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Authors: Oliver P. Dewhirst ; David M. Simpson ; Natalia Angarita ; Robert Allen and Philip L. Newland

Affiliation: University of Southampton, United Kingdom

Keyword(s): Wiener-Hammerstein, Differential evolution, Locust, Limb reflex dynamics, Neuromuscular modelling.

Related Ontology Subjects/Areas/Topics: Biomedical Engineering ; Biomedical Signal Processing ; Physiological Processes and Bio-Signal Modeling, Non-Linear Dynamics

Abstract: The nonlinear Wiener-Hammerstein model, which consists of a static (no memory) non-linearity sandwiched between two dynamic (with memory) linear elements, provides a parsimonious and accurate model for representing a number of biological systems. In this study we compare the performance of two Wiener-Hammerstein parameter estimation methods; a commonly used nonlinear local optimisation method and the global optimisation method Differential Evolution. The accuracy and convergence properties of the two methods is tested using experimental data collected from the locusts hind limb reflex control system and using computer simulations.

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Paper citation in several formats:
P. Dewhirst, O.; M. Simpson, D.; Angarita, N.; Allen, R. and L. Newland, P. (2010). WIENER-HAMMERSTEIN PARAMETER ESTIMATION USING DIFFERENTIAL EVOLUTION - Application to Limb Reflex Dynamics. In Proceedings of the Third International Conference on Bio-inspired Systems and Signal Processing (BIOSTEC 2010) - BIOSIGNALS; ISBN 978-989-674-018-4; ISSN 2184-4305, SciTePress, pages 271-276. DOI: 10.5220/0002741902710276

@conference{biosignals10,
author={Oliver {P. Dewhirst}. and David {M. Simpson}. and Natalia Angarita. and Robert Allen. and Philip {L. Newland}.},
title={WIENER-HAMMERSTEIN PARAMETER ESTIMATION USING DIFFERENTIAL EVOLUTION - Application to Limb Reflex Dynamics},
booktitle={Proceedings of the Third International Conference on Bio-inspired Systems and Signal Processing (BIOSTEC 2010) - BIOSIGNALS},
year={2010},
pages={271-276},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0002741902710276},
isbn={978-989-674-018-4},
issn={2184-4305},
}

TY - CONF

JO - Proceedings of the Third International Conference on Bio-inspired Systems and Signal Processing (BIOSTEC 2010) - BIOSIGNALS
TI - WIENER-HAMMERSTEIN PARAMETER ESTIMATION USING DIFFERENTIAL EVOLUTION - Application to Limb Reflex Dynamics
SN - 978-989-674-018-4
IS - 2184-4305
AU - P. Dewhirst, O.
AU - M. Simpson, D.
AU - Angarita, N.
AU - Allen, R.
AU - L. Newland, P.
PY - 2010
SP - 271
EP - 276
DO - 10.5220/0002741902710276
PB - SciTePress

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