Review and comparison of tacholess instantaneous speed estimation methods on experimental vibration data
Instantaneous speed estimation has become a key part of many condition monitoring procedures for rotating machinery. The ability to track the rotational speed of a system is a critical requirement for the majority of vibration-based condition monitoring methods. Information about the speed enables c...
| Main Authors: | , , , , , , |
|---|---|
| Other Authors: | |
| Format: | Article |
| Language: | English |
| Published: |
Elsevier BV
2021
|
| Online Access: | https://hdl.handle.net/1721.1/130338 |
| _version_ | 1826195516095987712 |
|---|---|
| author | Peeters, Cédric Leclère, Quentin Antoni, Jérôme Lindahl, Peter Donnal, John Leeb, Steven B. Helsen, Jan |
| author2 | Massachusetts Institute of Technology. Research Laboratory of Electronics |
| author_facet | Massachusetts Institute of Technology. Research Laboratory of Electronics Peeters, Cédric Leclère, Quentin Antoni, Jérôme Lindahl, Peter Donnal, John Leeb, Steven B. Helsen, Jan |
| author_sort | Peeters, Cédric |
| collection | MIT |
| description | Instantaneous speed estimation has become a key part of many condition monitoring procedures for rotating machinery. The ability to track the rotational speed of a system is a critical requirement for the majority of vibration-based condition monitoring methods. Information about the speed enables compensating for potential speed variations that would otherwise impair conventional frequency-based methods. The problem of instantaneous speed estimation based on the vibration signals themselves is one that has received a significant amount of attention in recent years. Installing encoders or tachometers has become a lot less attractive due to the potential cost savings that can be obtained by simply utilizing an accelerometer instead. However, trying to find a speed estimation method that fits a certain application “best” is not so straightforward if one inspects the available literature. It turns out that there are many articles that present slight variations or extensions to already existing techniques. This paper targets a general overview of the available knowledge regarding vibration-based speed estimation techniques. It also aims to review some of the most commonly used techniques by means of a performance comparison of seven speed estimation methods on three different experimental data sets. The resulting speed estimation data of all tested methods is made publicly available such that it can help in forming a benchmark for future speed estimation methods. |
| first_indexed | 2024-09-23T10:13:58Z |
| format | Article |
| id | mit-1721.1/130338 |
| institution | Massachusetts Institute of Technology |
| language | English |
| last_indexed | 2024-09-23T10:13:58Z |
| publishDate | 2021 |
| publisher | Elsevier BV |
| record_format | dspace |
| spelling | mit-1721.1/1303382022-09-26T16:36:42Z Review and comparison of tacholess instantaneous speed estimation methods on experimental vibration data Peeters, Cédric Leclère, Quentin Antoni, Jérôme Lindahl, Peter Donnal, John Leeb, Steven B. Helsen, Jan Massachusetts Institute of Technology. Research Laboratory of Electronics Instantaneous speed estimation has become a key part of many condition monitoring procedures for rotating machinery. The ability to track the rotational speed of a system is a critical requirement for the majority of vibration-based condition monitoring methods. Information about the speed enables compensating for potential speed variations that would otherwise impair conventional frequency-based methods. The problem of instantaneous speed estimation based on the vibration signals themselves is one that has received a significant amount of attention in recent years. Installing encoders or tachometers has become a lot less attractive due to the potential cost savings that can be obtained by simply utilizing an accelerometer instead. However, trying to find a speed estimation method that fits a certain application “best” is not so straightforward if one inspects the available literature. It turns out that there are many articles that present slight variations or extensions to already existing techniques. This paper targets a general overview of the available knowledge regarding vibration-based speed estimation techniques. It also aims to review some of the most commonly used techniques by means of a performance comparison of seven speed estimation methods on three different experimental data sets. The resulting speed estimation data of all tested methods is made publicly available such that it can help in forming a benchmark for future speed estimation methods. 2021-04-01T17:39:47Z 2021-04-01T17:39:47Z 2019-04 2019-02 2021-01-28T18:29:54Z Article http://purl.org/eprint/type/JournalArticle 0888-3270 https://hdl.handle.net/1721.1/130338 Peeters, Cédric et al. "Review and comparison of tacholess instantaneous speed estimation methods on experimental vibration data." Mechanical Systems and Signal Processing 129 (August 20190: 407-436. © 2019 Elsevier Ltd en http://dx.doi.org/10.1016/j.ymssp.2019.02.031 Mechanical Systems and Signal Processing Creative Commons Attribution-NonCommercial-NoDerivs License http://creativecommons.org/licenses/by-nc-nd/4.0/ application/pdf Elsevier BV Other repository |
| spellingShingle | Peeters, Cédric Leclère, Quentin Antoni, Jérôme Lindahl, Peter Donnal, John Leeb, Steven B. Helsen, Jan Review and comparison of tacholess instantaneous speed estimation methods on experimental vibration data |
| title | Review and comparison of tacholess instantaneous speed estimation methods on experimental vibration data |
| title_full | Review and comparison of tacholess instantaneous speed estimation methods on experimental vibration data |
| title_fullStr | Review and comparison of tacholess instantaneous speed estimation methods on experimental vibration data |
| title_full_unstemmed | Review and comparison of tacholess instantaneous speed estimation methods on experimental vibration data |
| title_short | Review and comparison of tacholess instantaneous speed estimation methods on experimental vibration data |
| title_sort | review and comparison of tacholess instantaneous speed estimation methods on experimental vibration data |
| url | https://hdl.handle.net/1721.1/130338 |
| work_keys_str_mv | AT peeterscedric reviewandcomparisonoftacholessinstantaneousspeedestimationmethodsonexperimentalvibrationdata AT leclerequentin reviewandcomparisonoftacholessinstantaneousspeedestimationmethodsonexperimentalvibrationdata AT antonijerome reviewandcomparisonoftacholessinstantaneousspeedestimationmethodsonexperimentalvibrationdata AT lindahlpeter reviewandcomparisonoftacholessinstantaneousspeedestimationmethodsonexperimentalvibrationdata AT donnaljohn reviewandcomparisonoftacholessinstantaneousspeedestimationmethodsonexperimentalvibrationdata AT leebstevenb reviewandcomparisonoftacholessinstantaneousspeedestimationmethodsonexperimentalvibrationdata AT helsenjan reviewandcomparisonoftacholessinstantaneousspeedestimationmethodsonexperimentalvibrationdata |