title: Analyzing the effects of human-aware motion planning on close-proximity human-robot collaboration.
abstract: OBJECTIVE
  The objective of this work was to examine human response to motion-level robot adaptation to determine its effect on team fluency, human satisfaction, and perceived safety and comfort.
  
  
  BACKGROUND
  The evaluation of human response to adaptive robotic assistants has been limited, particularly in the realm of motion-level adaptation. The lack of true human-in-the-loop evaluation has made it impossible to determine whether such adaptation would lead to efficient and satisfying human-robot interaction.
  
  
  METHODS
  We conducted an experiment in which participants worked with a robot to perform a collaborative task. Participants worked with an adaptive robot incorporating human-aware motion planning and with a baseline robot using shortest-path motions. Team fluency was evaluated through a set of quantitative metrics, and human satisfaction and perceived safety and comfort were evaluated through questionnaires.
  
  
  RESULTS
  When working with the adaptive robot, participants completed the task 5.57% faster, with 19.9% more concurrent motion, 2.96% less human idle time, 17.3% less robot idle time, and a 15.1% greater separation distance. Questionnaire responses indicated that participants felt safer and more comfortable when working with an adaptive robot and were more satisfied with it as a teammate than with the standard robot.
  
  
  CONCLUSIONS
  People respond well to motion-level robot adaptation, and significant benefits can be achieved from its use in terms of both human-robot team fluency and human worker satisfaction.
  
  
  CONCLUSIONS
  Our conclusion supports the development of technologies that could be used to implement human-aware motion planning in collaborative robots and the use of this technique for close-proximity human-robot collaboration.
authors: Przemyslaw A
authors: PA
authors: Lasota
authors: Julie A
authors: JA
authors: Shah
mesh_terms: D000328:Adult; D003299:Cooperative Behavior; D006804:Ergonomics / Q000295:instrumentation* / Q000379:methods; D005260:Female; D006801:Humans; D008297:Male; D008328:Man-Machine Systems; D009038:Motion; D012371:Robotics / Q000295:instrumentation*; D013647:Task Performance and Analysis; D055815:Young Adult