The matched reassignment applied to echolocation data

Maria Sandsten; Johan Brynolfsson; Isabella Reinhold; Josefin Starkhammar

doi:10.1109/ICASSP35589.2019

The matched reassignment applied to echolocation data

Maria Sandsten, Johan Brynolfsson, Isabella Reinhold, Josefin Starkhammar

Research output: Chapter in Book/Report/Conference proceeding › Paper in conference proceeding › peer-review

Abstract

Previous studies have shown that measurements of beluga whale (Delphinapterus leucas) and bottlenose dolphin (Tur-siops truncatus) echolocation signals at off-axis angles may be well modeled using a Gaussian bell function or a chirped Gaussian function as envelope. In this paper, we apply a novel technique, the matched window reassignment, for investigation of a range of models of dolphin echolocation transients. Using a set of parameterized skewed envelopes and a dictionary-based estimation algorithm, it is shown that the Rényi entropy can be used as an evaluation measure of the model fit. Acoustic recordings from an array of hydrophones of a beluga's echolocation signal are investigated, where the Gaussian envelope frequency modulation function resulted in the lowest Rényi entropy mean and the two-parametric Gum-bel model showed the best observed fit.

Original language	English
Title of host publication	ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)
Publisher	IEEE - Institute of Electrical and Electronics Engineers Inc.
Pages	8236-8240
Number of pages	5
ISBN (Electronic)	978-1-4799-8131-1
ISBN (Print)	978-1-4799-8132-8
DOIs	https://doi.org/10.1109/ICASSP35589.2019
Publication status	Published - 2019
Event	IEEE International Conference on Acoustics, Speech, and Signal Processing 2019 - Brighton, United Kingdom Duration: 2019 May 13 → 2019 May 17 Conference number: 44

Publication series

Name	Proceedings of the ... IEEE International Conference on Acoustics, Speech, and Signal Processing.
Publisher	IEEE
ISSN (Print)	1520-6149
ISSN (Electronic)	2379-190X

Conference

Conference	IEEE International Conference on Acoustics, Speech, and Signal Processing 2019
Abbreviated title	ICASSP 2019
Country/Territory	United Kingdom
City	Brighton
Period	2019/05/13 → 2019/05/17

Subject classification (UKÄ)

Probability Theory and Statistics
Signal Processing

Free keywords

time-frequency localization
reassignment
transient
envelope model
echolocation signals

Access to Document

10.1109/ICASSP35589.2019

Cite this

Sandsten, M., Brynolfsson, J., Reinhold, I., & Starkhammar, J. (2019). The matched reassignment applied to echolocation data. In ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (pp. 8236-8240). ( Proceedings of the ... IEEE International Conference on Acoustics, Speech, and Signal Processing.). IEEE - Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICASSP35589.2019

Sandsten, Maria ; Brynolfsson, Johan ; Reinhold, Isabella et al. / The matched reassignment applied to echolocation data. ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). IEEE - Institute of Electrical and Electronics Engineers Inc., 2019. pp. 8236-8240 ( Proceedings of the ... IEEE International Conference on Acoustics, Speech, and Signal Processing.).

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title = "The matched reassignment applied to echolocation data",

abstract = "Previous studies have shown that measurements of beluga whale (Delphinapterus leucas) and bottlenose dolphin (Tur-siops truncatus) echolocation signals at off-axis angles may be well modeled using a Gaussian bell function or a chirped Gaussian function as envelope. In this paper, we apply a novel technique, the matched window reassignment, for investigation of a range of models of dolphin echolocation transients. Using a set of parameterized skewed envelopes and a dictionary-based estimation algorithm, it is shown that the R{\'e}nyi entropy can be used as an evaluation measure of the model fit. Acoustic recordings from an array of hydrophones of a beluga's echolocation signal are investigated, where the Gaussian envelope frequency modulation function resulted in the lowest R{\'e}nyi entropy mean and the two-parametric Gum-bel model showed the best observed fit.",

keywords = "time-frequency localization, reassignment, transient, envelope model, echolocation signals",

author = "Maria Sandsten and Johan Brynolfsson and Isabella Reinhold and Josefin Starkhammar",

year = "2019",

doi = "10.1109/ICASSP35589.2019",

language = "English",

isbn = "978-1-4799-8132-8 ",

series = " Proceedings of the ... IEEE International Conference on Acoustics, Speech, and Signal Processing.",

publisher = "IEEE - Institute of Electrical and Electronics Engineers Inc.",

pages = "8236--8240",

booktitle = "ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)",

address = "United States",

note = "IEEE International Conference on Acoustics, Speech, and Signal Processing 2019, ICASSP 2019 ; Conference date: 13-05-2019 Through 17-05-2019",

}

Sandsten, M, Brynolfsson, J, Reinhold, I & Starkhammar, J 2019, The matched reassignment applied to echolocation data. in ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). Proceedings of the ... IEEE International Conference on Acoustics, Speech, and Signal Processing., IEEE - Institute of Electrical and Electronics Engineers Inc., pp. 8236-8240, IEEE International Conference on Acoustics, Speech, and Signal Processing 2019, Brighton, United Kingdom, 2019/05/13. https://doi.org/10.1109/ICASSP35589.2019

The matched reassignment applied to echolocation data. / Sandsten, Maria; Brynolfsson, Johan; Reinhold, Isabella et al.
ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). IEEE - Institute of Electrical and Electronics Engineers Inc., 2019. p. 8236-8240 ( Proceedings of the ... IEEE International Conference on Acoustics, Speech, and Signal Processing.).

Research output: Chapter in Book/Report/Conference proceeding › Paper in conference proceeding › peer-review

TY - GEN

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AU - Sandsten, Maria

AU - Brynolfsson, Johan

AU - Reinhold, Isabella

AU - Starkhammar, Josefin

N1 - Conference code: 44

PY - 2019

Y1 - 2019

N2 - Previous studies have shown that measurements of beluga whale (Delphinapterus leucas) and bottlenose dolphin (Tur-siops truncatus) echolocation signals at off-axis angles may be well modeled using a Gaussian bell function or a chirped Gaussian function as envelope. In this paper, we apply a novel technique, the matched window reassignment, for investigation of a range of models of dolphin echolocation transients. Using a set of parameterized skewed envelopes and a dictionary-based estimation algorithm, it is shown that the Rényi entropy can be used as an evaluation measure of the model fit. Acoustic recordings from an array of hydrophones of a beluga's echolocation signal are investigated, where the Gaussian envelope frequency modulation function resulted in the lowest Rényi entropy mean and the two-parametric Gum-bel model showed the best observed fit.

AB - Previous studies have shown that measurements of beluga whale (Delphinapterus leucas) and bottlenose dolphin (Tur-siops truncatus) echolocation signals at off-axis angles may be well modeled using a Gaussian bell function or a chirped Gaussian function as envelope. In this paper, we apply a novel technique, the matched window reassignment, for investigation of a range of models of dolphin echolocation transients. Using a set of parameterized skewed envelopes and a dictionary-based estimation algorithm, it is shown that the Rényi entropy can be used as an evaluation measure of the model fit. Acoustic recordings from an array of hydrophones of a beluga's echolocation signal are investigated, where the Gaussian envelope frequency modulation function resulted in the lowest Rényi entropy mean and the two-parametric Gum-bel model showed the best observed fit.

KW - time-frequency localization

KW - reassignment

KW - transient

KW - envelope model

KW - echolocation signals

U2 - 10.1109/ICASSP35589.2019

DO - 10.1109/ICASSP35589.2019

M3 - Paper in conference proceeding

SN - 978-1-4799-8132-8

T3 - Proceedings of the ... IEEE International Conference on Acoustics, Speech, and Signal Processing.

SP - 8236

EP - 8240

BT - ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)

PB - IEEE - Institute of Electrical and Electronics Engineers Inc.

T2 - IEEE International Conference on Acoustics, Speech, and Signal Processing 2019

Y2 - 13 May 2019 through 17 May 2019

ER -

Sandsten M, Brynolfsson J, Reinhold I, Starkhammar J. The matched reassignment applied to echolocation data. In ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). IEEE - Institute of Electrical and Electronics Engineers Inc. 2019. p. 8236-8240. ( Proceedings of the ... IEEE International Conference on Acoustics, Speech, and Signal Processing.). doi: 10.1109/ICASSP35589.2019

The matched reassignment applied to echolocation data

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Subject classification (UKÄ)

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