Vibration-based condition monitoring of speed reducers / gearboxs
Introduction
In the cement industry, speed reducers / gearboxs are present in virtually all key assets such as mills, crushers, rotary kilns. All of these depends on availability and drive technology of speed reducers / gearboxs. If they stop, the plant production stops.
Being critical to the plant production, speed reducers / gearboxs are always working under heavy stress. Therefore, special requirements are placed on monitoring their conditions.
Maintenance of gearboxs
Vibration monitoring system
Vibrations are the basis for assessing machine conditions. Condition monitoring essentially comprises the measurement and recording of overall vibration values and operating parameters. It provides information and allows the diagnosis of the general machine condition or very specific ‘disorders’ of the machine.
WiiHey has brought up a new smart vibration monitoring system with MEMS and IoT technologies. Breakthroughs in MEMS technology make sensors much smaller and affordable. Nowadays with same budget, more sensors could be placed on machine components to precisely localize the vibrating source. While the IoT technology provides wireless connectivity so that experts could gain near-real-time visibility into machine conditions without traveling to locations.
Tech specs
- 3-axis MEMS accelerometer;
- ±2g/4g/8g/16g selectable scales, 8 to 12 bit resolution;
- 10 Hz to 1.6 kHz output rate, DC to 800 Hz bandwidth;
- 2.4 GHz Bluetooth low energy;
- 1 year battery life with 5 minute data uploading rate;
Key features
- Tri-axial MEMS accelerometer sensor with inside battery and IoT connectivity;
- Small hardwares - portable, easy to mount, wireless, low power and low cost;
- Rich cloud services like data fusion, display and analysis, etc;
- Quickly assess machine conditions, recognize warning signs;
- Multiple user terminals support, such as PC browsers and mobile APPs;
Benefits
- Continuous and cyclic acquisition of overall vibration values;
- 24/7 remote monitoring, skip the costly old-fashioned manual inspections;
- Enables the identification of machine faults and give early warnings;
- Localizes the affected components to provide information on root causes;
- Prevent equipment failures and avoid unscheduled downtime;
Architecture
Integrated system includes monitoring targets, sensors, gateway, cloud services and user terminals:
System architecture
Hardware installation
Sensors are placed on the components where potential problems such as unbalance, misalignment, looseness or gear failures are easy to occur. For a three-step speed reducer, as an example, there are several key points for sensors to be mounted:
Sensor mounting points
Here is a close look of the sensors. The sensor uses MEMS accelemeter to acquire vibration data, it has an inside battery and support wireless connectivity with gateway, so that no hard wire is required. The gateway in turn transmits data to the cloud for further process. Detailed information of sensor could be found here - WiiMine Sensor.
WiiMine sensors
Software
The cloud supports rich software services inlucing data display, data analysis and message notification. The data analysis allow user to see trending of the overall values, perform wavelet transform, or calculate statistics of comparison for prediction and optimization of subsequent maintenance. Detailed information of cloud services could be found here - WiiMatrix.
Data display on PC browser
Data analysis by algorithm
Notification of warn message on mobile APP (Wechat)
Summery
Condition monitoring helps to avoid disruptions, to detect wear processes early on and to optimize the service life of the machine components. The IoT (Internet of Things) enables condition monitoring to be performed in a remote and wireless way, plants could automate maintenance processes to increase efficiencies and decrease costs.