Towards greener airport surface operations: a reinforcement learning approach for autonomous taxiing

• المؤلفون الرئيسيون: Tran, Thanh-Nam, Pham Duc-Thinh, Alam, Sameer
• مؤلفون آخرون: School of Mechanical and Aerospace Engineering
• التنسيق: Conference or Workshop Item
• اللغة: English
• منشور في: 2022
• الموضوعات: Engineering::Computer science and engineering::Computing methodologies::Artificial intelligence; Engineering::Civil engineering::Transportation; Engineering::Computer science and engineering::Computing methodologies::Simulation and modeling; Autonomous Taxi; Reinforcement Learning; Fuel Burn; Optimal Speed
• الوصول للمادة أونلاين: https://hdl.handle.net/10356/162776; https://www.jstage.jst.go.jp/browse/-char/en
• المؤسسة: Nanyang Technological University

This study proposes an autonomous aircraft taxi-agent that can be used to recommend the pilot the optimal speed profile to achieve optimal fuel burn and to arrive on time at the target position on the taxiway while considering potential interactions with surrounding traffic. The problem is modeled a...