DocumentCode
1939431
Title
Implementation of Hardwired Distributive Tactile Sensing for Innovative Flexible Digit
Author
Petra, M.I. ; Holding, D.J. ; Brett, P.N.
Author_Institution
Eng. Sci. Dept., Brunei Darussalam Univ., Bandar Seri Begawan
Volume
2
fYear
2008
fDate
27-30 May 2008
Firstpage
629
Lastpage
635
Abstract
This paper focuses on the design of an efficient automated data interpretation system that is able to output its interpretation directly to describe the nature of contact with the tactile surface. The work integrates distributive tactile sensing technology, artificial neural networks (ANNs), and advanced FPGA-based application-specific real-time digital signal processing, to produce working systems for use in a steerable endoscope that retrieves shape and ´touch´ information. Different configurations of the signal interpretation such as single and cascade neural networks were assessed. It was shown that the cascaded ANN architecture could achieve an overall accuracy of better than 94% when measuring clinically significant contact information. This technology has the potential to discriminate contact and palpation in minimal invasive surgery (MIS) tools.
Keywords
endoscopes; feedforward neural nets; field programmable gate arrays; medical signal processing; perceptrons; tactile sensors; advanced FPGA-based application; artificial neural networks; automated data interpretation system; contact information; hardwired distributive tactile sensing; innovative flexible digit; minimal invasive surgery; real-time digital signal processing; steerable endoscope; tactile surface; Artificial neural networks; Biomedical engineering; Data engineering; Design engineering; Endoscopes; Field programmable gate arrays; Neural networks; Real time systems; Signal processing algorithms; Workstations;
fLanguage
English
Publisher
ieee
Conference_Titel
BioMedical Engineering and Informatics, 2008. BMEI 2008. International Conference on
Conference_Location
Sanya
Print_ISBN
978-0-7695-3118-2
Type
conf
DOI
10.1109/BMEI.2008.316
Filename
4549251
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