Human–Autonomy Teaming: A Review and Analysis of the Empirical Literature
Взаимодействие человека и автономных агентов в составе команды: обзор и анализ эмпирической литературы
2020-10-22
SCID: 54.1/vxpn2xn8
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autonomous agentscommunicationempirical literature reviewhuman-autonomy teamingteam composition
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Abstract (AI)
OBJECTIVE: We define human-autonomy teaming and offer a synthesis of the existing empirical research on the topic. Specifically, we identify the research environments, dependent variables, themes representing the key findings, and critical future research directions. BACKGROUND: Whereas a burgeoning literature on high-performance teamwork identifies the factors critical to success, much less is known about how human-autonomy teams (HATs) achieve success. Human-autonomy teamwork involves humans working interdependently toward a common goal along with autonomous agents. Autonomous agents involve a degree of self-government and self-directed behavior (agency), and autonomous agents take on a unique role or set of tasks and work interdependently with human team members to achieve a shared objective. METHOD: We searched the literature on human-autonomy teaming. To meet our criteria for inclusion, the paper needed to involve empirical research and meet our definition of human-autonomy teaming. We found 76 articles that met our criteria for inclusion. RESULTS: We report on research environments and we find that the key independent variables involve autonomous agent characteristics, team composition, task characteristics, human individual differences, training, and communication. We identify themes for each of these and discuss the future research needs. CONCLUSION: There are areas where research findings are clear and consistent, but there are many opportunities for future research. Particularly important will be research that identifies mechanisms linking team input to team output variables.
Key Findings
1
Future research should particularly investigate mechanisms linking team inputs to team-output variables.
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Human–autonomy teams consist of humans and autonomous agents working interdependently toward a shared objective, with agents exercising self-directed behavior and distinct roles or tasks.
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The literature examines autonomous-agent characteristics, team composition, task characteristics, human individual differences, training, and communication as key independent variables.
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The review identifies research themes across these variables, while finding that evidence is clear and consistent in some areas but limited in others.
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The review synthesizes 76 empirical articles meeting its definition of human–autonomy teaming.
Research Object
human-autonomy teams (HATs) involving humans and autonomous agents working interdependently toward a shared objective
Research Subject
empirical factors, themes, and mechanisms underlying successful human-autonomy teamwork, including the links between team inputs and outputs
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2020-10-22
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