2023 Tabular Data https://fordatis.fraunhofer.de/handle/fordatis/347
http://dx.doi.org/10.24406/fordatis/289

Data set for AI a ssisted detection of the belt tension on a conveyer belt for condition monitoring

Jongmanns, Marcel (Fraunhofer-Institut für Photonische Mikrosysteme IPMS); Devi, Sharda (Fraunhofer-Institut für Photonische Mikrosysteme IPMS)

IPMS Fraunhofer-Institut für Photonische Mikrosysteme
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FileDescriptionSizeFormat 
20230908-JON-Dokumentation-Messungen-Bandspannung_Förderband.pdfDocumentation of the measurement setup317,48 kBAdobe PDFPreviewDownload/Open
Conveyor_Belt_1.hd51,47 GBUnknownDownload/Open
Conveyor_Belt_2.hd51,1 GBUnknownDownload/Open
Conveyor_Belt_3.hd51,1 GBUnknownDownload/Open
Conveyor_Belt_4.hd51,1 GBUnknownDownload/Open
Conveyor_Belt_5.hd51,1 GBUnknownDownload/Open
Conveyor_Belt_6.hd51,1 GBUnknownDownload/Open
Conveyor_Belt_7.hd51,1 GBUnknownDownload/Open
Conveyor_Belt_8.hd51,1 GBUnknownDownload/Open
Conveyor_Belt_9.hd51,1 GBUnknownDownload/Open
Conveyor_Belt_10.hd51,1 GBUnknownDownload/Open

Abstract

A measurement setup based on an accelerometer, MEMS gyroscope and magnetometer was used to gather data on a conveyor belt to determine the tension of the belt. 100,000 data points are split into 10 measurement series with 10,000 data points each. Each data point consists of 9 time series of the 3 sensors with 3 axis each.

Technical Information

A conveyor belt (Vetter Kleinförderbänder GmbH, BK-20-40-1-300-20) is equipped with an inertial measurement unit (IMU) and magnetometer. The IMU is a STMicroelectronics LSM6DSOX, which is mounted via a 3D-printed adapter next to the pulley of the belt. The magnetometer is a STMicroelectronics LIS3MDL, which is mounted near the motor of the belt. The data is sampled by a development board (STMicroelectronics NUCLEO-F446RE) and send via the integrated virtual serial port to a PC to store the data. The amplifier board serves as adapter between the microcontroller on the development board and the sensors via an I2C interface. This board also contains analog amplifiers for other sensors, which are not included in this setup. The data is saved in a HDF5 format using Python.
Classification
620 Ingenieurwissenschaften
Keywords
condition monitoring
predictive maintenance
conveyor belt tension
Zustandsüberwachung
Maschinendaten
machine learning
Funder
Fraunhofer-Gesellschaft FhG
Fraunhofer Group
Mikroelektronik
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