TY - JOUR
T1 - Nested modeling of hazards in the national airspace system
AU - Fraccone, Giorgio Calanni
AU - Valenzuela-Vega, Rene
AU - Siddique, Shahnewaz
AU - Volovoi, Vitali
AU - Kirlik, Alex
N1 - Funding Information:
This research was supported by NASA (NASA research announcement number NNX07A062A). The authors would like to thank the technical monitor of this project, Paul Borchers, for his flexibility and encouragement; Walter White (Support Manager, Airspace and Procedures, Southern California TRACON) for his kind agreement to allow one of the coauthors of this paper (Alex Kirlik) to visit the TRACON facility at the Los Angeles International Airport and observe the actual implementation of the optimized descent profile in practice; as well as L. Ren and J.-P. Clarke (Georgia Institute of Technology) for their assistance in providing trajectory information.
PY - 2013
Y1 - 2013
N2 - Highly complex and coupled nature of the National Airspace System makes it challenging to understand the safety implications of changes to its operations.Acomprehensive assessment of the hazards associated with the introduction of new technologies must involve modeling of interactions among aircraft behavior, supporting infrastructure, and the operational procedures. The traditional approach to risk assessment does not focus on the relative timing of relevant events. The likelihoods of those events are computed externally, usually by means of physics-based simulations, which, while increasingly realistic in capturing physical phenomena, are limited to describing only few relevant interactions to keep the overall complexity tractable. This paper discusses an intermediate layer of analysis with enough fidelity to capture time-dependent coupling among relevant entities of the system that is compact enough to track a large number of those relevant entities simultaneously. To this end, Stochastic Petri nets are used to analyze the conflict resolution between the merging flows of air traffic for optimized-profile-descent approaches. Stochastic Petri nets are coupled with agent-based simulation, and the efficiency of the merging procedures and their sensitivity to wind conditions and the traffic patterns are analyzed. Finally, compact modeling of two off-nominal scenarios related to future procedures is discussed.
AB - Highly complex and coupled nature of the National Airspace System makes it challenging to understand the safety implications of changes to its operations.Acomprehensive assessment of the hazards associated with the introduction of new technologies must involve modeling of interactions among aircraft behavior, supporting infrastructure, and the operational procedures. The traditional approach to risk assessment does not focus on the relative timing of relevant events. The likelihoods of those events are computed externally, usually by means of physics-based simulations, which, while increasingly realistic in capturing physical phenomena, are limited to describing only few relevant interactions to keep the overall complexity tractable. This paper discusses an intermediate layer of analysis with enough fidelity to capture time-dependent coupling among relevant entities of the system that is compact enough to track a large number of those relevant entities simultaneously. To this end, Stochastic Petri nets are used to analyze the conflict resolution between the merging flows of air traffic for optimized-profile-descent approaches. Stochastic Petri nets are coupled with agent-based simulation, and the efficiency of the merging procedures and their sensitivity to wind conditions and the traffic patterns are analyzed. Finally, compact modeling of two off-nominal scenarios related to future procedures is discussed.
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U2 - 10.2514/1.C031690
DO - 10.2514/1.C031690
M3 - Article
AN - SCOPUS:84877735129
SN - 0021-8669
VL - 50
SP - 370
EP - 377
JO - Journal of Aircraft
JF - Journal of Aircraft
IS - 2
ER -