Modelling and evaluating failures in human-robot teaming using simulation
Title | Modelling and evaluating failures in human-robot teaming using simulation |
Publication Type | Conference Paper |
Year of Publication | 2018 |
Authors | Ma, L. M., IJtsma, M., Feigh, K. M., Paladugu, A., Pritchett, A. R. |
Conference Name | 2018 IEEE Aerospace Conference |
Date Published | March 2018 |
Publisher | IEEE |
ISBN Number | 978-1-5386-2014-4 |
Keywords | aerospace robotics, Computational modeling, computational simulation, Extraterrestrial measurements, failure evaluation, Fault tolerance, human-robot interaction, human-robot teaming, human-robot teams, multi-robot systems, pubcrawl, resilience, Resiliency, Resource management, robot failures, robotic capabilities, robots, Scalability, space EVA operations, Task Analysis, team designers, team performance, team working, Teamwork, work factor metrics, Work Models that Compute |
Abstract | As robotic capabilities improve and robots become more capable as team members, a better understanding of effective human-robot teaming is needed. In this paper, we investigate failures by robots in various team configurations in space EVA operations. This paper describes the methodology of extending and the application of Work Models that Compute (WMC), a computational simulation framework, to model robot failures, interruptions, and the resolutions they require. Using these models, we investigate how different team configurations respond to a robot's failure to correctly complete the task and overall mission. We also identify key factors that impact the teamwork metrics for team designers to keep in mind while assembling teams and assigning taskwork to the agents. We highlight different metrics that these failures impact on team performance through varying components of teaming and interaction that occur. Finally, we discuss the future implications of this work and the future work to be done to investigate function allocation in human-robot teams. |
URL | https://ieeexplore.ieee.org/document/8396581 |
DOI | 10.1109/AERO.2018.8396581 |
Citation Key | ma_modelling_2018 |
- resource management
- Work Models that Compute
- work factor metrics
- Teamwork
- team working
- team performance
- team designers
- Task Analysis
- space EVA operations
- Scalability
- robots
- robotic capabilities
- robot failures
- aerospace robotics
- Resiliency
- resilience
- pubcrawl
- multi-robot systems
- human-robot teams
- human-robot teaming
- human-robot interaction
- fault tolerance
- failure evaluation
- Extraterrestrial measurements
- computational simulation
- Computational modeling