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arens-exosuit-preference-optimization Open Exo evaluation

Harvard Back Exosuit: Preference-Based Assistance Optimization

Arens P., Quirk D.A., Pan W., Yacoby Y., Doshi-Velez F., Walsh C.J.

Harvard University / Wellesley College · 2025 · United States

Forced-choice preference data from human-in-the-loop Bayesian optimization of two control parameters (lifting vs. lowering assistance gain) of an active soft back exosuit, from 15 participants, plus a supplementary just-noticeable-difference experiment on assistance perception (Science Advances, 2025). Behavioral/feedback data only, no raw biomechanical signals; CSV on Dryad under CC0.

SurveyLiftingLowering
View source ↗DOI: 10.5061/dryad.2z34tmpx5

Details

Subjects
n = 15 · 7M / 8F · 25.6 ± 3.6
Setting
Laboratory (controlled or simulated)
Protocol / load
Stoop lifting and lowering under varied lifting/lowering assistance gains
Equipment
Cable-driven soft back exosuit with suit-integrated IMUs; forced-choice preference logging
Formats
csv
License
CC0-1.0
Keywords
exoskeleton, back, exosuit, human-in-the-loop, preference-optimization
Added to catalog
2026-09-01

Publications

Exoskeleton

Record type
Device evaluation
Device(s)
Harvard soft back exosuit
Body region
Back
Actuation
Active
Study design
Forced-choice comparisons between assistance settings during stoop lifting/lowering, within-subject Bayesian optimization
Outcomes
Subjective ratings

This record is part of the exoskeleton collection.

Cite

Cite the dataset as its authors request (check the source page for an official citation); this BibTeX is a convenience starting point.

@misc{arens-exosuit-preference-optimization,
  author = {Arens, P. and Quirk, D.A. and Pan, W. and Yacoby, Y. and Doshi-Velez, F. and Walsh, C.J.},
  title  = {{Harvard Back Exosuit: Preference-Based Assistance Optimization}},
  year   = {2025},
  doi    = {10.5061/dryad.2z34tmpx5},
  url    = {https://datadryad.org/dataset/doi:10.5061/dryad.2z34tmpx5},
}