Modification Comparisons of the Particle Swarm and Levy Flight Firefly Adaptive DSP Algorithms

W. K. Jenkins; Magni Hussain

doi:10.1109/MWSCAS47672.2021.9531701

Modification Comparisons of the Particle Swarm and Levy Flight Firefly Adaptive DSP Algorithms

W. K. Jenkins, Magni Hussain

College of Agricultural Sciences

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

Abstract

Previous research results have demonstrated that the bio-inspired Lévy Flight Firefly Algorithm (LFFA) can be effectively used in IIR adaptive filters, non-linear adaptive filters, IIR coupled form adaptive filters, and IIR lattice-ladder adaptive filters. It has recently been shown that the LFFA can be applied to adaptive 2-D McClellan "unconstrained"Transform filters so the adaptivity can approximate the frequency domain contours. This paper demonstrates how a special block length modification to the LFFA algorithm produces a 2-D Modified LFFA (2-D MLFFA) that enhances the adaptive convergence rate and lowers the MSE as the 2D-MLFFA converges toward the global minimum MSE.

Original language	English (US)
Title of host publication	2021 IEEE International Midwest Symposium on Circuits and Systems, MWSCAS 2021 - Proceedings
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	105-108
Number of pages	4
ISBN (Electronic)	9781665424615
DOIs	https://doi.org/10.1109/MWSCAS47672.2021.9531701
State	Published - Aug 9 2021
Event	2021 IEEE International Midwest Symposium on Circuits and Systems, MWSCAS 2021 - Virtual, East Lansing, United States Duration: Aug 9 2021 → Aug 11 2021

Publication series

Name	Midwest Symposium on Circuits and Systems
Volume	2021-August
ISSN (Print)	1548-3746

Conference

Conference	2021 IEEE International Midwest Symposium on Circuits and Systems, MWSCAS 2021
Country/Territory	United States
City	Virtual, East Lansing
Period	8/9/21 → 8/11/21

All Science Journal Classification (ASJC) codes

Electronic, Optical and Magnetic Materials
Electrical and Electronic Engineering

Access to Document

10.1109/MWSCAS47672.2021.9531701

Cite this

Jenkins, W. K., & Hussain, M. (2021). Modification Comparisons of the Particle Swarm and Levy Flight Firefly Adaptive DSP Algorithms. In 2021 IEEE International Midwest Symposium on Circuits and Systems, MWSCAS 2021 - Proceedings (pp. 105-108). (Midwest Symposium on Circuits and Systems; Vol. 2021-August). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/MWSCAS47672.2021.9531701

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abstract = "Previous research results have demonstrated that the bio-inspired L{\'e}vy Flight Firefly Algorithm (LFFA) can be effectively used in IIR adaptive filters, non-linear adaptive filters, IIR coupled form adaptive filters, and IIR lattice-ladder adaptive filters. It has recently been shown that the LFFA can be applied to adaptive 2-D McClellan {"}unconstrained{"}Transform filters so the adaptivity can approximate the frequency domain contours. This paper demonstrates how a special block length modification to the LFFA algorithm produces a 2-D Modified LFFA (2-D MLFFA) that enhances the adaptive convergence rate and lowers the MSE as the 2D-MLFFA converges toward the global minimum MSE.",

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Jenkins, WK & Hussain, M 2021, Modification Comparisons of the Particle Swarm and Levy Flight Firefly Adaptive DSP Algorithms. in 2021 IEEE International Midwest Symposium on Circuits and Systems, MWSCAS 2021 - Proceedings. Midwest Symposium on Circuits and Systems, vol. 2021-August, Institute of Electrical and Electronics Engineers Inc., pp. 105-108, 2021 IEEE International Midwest Symposium on Circuits and Systems, MWSCAS 2021, Virtual, East Lansing, United States, 8/9/21. https://doi.org/10.1109/MWSCAS47672.2021.9531701

Modification Comparisons of the Particle Swarm and Levy Flight Firefly Adaptive DSP Algorithms. / Jenkins, W. K.; Hussain, Magni.
2021 IEEE International Midwest Symposium on Circuits and Systems, MWSCAS 2021 - Proceedings. Institute of Electrical and Electronics Engineers Inc., 2021. p. 105-108 (Midwest Symposium on Circuits and Systems; Vol. 2021-August).

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

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N2 - Previous research results have demonstrated that the bio-inspired Lévy Flight Firefly Algorithm (LFFA) can be effectively used in IIR adaptive filters, non-linear adaptive filters, IIR coupled form adaptive filters, and IIR lattice-ladder adaptive filters. It has recently been shown that the LFFA can be applied to adaptive 2-D McClellan "unconstrained"Transform filters so the adaptivity can approximate the frequency domain contours. This paper demonstrates how a special block length modification to the LFFA algorithm produces a 2-D Modified LFFA (2-D MLFFA) that enhances the adaptive convergence rate and lowers the MSE as the 2D-MLFFA converges toward the global minimum MSE.

AB - Previous research results have demonstrated that the bio-inspired Lévy Flight Firefly Algorithm (LFFA) can be effectively used in IIR adaptive filters, non-linear adaptive filters, IIR coupled form adaptive filters, and IIR lattice-ladder adaptive filters. It has recently been shown that the LFFA can be applied to adaptive 2-D McClellan "unconstrained"Transform filters so the adaptivity can approximate the frequency domain contours. This paper demonstrates how a special block length modification to the LFFA algorithm produces a 2-D Modified LFFA (2-D MLFFA) that enhances the adaptive convergence rate and lowers the MSE as the 2D-MLFFA converges toward the global minimum MSE.

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Jenkins WK, Hussain M. Modification Comparisons of the Particle Swarm and Levy Flight Firefly Adaptive DSP Algorithms. In 2021 IEEE International Midwest Symposium on Circuits and Systems, MWSCAS 2021 - Proceedings. Institute of Electrical and Electronics Engineers Inc. 2021. p. 105-108. (Midwest Symposium on Circuits and Systems). doi: 10.1109/MWSCAS47672.2021.9531701

Modification Comparisons of the Particle Swarm and Levy Flight Firefly Adaptive DSP Algorithms

Abstract

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