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arXiv Robotics — research abstracts· Hyeonjin Choi, Joongheon Kim, Daekyum Kim·· 4 days agoEditorial score50

Passive-Dynamic-Walking-Inspired Dynamics Guidance for Energy-Efficient Humanoid Locomotion

Passive-Dynamic-Walking-Inspired Dynamics Guidance for Energy-Efficient Humanoid Locomotion

Summary

This paper proposes a framework inspired by passive dynamic walking (PDW) to achieve energy-efficient humanoid locomotion. By creating slope-equivalent conditions and removing PDW-specific guidance during optimization, the framework reduces mechanical cost of transport by 6.8-15.2% in simulated experiments and 16.3% on hardware with a motion prior, without degrading velocity tracking.

Evidence and limits

Published automatically after robotics and source-evidence checks; no manual editorial approval is recorded. Source assertions are not independently verified. Missing information remains not reported.

Environment:
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Control:
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Data origin:
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Reported quantities Scroll across to read all columns.
MetricValue / unitBasis / contextEvidence
cost of transport6.8 percentBasis not reported

Source wording: “reduces mechanical cost of transport by 6.8-15.2%”

Source E1
cost of transport15.2 percentBasis not reported

Source wording: “reduces mechanical cost of transport by 6.8-15.2%”

Source E1
cost of transport18.7 percentBasis not reported

Source wording: “reducing speed-matched cost of transport by 18.7%”

Source E1
cost of transport16.3 percentBasis not reported

Source wording: “forward cost of transport falls by 16.3%”

Source E1
cost of transport4.5 percentBasis not reported

Source wording: “the latter within the trial-to-trial spread”

Source E1
  • dataset: Not reported
Source excerpts and review record

No manual editorial approval recorded.

Original source quotation: “reduces mechanical cost of transport by 6.8-15.2% over commanded speeds of 0.5-2.0m/s without degrading velocity tracking.”

Source E1

Source:arXiv Robotics — research abstracts · arxiv.org