High-Order Synchrosqueezed Chirplet Transforms for Multicomponent Signal Analysis
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arXiv
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| Auteurs principaux: | , , , , |
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| Format: | Preprint |
| Publié: |
2024
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| _version_ | 1866917664046186496 |
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| author | Yen, Yi-Ju Lu, De-Yan Yeh, Sing-Yuan Ding, Jian-Jiun Shen, Chun-Yen |
| author_facet | Yen, Yi-Ju Lu, De-Yan Yeh, Sing-Yuan Ding, Jian-Jiun Shen, Chun-Yen |
| contents | This study focuses on the analysis of signals containing multiple components with crossover instantaneous frequencies (IF). This problem was initially solved with the chirplet transform (CT). Also, it can be sharpened by adding the synchrosqueezing step, which is called the synchrosqueezed chirplet transform (SCT). However, we found that the SCT goes wrong with the high chirp modulation signal due to the wrong estimation of the IF. In this paper, we present the improvement of the post-transformation of the CT. The main goal of this paper is to amend the estimation introduced in the SCT and carry out the high-order synchrosqueezed chirplet transform. The proposed method reduces the wrong estimation when facing a stronger variety of chirp-modulated multi-component signals. The theoretical analysis of the new reassignment ingredient is provided. Numerical experiments on some synthetic signals are presented to verify the effectiveness of the proposed high-order SCT. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2405_06937 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | High-Order Synchrosqueezed Chirplet Transforms for Multicomponent Signal Analysis Yen, Yi-Ju Lu, De-Yan Yeh, Sing-Yuan Ding, Jian-Jiun Shen, Chun-Yen Numerical Analysis Signal Processing 65T99, 42C99, 42a38 This study focuses on the analysis of signals containing multiple components with crossover instantaneous frequencies (IF). This problem was initially solved with the chirplet transform (CT). Also, it can be sharpened by adding the synchrosqueezing step, which is called the synchrosqueezed chirplet transform (SCT). However, we found that the SCT goes wrong with the high chirp modulation signal due to the wrong estimation of the IF. In this paper, we present the improvement of the post-transformation of the CT. The main goal of this paper is to amend the estimation introduced in the SCT and carry out the high-order synchrosqueezed chirplet transform. The proposed method reduces the wrong estimation when facing a stronger variety of chirp-modulated multi-component signals. The theoretical analysis of the new reassignment ingredient is provided. Numerical experiments on some synthetic signals are presented to verify the effectiveness of the proposed high-order SCT. |
| title | High-Order Synchrosqueezed Chirplet Transforms for Multicomponent Signal Analysis |
| topic | Numerical Analysis Signal Processing 65T99, 42C99, 42a38 |
| url | https://arxiv.org/abs/2405.06937 |