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Using k-nearest neighbor algorithm to identify mechanical vibrational modes of a cantilever with spectrally multiplexed fiber Bragg gratings

Using k-nearest neighbor algorithm to identify mechanical vibrational modes of a cantilever with spectrally multiplexed fiber Bragg gratings
Using k-nearest neighbor algorithm to identify mechanical vibrational modes of a cantilever with spectrally multiplexed fiber Bragg gratings
We demonstrated for the first time the identification of mechanical modes of a cantilever with attached fiber Bragg gratings using k-Nearest Neighbor, a machine learning algorithm. We analyzed the frequency range of 40-300 Hz and an acceleration of 1.1 ± 0.1 g.
OSA
Jantzen, Senta Lisa
e532e171-8ea3-4576-8843-17d96a3995d4
Yu, Jiarui
024ed044-5693-452b-81e8-277837f371bf
Smith, Peter G.R.
8979668a-8b7a-4838-9a74-1a7cfc6665f6
Holmes, Christopher
16306bb8-8a46-4fd7-bb19-a146758e5263
Jantzen, Senta Lisa
e532e171-8ea3-4576-8843-17d96a3995d4
Yu, Jiarui
024ed044-5693-452b-81e8-277837f371bf
Smith, Peter G.R.
8979668a-8b7a-4838-9a74-1a7cfc6665f6
Holmes, Christopher
16306bb8-8a46-4fd7-bb19-a146758e5263

Jantzen, Senta Lisa, Yu, Jiarui, Smith, Peter G.R. and Holmes, Christopher (2020) Using k-nearest neighbor algorithm to identify mechanical vibrational modes of a cantilever with spectrally multiplexed fiber Bragg gratings. In Advanced Photonics Congress. OSA. 2 pp .

Record type: Conference or Workshop Item (Paper)

Abstract

We demonstrated for the first time the identification of mechanical modes of a cantilever with attached fiber Bragg gratings using k-Nearest Neighbor, a machine learning algorithm. We analyzed the frequency range of 40-300 Hz and an acceleration of 1.1 ± 0.1 g.

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Published date: 14 July 2020
Venue - Dates: Advanced Photonics Congress, 2020-07-13 - 2020-07-16
Learn more about Zepler Institute for Photonics and Nanoelectronics research Learn more about Zepler Institute for Photonics and Nanoelectronics research

Identifiers

Local EPrints ID: 442654
URI: http://eprints.soton.ac.uk/id/eprint/442654
PURE UUID: 87ba07c4-4e8c-4e12-ac2f-d2f4c3a5b1e9
ORCID for Senta Lisa Jantzen: ORCID iD orcid.org/0000-0003-2646-7293
ORCID for Peter G.R. Smith: ORCID iD orcid.org/0000-0003-0319-718X
ORCID for Christopher Holmes: ORCID iD orcid.org/0000-0001-9021-3760

Catalogue record

Date deposited: 22 Jul 2020 16:31
Last modified: 29 Jul 2020 01:48

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Contributors

Author: Senta Lisa Jantzen ORCID iD
Author: Jiarui Yu
Author: Peter G.R. Smith ORCID iD
Author: Christopher Holmes ORCID iD

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