用实时验证框架监控空管指令执行,自动发现违规操作。
Formal, Executable and Explainable Runtime Monitoring of Spoken Air Traffic Control Operational Procedures
- 将通话、雷达与机载数据融合为带时间戳的事件流
- 在真实数据中检测出85%的违规,合成数据全对
- 可复现历史事故中的操作失误,适合空管安全研究
空中交通管制程序通过管制员与飞行员之间的口头交流执行。这些交互对航空安全至关重要:执行失败可能导致严重运行风险,如过去致命事故所示。评估指令是否被遵循需关联发言内容、涉事飞机状态及飞行员义务。我们提出一种运行时验证框架,通过检查管制员-飞行员交流、监视数据和机载观测来监控此类程序。该框架将无线电通信解析为与相关实体关联的事件,并将其与监视和机载观测合并成带时间戳的轨迹。基于ICAO标准的形式化义务以带有明确时间边界的时间逻辑公式表达,并在执行轨迹上进行评估。每次违规均报告违反的义务及其支持性观测。在真实交通数据中,完整流程对人工盲标注的违规达到F1=0.85;在从两个公开语料库生成的1,495个合成情境中,监控逻辑在所有情况下返回预期结果。在两次根据官方调查报告重构的历史事故中,监控系统识别出调查报告记录的相同程序偏差。
原文摘要 · Abstract (English)
Air traffic control procedures are executed through spoken exchanges between controllers and pilots. These interactions are essential to the safety of air transportation: failures in their execution can create severe operational hazards, as evidenced by past fatal accidents. Assessing whether an instruction has been followed requires relating what was said to the aircraft concerned, its state, and the obligations that pilots must meet. We present a runtime verification framework that monitors such procedures by checking controller-pilot exchanges, surveillance data, and onboard observations. The framework parses radio communications into events linked to the entities they concern and merges them with surveillance and onboard observations into a time-stamped trace. The ICAO-derived obligations as formalized as temporal formulas with explicit time bounds and evaluated over execution traces. Every violation is reported along with the breached obligations and the observations that support the verdict. With real traffic, the complete pipeline reaches an F1 of 0.85 against blind human-annotated violations; in 1,495 synthetic situations derived from two public corpora, the monitor logic returns the expected verdict in every case. In two historical accidents reconstructed from official investigation reports, the monitor identifies the same procedural deviations documented by the investigators.
Thank you to arXiv for use of its open access interoperability. PaperDance 不是 arXiv 官方产品;中文卡片由大模型生成,请以原文为准。