Wu, Y;
Jiang, D;
Liu, X;
Bayford, R;
Demosthenous, A;
(2018)
A Human-Machine Interface Using Electrical Impedance Tomography for Hand Prosthesis Control.
IEEE Transactions on Biomedical Circuits and Systems
, 12
(6)
pp. 1322-1333.
10.1109/TBCAS.2018.2878395.
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Abstract
This paper presents a human-machine interface that establishes a link between the user and a hand prosthesis. It successfully uses electrical impedance tomography, a conventional bio-impedance imaging technique, using an array of electrodes contained in a wristband on the user's forearm. Using a high-performance analog front-end application specific integrated circuit (ASIC) the user's forearm inner bio-impedance redistribution is accurately assessed. These bio-signatures are strongly related to hand motions and using artificial neural networks, they can be learned so as to recognize the user's intention in real-time for prosthesis operation. In this work, eleven hand motions are designed for prosthesis operation with a gesture switching enabled sub-grouping method. Experiments with five subjects show that the system can achieve 98.5% accuracy with a grouping of three gestures and an accuracy of 94.4% with two sets of five gestures. The ASIC comprises a current driver with common-mode reduction capability and a current feedback instrumentation amplifier. The ASIC operates from <formula><tex>$\pm$</tex></formula>1.65 V power supplies, occupies an area of 0.07 mm2, and has a minimum bio-impedance sensitivity of 12.7 mΩp-p.
Type: | Article |
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Title: | A Human-Machine Interface Using Electrical Impedance Tomography for Hand Prosthesis Control |
Open access status: | An open access version is available from UCL Discovery |
DOI: | 10.1109/TBCAS.2018.2878395 |
Publisher version: | https://doi.org/10.1109/TBCAS.2018.2878395 |
Language: | English |
Additional information: | This version is the author accepted manuscript. For information on re-use, please refer to the publisher’s terms and conditions. |
Keywords: | Voltage measurement , Electrodes , Prosthetics , Tomography , Current measurement , Muscles , Impedance, Current driver , electrical impedance tomography , human machine interface , hand prosthesis control , instrumentation amplifier |
UCL classification: | UCL UCL > Provost and Vice Provost Offices > UCL BEAMS UCL > Provost and Vice Provost Offices > UCL BEAMS > Faculty of Engineering Science UCL > Provost and Vice Provost Offices > UCL BEAMS > Faculty of Engineering Science > Dept of Electronic and Electrical Eng |
URI: | https://discovery-pp.ucl.ac.uk/id/eprint/10061153 |
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