Combination of Simultaneous Artificial Sensory Percepts to Identify Prosthetic Hand Postures: A Case Study

被引:17
作者
Segil, Jacob L. [1 ,2 ]
Cuberovic, Ivana [3 ,4 ]
Graczyk, Emily L. [3 ,4 ]
Weir, Richard F. Ff [1 ,5 ]
Tyler, Dustin [3 ,4 ]
机构
[1] Rocky Mt Reg VA Med Ctr, Rehabil Res & Dev, Denver, CO 80220 USA
[2] Univ Colorado, Engn Plus Program, Boulder, CO 80309 USA
[3] Case Western Reserve Univ, Dept Biomed Engn, Cleveland, OH 44106 USA
[4] Louis Stokes Cleveland Vet Affairs Med Ctr, Cleveland, OH 44106 USA
[5] Univ Colorado Denver, Dept Bioengn, Anschutz Med Campus, Aurora, CO 80045 USA
关键词
MULTISENSORY INTEGRATION; PATTERN-RECOGNITION; COGNITIVE EFFORT; DECISION-THEORY; LIMB; INFORMATION; EVOLUTION; MOVEMENTS; TACTILE; OBJECTS;
D O I
10.1038/s41598-020-62970-4
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Multiple sources of sensory information are combined to develop hand posture percepts in the intact system, but the combination of multiple artificial somatosensory percepts by human prosthesis users has not been studied. Here, we report on a case study in which a person with transradial amputation identified prosthetic hand postures using artificial somatosensory feedback. He successfully combined five artificial somatosensory percepts to achieve above-chance performance of 95.0% and 75.7% in identifying four and seven postures, respectively. We studied how artificial somatosensation and the extant hand representation are combined in the decision-making process by providing two mappings between the prosthetic sensor and the location of the sensory percept: (1) congruent, and (2) incongruent. The participant's ability to combine and engage with the sensory feedback significantly differed between the two conditions. The participant was only able to successfully generalize prior knowledge to novel postures in the congruent mapping. Further, he learned postures more accurately and quickly in the congruent mapping. Finally, he developed an understanding of the relationships between postures in the congruent mapping instead of simply memorizing each individual posture. These experimental results are corroborated by a Bayesian decision-making model which tracked the participant's learning.
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页数:15
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