ATFM槽位交换拍卖机制的隐私保护实现

Paul Feichtenschlager, Kevin Schuetz, Samuel Jaburek, C. Schuetz, E. Gringinger
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引用次数: 0

摘要

欧洲管制网络管理机构(NM)在欧洲空中交通网络容量减少期间发布的空中交通流量管理(ATFM)规定通常会导致航班延误和空域用户(au)的额外费用。然而,并非所有航班都受到这些规定的同等影响,航空公司希望根据自己的喜好对航班进行优先排序,同时保护这些信息的机密性。因此,在老虎机项目中,我们提出了一个隐私保护市场,用于在ATFM法规期间协作优化航班列表。拍卖机制激励AUs参与老虎机的优化运行。由于确定性算法的隐私保护实现不会在时间限制内完成,因此以保护隐私的方式实现拍卖机制采用遗传算法结合多方计算(MPC)。使用基于真实样本的真实合成数据集进行的实验证明了所提出的实现的可行性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Privacy-Preserving Implementation of an Auction Mechanism for ATFM Slot Swapping
Air traffic flow management (ATFM) regulations issued by the EUROCONTROL Network Manager (NM) during periods of reduced capacity in the European air traffic network typically result in flight delays and additional costs for airspace users (AUs). However, not all flights are equally impacted by these regulations, and AUs would like to prioritize flights based on their preferences while protecting the confidentiality of such information. Thus, in the SlotMachine project, we proposed a privacy-preserving marketplace for collaborative optimization of flight lists during ATFM regulations An auction mechanism incentivizes AUs to participate in the SlotMachine’s optimization runs. The proposed implementation of the auction mechanism in a privacy-preserving manner employs a genetic algorithm in combination with multi-party computation (MPC), since a privacy-preserving implementation of a deterministic algorithm would not finish within the time constraints. Experiments using realistic synthetic datasets based on real-world samples demonstrate feasibility of the proposed implementation.
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