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Modeling Workload Impact in Multiple Unmanned Vehicle Supervisory Control

机译:多无人机监控系统中工作负荷影响的建模

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摘要

Discrete event simulations for futuristic unmanned vehicle (UV) systems enable a cost and time effective methodology for evaluating various autonomy and human automation design parameters. Operator mental workload is an important factor to consider in such models. We present that the effects of operator workload on system performance can be modeled in such a simulation environment through a quantitative relation between operator attention and utilization, i.e., operator busy time used as a surrogate real-time workload measure. In order to validate our model, a heterogeneous UV simulation experiment was conducted with 74 participants. Performance based measures of attention switching delays were incorporated in the discrete event simulation model via UV wait times due to operator attention inefficiencies (WTAI). Experimental results showed that WTAI is significantly associated with operator utilization (UT), such that high UT levels correspond to higher wait times. The inclusion of this empirical UT-WTAI relation in the discrete event simulation model of multiple UV supervisory control resulted in more accurate replications of data, as well as more accurate predictions for alternative UV team structures. These results have implications for the design of future human-UV systems, as well as more general multiple task supervisory control models.
机译:未来派无人飞行器(UV)系统的离散事件模拟提供了一种经济高效的方法,可用于评估各种自主权和人类自动化设计参数。操作员的精神工作量是在此类模型中要考虑的重要因素。我们提出,在这样的模拟环境中,可以通过操作员注意力和利用率之间的定量关系来建模操作员工作量对系统性能的影响,即将操作员繁忙时间用作替代实时工作量度量。为了验证我们的模型,有74位参与者进行了异构UV模拟实验。由于操作员注意效率低下(WTAI),通过基于UV等待时间的离散事件模拟模型将基于性能的注意切换延迟量度纳入了模型。实验结果表明,WTAI与操作员利用率(UT)显着相关,因此,较高的UT水平对应较高的等待时间。在多个UV监督控制的离散事件模拟模型中包含这种经验性UT-WTAI关系,可以更准确地复制数据,并为其他UV团队结构提供更准确的预测。这些结果对未来的人类紫外线系统的设计以及更通用的多任务监督控制模型都有影响。

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