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Probabilistic Decision-Making in the Next Generation Air Transportation System

机译:下一代航空运输系统中的概率决策

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摘要

Probabilistic decision-making has the potential to greatly improve system performance. By explicitly accounting for prediction uncertainties, ineffective and unnecessary interventions, whether for traffic flow management or separation management, will be reduced. Probabilistic decision-making leads to incremental corrective actions that maintain acceptable risks which are monitored and tailored to the characteristics of the individual problem. To achieve the benefits of probabilistic decision-making in the NGATS, tools for decision-making will incorporate improvements that reduce uncertainty as well as building upon an information-rich environment that provides not only more data than is available today, but provides confidence levels associated with different data elements. Further research is needed to develop performance parameters that measure the quality of proposed solutions with respect to safety and other performance objectives for a specific situation. A key research area is understanding the allocation of roles among humans and automation. Can humans maintain a high level of trust in a complex, probabilistic system, when the decisions made may not be entirely consistent with their intuition and experience?
机译:概率决策有可能极大地提高系统性能。通过明确考虑预测的不确定性,可以减少无效的和不必要的干预,无论是针对交通流管理还是隔离管理。概率决策导致采取增量纠正措施,这些纠正措施可维持可接受的风险,这些风险将根据个别问题的特征进行监控和量身定制。为了在NGATS中获得概率决策的好处,决策工具将结合减少不确定性的改进以及基于信息丰富的环境,该环境不仅提供比今天更多的数据,而且提供相关的置信度具有不同的数据元素。需要进行进一步的研究来开发性能参数,以针对特定情况针对安全性和其他性能目标来衡量所提出解决方案的质量。一个关键的研究领域是了解人与自动化之间的角色分配。当所做出的决定可能与他们的直觉和经验完全不一致时,人们能否在复杂的概率系统中保持高度信任?

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