On-line Time Domain Vibration and Current Signals Based Multi-fault Diagnosis of Centrifugal Pumps Using Support Vector Machines |
| |
Authors: | Janani Shruti Rapur Rajiv Tiwari |
| |
Affiliation: | 1.Computer Vision and Systems Laboratory, Department of Electrical and Computer Engineering,Laval University,Quebec,Canada;2.Department of Industrial and Information Engineering and Economics (DIIIE),University of L’Aquila,L’Aquila,Italy;3.Tomsk Polytechnic University,Tomsk,Russia;4.Department of Chemical Engineering Materials Environment & UDR INSTM,Sapienza University of Rome,Rome,Italy;5.Faculty of Animal Science and Food Engineering,University of S?o Paulo - USP,Pirassununga,Brazil;6.Op3Mech Research Group, Department of Electromechanics, Faculty of Applied Engineering,University of Antwerp,Antwerp,Belgium;7.Aerospace Integration Research Centre (AIRC),Cranfield,UK;8.School of Science and Engineering,S?o Paulo State University (UNESP),Tup?,Brazil |
| |
Abstract: | With a view to gaining an in-depth assessment of the response of particleboards (PBs) to different in-service loading conditions, samples of high-density homogeneous PBs of sugarcane bagasse and castor oil polyurethane resin were manufactured and subjected to low velocity impacts using an instrumented drop weight impact tower and four different energy levels, namely 5, 10, 20 and 30 J. The prediction of the damage modes was assessed using Comsol Multiphysics(^circledR .) In particular, the random distribution of the fibres and their lengths were reproduced through a robust model. The experimentally obtained dent depths due to the impactor were compared with the ones numerically simulated showing good agreement. The post-impact damage was evaluated by a simultaneous system of image acquisitions coming from two different sensors. In particular, thermograms were recorded during the heating up and cooling down phases, while the specklegrams were gathered one at room temperature (as reference) and the remaining during the cooling down phase. On one hand, the specklegrams were processed via a new software package named Ncorr v.1.2, which is an open-source subset-based 2D digital image correlation (DIC) package that combines modern DIC algorithms proposed in the literature with additional enhancements. On the other hand, the thermographic results linked to a square pulse were compared with those coming from the laser line thermography technique that heats a line-region on the surface of the sample instead of a spot. Surprisingly, both the vibrothermography and the line scanning thermography methods coupled with a robotized system show substantial advantages in the defect detection around the impacted zone. |
| |
Keywords: | |
本文献已被 SpringerLink 等数据库收录! |
|