Title :
Probability of conflict analysis of 3D aircraft flight based on two-level Markov chain approximation approach
Author :
Al-Basman, Muna ; Hu, Jianghai
Author_Institution :
Sch. of Electr. & Comput. Eng., Purdue Univ., West Lafayette, IN, USA
Abstract :
This paper introduces a new approach of Markov chain approximation for the reachability analysis of stochastic systems and particularly for computing the probability of conflict during aircraft flight. Two-level Markov chains are designed to achieve a better compromise between accuracy and computation time compared with the one-level Markov chain approximation. We used a simplified aircraft dynamics model of the aircraft-to-airspace conflict prediction problem. However, the new approach in this paper can also be applied to the aircraft-to-aircraft conflict prediction problem. Numerical example is studied to analyze the probability of conflict using the two-level Markov chain approximation. The results show that the approach obtains accurate estimation of the probability of conflict with an acceptable running time.
Keywords :
Markov processes; aerospace computing; reachability analysis; vehicle dynamics; 3D aircraft flight; aircraft-to-airspace conflict prediction problem; conflict analysis probability; reachability analysis; simplified aircraft dynamics model; two-level Markov chain approximation; Air safety; Air traffic control; Aircraft; Differential equations; Predictive models; Reachability analysis; Stochastic processes; Stochastic systems; Transportation; Vehicle safety;
Conference_Titel :
Networking, Sensing and Control (ICNSC), 2010 International Conference on
Conference_Location :
Chicago, IL
Print_ISBN :
978-1-4244-6450-0
DOI :
10.1109/ICNSC.2010.5461591