine learning and signal processing algorithms.

Business Case

  • Currently technicians / engineers do manual vibration monitoring to inspect these pulleys on a 32-day PMI rotation. If it was not for the autonomous ‘24/7-365’ nature of the high data quality collected and analysed through this new wireless vibration monitoring system, the ‘unbalance’ issue may not have been detected before the issue escalated as the regular monthly inspection was not due for approximately another 27 days.


If the issue was not detected by the IIoT sensor and action taken, the potential operational loss (production and repair) that could have resulted by a failure to the Bearing offered a Return on Investment of 20X (Client figures).

  • The ROI has already been recovered. The issue was detected within 30 days of sensor installation.

  • In this case where the sensor detects a bearing issue, the wireless IIOT sensors prevented a catastrophic failure and performed as designed and intended, saving the Client a considerable amount of time and money from equipment replacement and loss of production revenue.


Talk to us about how Miniotec can support your operations and provide a step change to your asset management approach.


Let us know your thoughts?


We are eager to understand your Digital Maintenance focus and where we could support.


Read more about this revolutionary wireless vibration sensor here.

Read more about how wireless vibration sensors are positively impact the mining industry here.



Best;


info@miniotec.com


About Miniotec:


Miniotec is a digital consulting and technology solutions provider, dedicated to supporting companies in their digital transformation journeys. Established by a group of experienced engineers, we emphasise the harmonious integration of people, processes and technology. Our team has a rich history of working across various sectors, from energy and resources to infrastructure and industry. We are trusted by the world's largest miners, oil and gas giants, utility companies and even budding start-ups and believe in the transformative power of the Industrial Internet of Things (IIoT) and its role in unlocking valuable data insights. Through IIoT, we aim to facilitate better decision-making, enhance operational activities and promote safer work environments. At Miniotec, our goal is to guide and support, ensuring every digital step is a step forward.




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