Inter Turn Short-Circuit Detection In Vector Controlled Pms Motor Using Ai
| but.event.date | 23.04.2020 | cs |
| but.event.title | Student EEICT 2020 | cs |
| dc.contributor.author | Zezula, Lukáš | |
| dc.date.accessioned | 2021-07-15T11:17:18Z | |
| dc.date.available | 2021-07-15T11:17:18Z | |
| dc.date.issued | 2020 | cs |
| dc.description.abstract | This paper deals with the diagnostics of inter turn faults in a vector controlled synchronous motor with permanent magnets. Inter turn faults are detected by a convolution neural network from adequately preprocessed current signals of the stator phases. The goal is to create a model within which different severity of inter turn faults will be simulated. Data from the simulations are preprocessed and transformed using Wavelet transform and the resulting scalograms are fed to a pre-trained convolution neural network GoogLeNet. This neural network’s diagnostic capabilities are tested on a physical drive, capable of emulating faults. | en |
| dc.format | text | cs |
| dc.format.extent | 63-66 | cs |
| dc.format.mimetype | application/pdf | en |
| dc.identifier.citation | Proceedings I of the 26st Conference STUDENT EEICT 2020: General papers. s. 63-66. ISBN 978-80-214-5867-3 | cs |
| dc.identifier.isbn | 978-80-214-5867-3 | |
| dc.identifier.uri | http://hdl.handle.net/11012/200521 | |
| dc.language.iso | cs | cs |
| dc.publisher | Vysoké učení technické v Brně, Fakulta elektrotechniky a komunikačních technologií | cs |
| dc.relation.ispartof | Proceedings I of the 26st Conference STUDENT EEICT 2020: General papers | en |
| dc.relation.uri | https://conf.feec.vutbr.cz/eeict/EEICT2020 | cs |
| dc.rights | © Vysoké učení technické v Brně, Fakulta elektrotechniky a komunikačních technologií | cs |
| dc.rights.access | openAccess | en |
| dc.subject | PMSM | en |
| dc.subject | ITF | en |
| dc.subject | Inter turn fault | en |
| dc.subject | Inter turn short-circuit | en |
| dc.subject | Vector control | en |
| dc.subject | Convolutional neural network | en |
| dc.subject | Motor fault diagnostics | en |
| dc.title | Inter Turn Short-Circuit Detection In Vector Controlled Pms Motor Using Ai | en |
| dc.type.driver | conferenceObject | en |
| dc.type.status | Peer-reviewed | en |
| dc.type.version | publishedVersion | en |
| eprints.affiliatedInstitution.department | Fakulta elektrotechniky a komunikačních technologií | cs |
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