*** technofysica_sets_*_tudelft.zip *** This dataset consists of 8 .mat-files, each representing a multichannel measurement of machine vibration. The machine under investigation is a pump that is driven by an electromotor. The incoming shaft is reduced in speed by two delaying gear-combinations (a gear-combination is a combination of driving and a driven gear). The number of teeth in the gears are: gear-combination: 1 2 driving/driven driving driven Measurements are repeated for two identical machines, where the first (pump no. 2) shows a progressed pitting in both gears, and the second machine (pump no.3) is virtually fault free. The rotating speed of the driving shaft is measured with a tachometer. This measurement is done synchronously with the 7 vibration measurements, and is stored in channel 8. The measurements are also repeated for two operating conditions: ** minimum load (000) ** maximum load (200) Some more details: * 7 accelerometers were used, in the following manner: sensor 1,2 are radially mounted near the driving shaft, with an angle of 90 degrees between them sensor 3 is axially mounted near the driving shaft sensor 4-7 are radially mounted on different parts of the machine Schematically: E A MC **** ** ******************************* * * 1,2* 4 6 * * *******3 B C * * ******* * * * T * 5 7 * ******* ******************************* ** ** ** D E = electromotor A = incoming shaft (driving shaft) (coupling between E and P is flexible) MC = machine casing T = tachometer (== sensor 8) B = first delay (gear-combination) C = second delay (gear-combination) D = outgoing shaft (to vane in water) 1-7: position of sensors 1,7 The channels are numbered according to these sensor numbers Measurement details: a. the high-frequency measurements (hf_...): * data was measured for 6.1 seconds, lowpass-filtered (analog) to 5 KHz and digitized at 12.800 Hz (oversampled). This gives a datalength of 6.1*12800 = 77824 b. the low-frequency measurements (lf_...): * data was measured for 24.3 seconds, lowpass-filtered (analog) to 1 KHz and digitized at 3200 Hz (oversampled). This gives a datalength of 24.3*3200 = 77824 In the _small datafiles, you'll find a subset of the above datasets. Datalengths are now only 16384. % %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% This dataset was acquired in the Delft "Machine diagnostics by neural networks"-project with help from * TechnoFysica b.v., The Netherlands and can be downloaded freely at the following web-address: * http://www.ph.tn.tudelft.nl/~ypma/mechanical.html (c) 12-08-99 Pattern recognition group, Delft University of Technology Remarks should be directed to: Alexander Ypma ypma@ph.tn.tudelft.nl