Analysis of source separation algorithms in industrial acoustic environments

Clevis Lozano; Andrés Gómez; Alfonso Chacón-Rodríguez; Fernando Merchán; Pedro Julian

doi:10.1109/LASCAS.2015.7250482

Analysis of source separation algorithms in industrial acoustic environments

Clevis Lozano
, Andrés Gómez
, Alfonso Chacón-Rodríguez
, Fernando Merchán
, Pedro Julian

Escuela de Ingeniería Electrónica

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

1 Scopus citations

Abstract

This paper shows the results from the computation cost evaluation of three blind source separation algorithms. The algorithms tested were: FastICA, Adaptive Algorithm Based on Natural Gradient, and Adaptive EASI Based on Relative Gradient. The algorithms were chosen for their relative simplicity, and taking into account their hardware implementation feasibility, either on a FPGA or an ASIC, as part of a system for acoustic localization of mobile agents in industrial environments.

Original language	English
Title of host publication	2015 IEEE 6th Latin American Symposium on Circuits and Systems, LASCAS 2015 - Conference Proceedings
Editors	Alfredo Arnaud, Fernando Silveira, Lorena Garcia
Publisher	Institute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)	9781479983322
DOIs	https://doi.org/10.1109/LASCAS.2015.7250482
State	Published - 9 Sep 2015
Event	6th IEEE Latin American Symposium on Circuits and Systems, LASCAS 2015 - Montevideo, Uruguay Duration: 24 Feb 2015 → 27 Feb 2015

Publication series

Name	2015 IEEE 6th Latin American Symposium on Circuits and Systems, LASCAS 2015 - Conference Proceedings

Conference

Conference	6th IEEE Latin American Symposium on Circuits and Systems, LASCAS 2015
Country/Territory	Uruguay
City	Montevideo
Period	24/02/15 → 27/02/15

Keywords

Adaptive Algorithm Based on Natural Gradient
Adaptive EASI Based on Relative Gradient
Blind Source Separation (BSS)
FPGA
FastICA
acoustic localization

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10.1109/LASCAS.2015.7250482

Cite this

Lozano, C., Gómez, A., Chacón-Rodríguez, A., Merchán, F., & Julian, P. (2015). Analysis of source separation algorithms in industrial acoustic environments. In A. Arnaud, F. Silveira, & L. Garcia (Eds.), 2015 IEEE 6th Latin American Symposium on Circuits and Systems, LASCAS 2015 - Conference Proceedings Article 7250482 (2015 IEEE 6th Latin American Symposium on Circuits and Systems, LASCAS 2015 - Conference Proceedings). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/LASCAS.2015.7250482

Lozano, Clevis ; Gómez, Andrés ; Chacón-Rodríguez, Alfonso et al. / Analysis of source separation algorithms in industrial acoustic environments. 2015 IEEE 6th Latin American Symposium on Circuits and Systems, LASCAS 2015 - Conference Proceedings. editor / Alfredo Arnaud ; Fernando Silveira ; Lorena Garcia. Institute of Electrical and Electronics Engineers Inc., 2015. (2015 IEEE 6th Latin American Symposium on Circuits and Systems, LASCAS 2015 - Conference Proceedings).

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abstract = "This paper shows the results from the computation cost evaluation of three blind source separation algorithms. The algorithms tested were: FastICA, Adaptive Algorithm Based on Natural Gradient, and Adaptive EASI Based on Relative Gradient. The algorithms were chosen for their relative simplicity, and taking into account their hardware implementation feasibility, either on a FPGA or an ASIC, as part of a system for acoustic localization of mobile agents in industrial environments.",

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Lozano, C, Gómez, A, Chacón-Rodríguez, A, Merchán, F & Julian, P 2015, Analysis of source separation algorithms in industrial acoustic environments. in A Arnaud, F Silveira & L Garcia (eds), 2015 IEEE 6th Latin American Symposium on Circuits and Systems, LASCAS 2015 - Conference Proceedings., 7250482, 2015 IEEE 6th Latin American Symposium on Circuits and Systems, LASCAS 2015 - Conference Proceedings, Institute of Electrical and Electronics Engineers Inc., 6th IEEE Latin American Symposium on Circuits and Systems, LASCAS 2015, Montevideo, Uruguay, 24/02/15. https://doi.org/10.1109/LASCAS.2015.7250482

Analysis of source separation algorithms in industrial acoustic environments. / Lozano, Clevis; Gómez, Andrés; Chacón-Rodríguez, Alfonso et al.
2015 IEEE 6th Latin American Symposium on Circuits and Systems, LASCAS 2015 - Conference Proceedings. ed. / Alfredo Arnaud; Fernando Silveira; Lorena Garcia. Institute of Electrical and Electronics Engineers Inc., 2015. 7250482 (2015 IEEE 6th Latin American Symposium on Circuits and Systems, LASCAS 2015 - Conference Proceedings).

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

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AU - Gómez, Andrés

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AU - Merchán, Fernando

AU - Julian, Pedro

PY - 2015/9/9

Y1 - 2015/9/9

N2 - This paper shows the results from the computation cost evaluation of three blind source separation algorithms. The algorithms tested were: FastICA, Adaptive Algorithm Based on Natural Gradient, and Adaptive EASI Based on Relative Gradient. The algorithms were chosen for their relative simplicity, and taking into account their hardware implementation feasibility, either on a FPGA or an ASIC, as part of a system for acoustic localization of mobile agents in industrial environments.

AB - This paper shows the results from the computation cost evaluation of three blind source separation algorithms. The algorithms tested were: FastICA, Adaptive Algorithm Based on Natural Gradient, and Adaptive EASI Based on Relative Gradient. The algorithms were chosen for their relative simplicity, and taking into account their hardware implementation feasibility, either on a FPGA or an ASIC, as part of a system for acoustic localization of mobile agents in industrial environments.

KW - Adaptive Algorithm Based on Natural Gradient

KW - Adaptive EASI Based on Relative Gradient

KW - Blind Source Separation (BSS)

KW - FPGA

KW - FastICA

KW - acoustic localization

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DO - 10.1109/LASCAS.2015.7250482

M3 - Contribución a la conferencia

AN - SCOPUS:84945156117

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BT - 2015 IEEE 6th Latin American Symposium on Circuits and Systems, LASCAS 2015 - Conference Proceedings

A2 - Arnaud, Alfredo

A2 - Silveira, Fernando

A2 - Garcia, Lorena

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 6th IEEE Latin American Symposium on Circuits and Systems, LASCAS 2015

Y2 - 24 February 2015 through 27 February 2015

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Lozano C, Gómez A, Chacón-Rodríguez A, Merchán F, Julian P. Analysis of source separation algorithms in industrial acoustic environments. In Arnaud A, Silveira F, Garcia L, editors, 2015 IEEE 6th Latin American Symposium on Circuits and Systems, LASCAS 2015 - Conference Proceedings. Institute of Electrical and Electronics Engineers Inc. 2015. 7250482. (2015 IEEE 6th Latin American Symposium on Circuits and Systems, LASCAS 2015 - Conference Proceedings). doi: 10.1109/LASCAS.2015.7250482

Analysis of source separation algorithms in industrial acoustic environments

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