Condition Monitoring of Misaligned Rotor System Using Acoustic Sensor by Response Surface Methodology

Abstract

Misalignment is among the most common causes of vibrations in rotary machinery. Modern machinery is complicated and installing a sensor might be tricky at times. As a result, non-contact type sensors are critical in such situations. The present study investigates the influence of combinations between speed, load, and fault severity upon system vibration employing acoustic sensor. Although acoustic sensor is used in angular fault diagnosis, but this is the first attempt to combine the noncontact type of sensor and Response Surface Methodology (RSM) to study the influence of misalignment upon system vibration and the factors that induce system vibrations in a misaligned rotor system. To investigate the effect of these interactions on system performance, RSM with Root Mean Square (RMS) as a response factor is used. Design of experiments is used to prepare experiments, while Analysis of Variance (ANOVA) is used to analyze the results. Speed has a significant impact on RMS value in both parallel and angular types of misalignments and it severely affects the system performance. According to the RSM findings, a change in load, influences vibration amplitude. With increasing defect severity, the change in RMS value was not particularly significant. The outcome of RSM using acoustic sensor found well aligned with the conclusion drawn using RSM study using vibrational sensor.

A CNN-Based Methodology for Identifying Mechanical Faults in Induction Motors Using Thermography

“…One alternative that is widely used by engineers and scientists is the monitoring of physical variables that, by using signal processing techniques, can indicate the presence of a fault. In this sense, vibration and noise monitoring [2,[6][7][8][9][10][11], acoustic emission [12][13][14][15], and stray flux [16][17][18], as well as electrical current [19][20][21][22][23][24][25], are the variables that are usually employed to perform either or both of the aforementioned fault detections. It is worth noticing that these sensors require installation in easy-access locations so they can be subjected to periodic inspections, especially if they operate under harsh conditions [26].…”