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Research article2015Peer reviewed

Path-Constrained Motion Analysis: An Algorithm to Understand Human Performance on Hydraulic Manipulators

Morales, DO; La, Hera, P; Westerberg, S; Freidovich, LB; Shiriaev, AS

Abstract

We propose a novel method to analyze how human operators use hydraulic manipulators of heavy-duty equipment. The approach is novel in the sense that it applies knowledge of motion planning and optimization techniques used in robotics. As an example, we consider the case of operating a forestry crane. To that end, we use motion data that has been recorded during standard operation with the help of sensors and a data acquisition unit. The data backs up the notion that operators work by performing repeatable patterns observed in the trajectories of the manipulator's joints. We show how this nominal behavior is computed, and consequently, this allows us to present the following: 1) an analytical procedure to analyze motions, 2) how to represent the "performance" of the operator in a 2-D plot, 3) an example of how to use this information to suggest customized control settings, and 4) some complementary ideas needed for improving efficiency through automation.

Keywords

Forestry; human performance analysis; hydraulic manipulators; manual control

Published in

IEEE Transactions on Human-Machine Systems
2015, volume: 45, number: 2, pages: 187-199

SLU Authors

UKÄ Subject classification

Control Engineering
Robotics
Signal Processing

Publication identifier

  • DOI: https://doi.org/10.1109/THMS.2014.2366873

Permanent link to this page (URI)

https://res.slu.se/id/publ/67427