Trajectory Planning of Weakly Supervised Aircraft
Sho Yoshimura, Masaki Inoue

TL;DR
This paper introduces a new air traffic management framework where pilots select trajectories from safe sets, balancing safety, efficiency, and pilot preferences, demonstrated through simulations with real data.
Contribution
It presents a novel two-stage ATM system allowing pilots to choose trajectories within safe sets, integrating safety, efficiency, and pilot preferences.
Findings
Effective in reducing fuel costs
Maintains safety through safe set constraints
Demonstrated success with real air traffic data
Abstract
In this paper, we propose a novel framework of air traffic management (ATM). The framework is in particular characterized by the trajectory planning of weakly supervised aircraft; the air traffic control (ATC) does not completely determine the trajectory of each aircraft unlike conventional planning methods, but determines allowable safe sets of trajectories. ATC requests pilots to select their own trajectories from the sets, and the pilots determine ones by pursuing their own aims. For example, the selection can be based on pilot preferences and airline strategies. This two stage ATM system contributes to simultaneously achieve the both objectives of the ATC and pilots such as fuel cost minimization under safety management. The effectiveness of the proposed ATM system is demonstrated in a simulation using actual air traffic data.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsAir Traffic Management and Optimization · Aerospace and Aviation Technology · Autonomous Vehicle Technology and Safety
