Introduction
My main research interest is in the processing of biological
signals with the aim of understanding control strategies of the neuromuscular
system. This includes the use of biological signals, e.g. electromyographic
(EMG) and acousticmyographic (AMG) signals for the control of external
devices (e.g. artifical limbs), the analysis of motor unit action potentials
and electromyographic signals, and also the study of tremolous activity
(tremor) affecting limbs under a natural (physiological) or pathological
process (e.g. Parkinson's disease, essential tremor).
In the sections below I present a brief overview of my research
activities. I have also included a pdf version of some publications. From
the menu above, students or researchers may have access, through the menu
Resources, to useful pieces of code
and toolboxes that I have been writing over the years for digital signal
processing, data visualization and acquistion, which are implemented in
C/C++, MFC (Visual C++), MatLab and Labview (G language). If you have
just decided to migrate from any text editor to Latex then there is a
special section with examples for you. If you are looking for information
regarding basic and advanced techniques for data analysis you also may
find something interesting. Through Links
you will have access to my selection of relevant journals and books in
the field of Biomedical Engineering. From Research
Projects you will find a brief description of some projects I have
been involved and their main results.
I hope the information presented in this personal web page
is relevant for your research. If you have any comments or queries about
my research or any information in this document, please contact me at
aoandrade@yahoo.com.br, aoandrade@iee.org
or a.d.o.andrade@rdg.ac.uk (see also CV
Lattes - CNPq).
Awards
- Best Award Paper, for presentation and publication
of the paper A Virtual Prosthesis Control Based on Neural Networks
for EMG Pattern Classification, 6th IASTED (International Association
of Science and Technology for Development) International Conference
on Artificial Intelligence and Soft Computing, Banff, Alberta, Canada,
pp. 425-430, July 17-19, 2000 - pdf
Referee work
I have worked as referee for the following journals:
-
IEEE Transactions on Biomedical Engineering, USA
-
Biomedical Signal Processing and Control, UK
-
Journal of Zhejiang University SCIENCE (JZUS), China
Research grants
- October 2002 - September 2006: Decomposition
and analysis of electromyographic signals. Scholarship granted
by CNPq (Brazilian government) for supporting PhD research, in the
field of Biomedical Engineering, at the University of Reading, Department
of Cybernetics, England. (Resources: £ 90,000)
- June 2001 - August 2001: research project sponsored
by FIAT Brazil and carried out at Universidade Federal de Uberlândia,
Department of Electrical Engineering, Uberlândia, MG, Brazil.
(Resources: £ 500)
- June 1998 - January 2000: EMG Pattern Recognition
for Prosthesis Control. Scholarship granted by CAPES (Brazilian
goverment) for supporting MSc research, in the field of Biomedical
Engineering, at the Universidade Federal de Uberlândia (UFU),
MG, Brazil. (Resources: £ 3,500).
- Fevereiro 1998 - Maio 1998: EMG Pattern Recognition
for Prosthesis Control. Scholarship granted by SOTELGO Construções
Elétricas e Civil Ltda, for supporting MSc research, in the
field of Biomedical Engineering, at the Universidade Federal de Uberlândia
(UFU), MG, Brazil. (Resources: £ 200)
- June 1996 - July 1997: Artificial Neural Networks
Applied to Image Signal Processing. Scholarship granted by CNPq/PIBIC
(Brazilian goverment), for supporting research project of undergraduate
student at Universidade Federal de Goiás (UFG), Department
of Electrical Engineering. (Resources: £500) - pdf
(in Portuguese)
Publications
- Andrade AO and Avellido A. Determining feature
relevance for the grouping of motor unit action potentials through
Generative Topographic Mapping. The 25th IASTED International
Conference on Modelling, Identification and Control (MIC2006) - Special
session: Signals and Systems in Human Motion, edited by Zanchi
V, Spain. The International Association of Science and Technology
for Development (IASTED), 2006. (2006)
- Andrade AO, Nasuto S, and Kyberd P. An automatic
system for clustering and visualization of motor unit action potentials
based on the Generative Topographic Mapping. Proceedings of the
3rd IEE International Seminar on Medical Applications of Signal Processing,
London, England. IEE, 2005, p.125-130, ISBN 0863415709. (2005) - pdf
- Sweeney-Reed CM, Howroyd JD, Andrade AO, and Nasuto SJ.
Empirical mode decomposition for isolation of neural assemblies underlying
cognitive acts. 4th IEEE EMBSS UK and Republic of Ireland Postgraduate
Conference in Biomedical Engineering and Medical Physics, edited
by Nicolaou N, Gibson OJ and James CJ, University of Reading, Reading,
UK. IEEE Press, 2005, p. 21-22. (2005) - pdf
- Andrade AO, Nasuto SJ, and Kyberd P. The GTM classifier
and its application to the classification of motor unit action potentials.
4th IEEE EMBSS UK and Republic of Ireland Postgraduate Conference
in Biomedical Engineering and Medical Physics, edited by Nicolaou
N, Gibson OJ and James CJ, University of Reading, Reading, UK. IEEE
Press, 2005, p. 9-10. (2005) - pdf
- Andrade AO, Nasuto S, Kyberd P, and Sweeney-Reed C.
Generative Topographic Mapping Applied to Clustering and Visualization
of Motor Unit Action Potentials. Biosystems 82(3): 273-284,
2005. (2005) - pdf
(also available at Science@direct,
doi:10.1016/j.biosystems.2005.09.004)
- Sweeney-Reed CM, Andrade AO, and Nasuto SJ. Empirical
mode decomposition of EEG signals for synchronization analysis. 3rd
IEEE EMBSS UK and RI postgradute conference in Biomedical Engineering
and Medical Physics, edited by Sweetman L, Gibson OJ and James
CJ, University of Southampton. IEEE EMB student society UKRI, 2004,
p. 15-16. (2004) - pdf
- Andrade AO, Kyberd PJ, and Nasuto SJ. Time-frequency
analysis of surface electromyographic signals via Hilbert spectrum.
XVth ISEK Congress - An Invitation to Innovation, edited
by Roy SH, Bonato P and Meyer J, Boston, MA USA, 2004, p. 68. (2004)
- pdf
- Soares AB, Andrade AO, Lamounier E, and Carrijo R.
The Development of a Virtual Myoelectric Prosthesis Controlled by
an EMG Pattern Recognition System Based on Neural Networks. Journal
of Intelligent Information Systems, 21: 127-141, 2003. (2003)
- Andrade AO, Kyberd PJ, and Taffler SD. A Novel
Spectral Representation of Electromyographic Signals. Engineering
in Medicine and Biology Society - 25th Annual International Conference,
edited by Leder RS, ancun, Mexico. IEEE, 2003, p. 2598-2601. (2003)
- pdf
- Soares AB, Andrade AO, Lamounier E, and Carrijo R.
The Development of a Virtual Myoelectric Prosthesis Controlled by
an EMG Pattern Recognition System Based on Neural Networks. Journal
of Intelligent Information Systems 21: 127-141, 2003. (2003)
- pdf
(also available at Springer)
- Soares AB, Veiga ACP, Andrade AO, Pereira AC, and Barbar
JS. Functional Languages in Signal Processing Applied to
Prosthetic Limb. Journal of Systems Analysis Modelling Simulation
42: 1377 - 1389, 2002. (2002)
- Soares AB, Berzin F, Grosso DB, and Andrade AO.
An EMG Pattern Recognition System Based on Functional Languages for
Prostheses Control. XIV Congress of the International Society
of Electrophysiology and Kinesiology, Vienna, 2002, p. 164-165.
(2002) - pdf
- Soares AB, Berzin F, and Andrade AO. Power Spectrum
Estimation of EMG Signals Via Chirp-Z Transform. XIV Congress
of the International Society of Electrophysiology and Kinesiology,
Vienna, 2002, p. 42-43. (2002) - pdf
- Lamounier E, Soares AB, Andrade AO, and Carrijo R.
A Virtual Prosthesis Control Based on Neural Networks for EMG Pattern
Classification. 6th IASTED International Conference on Artifical
Intelligence and Soft Computing (ASC), Banff, Alberta, Canada,
2002, p. 425-430. (2002) - pdf
- Andrade AO and Soares AB. EMG Pattern Recognition
for Prosthesis Control. 16th Brazilian Congress of Mechanical
Engineering (COBEM 2001), Special session on Bioengineering,
Uberlândia, MG, Brasil, 2001, p. 14-21. (2001) - pdf
- Andrade AO. EMG Pattern Recognition for Prosthesis
Control (Metodologia para Classificação de Sinais EMG
no Controle de Membros Artificiais). MSc dissertation, Department
of Electrical Engineering, Laboratory of Biomedical Engineering (Biolab),
DEENE - UFU, Uberlândia, MG, Brazil, January, 2000, 105p. (2000)
- pdf
(in Portuguese)
- Andrade AO and Soares AB. Técnicas para
Janelamento de Sinais. III Seminário dos Estudantes de
Engenharia Elétrica da UFU, Uberlândia, MG, Brazil,
2000, p. 16-18. (2000) - pdf
- Andrade AO, Soares AB, and Mussi C. Aplicação
de Técnicas de Análise de Sinais Temporais para a Extração
de Características de Sinais EMG para o Controle de Próteses.
III Jornada de Produção Científica das Universidades
Católicas do Centro- Oeste, Goiânia, GO, Brazil,
1999. (1999)
- Andrade AO and Martins W. Redes Neurais Artificiais
Aplicadas ao Processamento de Imagens de Satélite. Sexto
Encontro de Iniciação Científica - Módulo
PIBIC/CNPq, Goiânia, GO, Brazil, 1997. (1997) - pdf
(in Portuguese)
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