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Agent-Based Modeling and Simulation of Emergent Behaviour in Air Transportation

机译:基于主体的航空运输突发事件建模与仿真

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Commercial aviation is feasible thanks to a complex socio-technical system, which involves interactions between human operators, technical systems, and procedures at airlines, airports, air traffic service providers, and authorities. In view of the expected growth in commercial aviation, significant changes in this socio-technical system are in development both in the USA and Europe. Such changes may lead to changed and novel rare emergent behavior. In this paper, it is first illustrated that this complex socio-technical system generates various types of emergent behavior, ranging from simple emergence, through weak emergence, up to strong emergence. Then the paper demonstrates through a case study that agent-based modeling and simulation allows identifying changed and novel rare emergent behavior in this complex socio-technical system. The case study considered is an active runway crossing by a taxiing aircraft of a runway that is in use for departures. The MC simulation results obtained confirm that agent based modeling and simulation of a socio-technical air transportation system allows identifying rare emergent behavior that was not identified through earlier, non-agent-based simulations, including human-in-the-loop simulations of the same operation. A typical example of such emergent behavior is the finding that alerting systems do not really reduce the safety risk.
机译:多亏了复杂的社会技术系统,商业航空才是可行的,该系统涉及人类操作员,技术系统以及航空公司,机场,空中交通服务提供商和当局的程序之间的交互。鉴于商用航空的预期增长,在美国和欧洲,这种社会技术系统都在发展中。此类更改可能会导致更改和新颖的罕见紧急情况行为。在本文中,首先说明了这种复杂的社会技术系统会产生各种类型的紧急行为,从简单的紧急状态到弱的紧急状态再到强烈的紧急状态。然后,本文通过一个案例研究证明,基于代理的建模和仿真可以识别这种复杂的社会技术系统中发生的变化和新颖的罕见紧急情况。所考虑的案例研究是滑行飞机正在驶离跑道的滑行跑道。所获得的MC模拟结果证实,基于代理的社会技术航空运输系统建模和仿真可以识别罕见的紧急行为,而这种早期行为是通过非基于Agent的早期仿真(包括对飞机的人在环仿真)所无法识别的。相同的操作。这种紧急行为的典型示例是发现警报系统并没有真正降低安全风险。

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