학술논문

Real time prediction of worst case air traffic sector collision risk using evolutionary optimization
Document Type
Conference
Source
2013 IEEE Symposium on Computational Intelligence in Vehicles and Transportation Systems (CIVTS) Computational Intelligence in Vehicles and Transportation Systems (CIVTS), 2013 IEEE Symposium on. :72-79 Apr, 2013
Subject
Aerospace
Communication, Networking and Broadcast Technologies
Computing and Processing
Fields, Waves and Electromagnetics
General Topics for Engineers
Robotics and Control Systems
Signal Processing and Analysis
Aircraft
Atmospheric modeling
Safety
Real-time systems
Computational modeling
Sociology
Statistics
Language
Abstract
Given the unprecedented growth in air transport, air traffic controllers and safety managers are exploring new approaches for collision risk assessment specifically in real time or near future term. In this paper a real time predictive approach for identifying worst case sector collision risk is proposed. An evolutionary framework is introduced to evolve flight maneuvers that may lead a traffic scenario to high collision risk. The proposed methodology discretizes the execution time of a baseline air traffic scenario into discrete time intervals based traffic scenarios. These traffic scenarios are then initialized at their given time intervals in a sector which are then perturbed with flight maneuvers to maximize collision risk. Flight maneuvers are evolved using an evolutionary framework with the objective of maximizing the collision risk for a given traffic scenario. Results indicate the effectiveness of the proposed methodology to successfully identify flight maneuvers which may increases the collision risk for a look ahead time. Results also indicate that when most of the flights are in the first half of their flight path, DESCEND and TURN RIGHT maneuvers may increase the collision risk. Also maneuvers, when flights are exiting the sector, do not significantly effect the collision risk. It was also found that traffic flow should be managed when flights enter the sector or when flights are exiting the sector (to facilitate coordination with neighboring sector controller) as this may reduce the collision risk.