Building a human-in-the-loop simulation of market-based traffic flow management

Diego Escala
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引用次数: 1

Abstract

Human-in-the-loop (HITL) simulations can be invaluable in the study of traffic flow management concepts. However, the design and execution of HITL experiments is often very challenging and risk-prone. In our market-based Traffic Flow Management (TFM) research, we develop an approach to developing HITL simulations that leads to effective experiments that yield great results, while reducing programmatic risk. The software used for the HITL experiment is developed using the Probabilistic NAS Platform (PNP). The architecture of PNP allows software clients, representing various National Airspace System (NAS) elements, to interact with real-world NAS data provided by the PNP server. The architecture of PNP allows clients to be distributed across a network, such as the Internet. This flexibility allows HITL study participants to be located anywhere in the world, provided Internet access is available. This was a requirement for our simulation, in which participants would be participating from various locations. In addition to software risk, we also tackle user acceptance challenges. HITL experiment results can be detrimentally skewed by participants who are not fully engaged in the simulation. In this study, we incorporate a feedback solicitation process into our project planning mechanism. The development of HITL simulations, while challenging and risk-prone, can provide insights that cannot be derived from automated, fast-time simulations. The approach discussed here can lead to the rapid development of robust software that engages users and collection of useful results.
建立基于市场的交通流量管理的人在环模拟
人在环(HITL)仿真在交通流管理概念的研究中具有不可估量的价值。然而,HITL实验的设计和执行通常非常具有挑战性和风险。在我们基于市场的交通流量管理(TFM)研究中,我们开发了一种开发HITL模拟的方法,该方法可以导致有效的实验,产生良好的结果,同时降低编程风险。用于HITL实验的软件是使用概率NAS平台(PNP)开发的。PNP的体系结构允许代表各种国家空域系统(NAS)元素的软件客户端与PNP服务器提供的真实NAS数据进行交互。PNP的体系结构允许客户端分布在网络上,例如Internet。这种灵活性允许HITL研究参与者位于世界任何地方,只要有互联网接入。这是我们模拟的一个要求,参与者将来自不同的地点。除了软件风险,我们还处理用户接受度方面的挑战。没有完全参与模拟的参与者可能会对HITL实验结果产生不利的影响。在这项研究中,我们将反馈征求过程纳入我们的项目规划机制。HITL模拟的发展虽然具有挑战性和风险,但可以提供无法从自动化、快速模拟中获得的见解。这里讨论的方法可以导致快速开发健壮的软件,吸引用户并收集有用的结果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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