TY - JOUR
T1 - A survey of multimodal systems and techniques for motor learning
AU - Tadayon, Ramin
AU - McDaniel, Troy
AU - Panchanathan, Sethuraman
N1 - Publisher Copyright:
© 2017 KIPS.
PY - 2017
Y1 - 2017
N2 - This survey paper explores the application of multimodal feedback in automated systems for motor learning. In this paper, we review the findings shown in recent studies in this field using rehabilitation and various motor training scenarios as context. We discuss popular feedback delivery and sensing mechanisms for motion capture and processing in terms of requirements, benefits, and limitations. The selection of modalities is presented via our having reviewed the best-practice approaches for each modality relative to motor task complexity with example implementations in recent work. We summarize the advantages and disadvantages of several approaches for integrating modalities in terms of fusion and frequency of feedback during motor tasks. Finally, we review the limitations of perceptual bandwidth and provide an evaluation of the information transfer for each modality.
AB - This survey paper explores the application of multimodal feedback in automated systems for motor learning. In this paper, we review the findings shown in recent studies in this field using rehabilitation and various motor training scenarios as context. We discuss popular feedback delivery and sensing mechanisms for motion capture and processing in terms of requirements, benefits, and limitations. The selection of modalities is presented via our having reviewed the best-practice approaches for each modality relative to motor task complexity with example implementations in recent work. We summarize the advantages and disadvantages of several approaches for integrating modalities in terms of fusion and frequency of feedback during motor tasks. Finally, we review the limitations of perceptual bandwidth and provide an evaluation of the information transfer for each modality.
KW - Augmented motor learning and training
KW - Multimodal systems and feedback
KW - Rehabilitative technologies
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U2 - 10.3745/JIPS.02.0051
DO - 10.3745/JIPS.02.0051
M3 - Article
AN - SCOPUS:85014446421
SN - 1976-913X
VL - 13
SP - 8
EP - 25
JO - Journal of Information Processing Systems
JF - Journal of Information Processing Systems
IS - 1
ER -