Agent Transparency for an Autonomous Squad Member: Depth of Reasoning and Reliability

Abstract

Agent transparency is an important contributor to effective human-agent teaming. However, agent transparency's effects on human performance when the agent is unreliable have yet to be examined. This report examines how the transparency and reliability of a robotic autonomous squad member (ASM) affected a human observers task performance, workload, situation awareness (SA), trust in the robot, and perceptions of the robot. In a 2 (ASM transparency) x 2 (ASM reliability) within-subject design experiment, participants monitored a simulated soldier squad that included an ASM as it traversed a simulated training environment, while concurrently monitoring the environment for targets. There was no difference in participants performance on the target detection task, workload, or SA due to either ASM transparency or reliability. ASM reliability influenced participant trust and perceptions of the robot. Results suggest that reliability may be a stronger influence on the humans perceptions of the robot than transparency. Robot errors had a profound and lasting effect on the participants perception of the robots future reliability and resulted in reduced confidence in their assessments of the robots reliability. These findings could have important implications for the continued use of automated systems when the user is aware of system errors.

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Document Details

Document Type
Technical Report
Publication Date
May 01, 2020
Accession Number
AD1125969

Entities

People

  • Anthony Selkowitz
  • Jessie Y. Chen
  • Julia L Wright
  • Shan Lakhmani

Organizations

  • Oak Ridge Associated Universities
  • United States Army

Tags

Communities of Interest

  • Autonomy
  • Biomedical

DTIC Thesaurus Topics

  • Cognitive Systems Engineering
  • Cognitive Workload
  • Computers
  • Control Systems
  • Detection
  • Engineering
  • Human Factors Engineering
  • Human Systems Integration
  • Human-Machine Interaction
  • Human-Robot Interaction
  • Information Processing
  • Information Science
  • Information Systems
  • Measurement
  • Perception
  • Psychology
  • Regression Analysis
  • Reliability
  • Situational Awareness
  • Surveys
  • Target Detection
  • Task Performance And Analysis
  • Unmanned Systems

Fields of Study

  • Engineering

Readers

  • Auditory Neuroscience/Auditory Physiology.
  • Robotics and Automation.
  • Team-Based Human-Centered Cognitive Task Decision Making and Information Performance.

Technology Areas

  • AI & ML
  • AI & ML - Autonomous Systems
  • AI & ML - Bayesian Inference
  • Autonomy
  • Autonomy - Human-Robot Interaction