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
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;
Conference_Titel :
BioMedical Engineering and Informatics, 2008. BMEI 2008. International Conference on
Conference_Location :
Sanya
Print_ISBN :
978-0-7695-3118-2
DOI :
10.1109/BMEI.2008.316