As the FAA harmonizes to ICAO standards for aeronautical data and the NAS embraces a cloud infrastructure for collaborative decision making among airlines, air traffic facilities, airports, and industry, the move to streaming services and tapping into data flows needs to pay attention to privacy and cybersecurity. The opportunities for malware to be introduced needs to be actively combated at the instigation of services and continuously monitored. Known vulnerabilities in ADS-B spoofing and Chris Roberts-type interceptions of air-ground data are only the beginning of what is sure to be a growing industry as bad actors attempt to gain admission to US aerospace systems for data interception, malware, ransom, and technology theft. In this paper we explore the Robust Analytics Cybersecurity Framework (RACSF) and the components that can be employed to minimize the threats in the NAS. Topics include the methodology and approaches to building a secure cloud infrastructure, cloud integrity, user verification, validation, data integrity, security monitoring and securing air ground communications.

Separation assurance is an important facet of the safety guarantee in the the National Airspace System (NAS). Separation requirement for aircraft are defined by horizontal and vertical separation buffers depending on the type of aircraft and type of airspace. The violation of these standards or encroachment into the separation buffers are indicative of reduced safety margins in the airspace. We analyze the buffer encroachment trends in the terminal airspace of 24 major airports in the U.S. over a period of 21 months from April 2019 to December 2020. The analysis measures the duration of encroachments within the terminal airspace for 15-minute epochs and the trends across the airports and their temporal evolution. The period at the beginning of the Covid-19 pandemic in mid-March 2020 and the slow recovery over the remainder of the year is of special interest as it provides a natural experiment for evaluating the impact of unusually low traffic density on aviation operations. Our analysis indicates that the airports show significant variability in the encroachment levels. Some airports like Dallas/Fort Worth International Airport (DFW) and Charlotte Douglas International Airport (CLT) show encroachment levels higher than expected during the reduced traffic period. Furthermore, the trends reveal spikes in encroachment levels during the pre-pandemic period at other airports like Atlanta International Airport (ATL) and Denver International Airport (DEN). The observed trends suggest the utility for real-time measurement of buffer encroachments across airports as a proxy for monitoring safety margin levels and aid the decision-making of different stakeholders.

Aircraft operations in the terminal area rely heavily on voice communications between pilots and air traffic controllers. This paper proposes a novel aircraft trajectory simulation framework by guiding the trajectory simulation following the voice command from controllers. Bayesian model selection is used for checking pilot compliances to controller commands with observed trajectories. This framework is named as Voice Communication-Augmented Simulation. The goal of the proposed study is to enable accurate trajectory predictions. The framework can act as a computer assistant for controllers to monitor pilot compliances and ensure safe operations. The proposed method is tested and validated with actual trajectory data from Sherlock Data Warehouse. The tests showed that the proposed framework can accurately simulate and monitor the flight level change of aircraft and update the approach procedure.

Aviation safety research suggests that safety-related events are affected by:

1. Weather
2. Fatigue and workload, for pilots and controllers
3. Traffic density
4. Procedures and training
5. Infrastructure outages

​Crashes and other events usually involve multiple factors Why not build a system to monitor multiple factors and identify and predict when one or more risk factors are operating?