During the project, the research team developed an operation-centric, risk-based CONOPS to provide separation management to UAS in U-3 environments. The CONOPS describes how tactical conflicts are detected and solved, the conflict horizon where tactical conflicts must be searched for, the separator agent and the level of human intervention, the separation minima and methods and the required safety and performance requirements (SPR) needed to achieve an agreed level of safety (TLS).
To support the operation-centric, risk-based approach pursued by BUBBLES, the research team developed a catalogue of generic UAS CONOPS and a set of conflict scenarios. A SORA assessment was applied to each individual flight. The results of this risk assessments led to the definition of 10 traffic classes (depending on the operational risk) and 9 generic sector types (depending on the air and ground risk) representative of real scenarios where U-3 U-space services could be deployed.
To identify the SPR, as well as the pairwise applicable separation minima, needed to achieve a TLS of 2.5e-7 fatalities per flight-hour in each generic sector type, BUBBLES expressed this TLS in terms of scenario dependent maximum allowable collision rates. Then, the research team developed a collision model for calculating the required effectiveness of all the mitigation barriers that can be applied to prevent mid-air collisions.
The applicable separation minima are affected by the performance of the communication and surveillance systems (C&S). Hence, BUBBLES proposed a performance-based C&S framework inspired by the one used in manned aviation and developed C&S performance monitoring tools. Based on the results of the performance monitoring, BUBBLES developed a procedure to adapt the separation minima to the actual performance of the C&S systems in quasi-real time. This procedure is based on the use of AI techniques to train models and compute separation minima values in new (although operationally similar) use cases.
The BUBBLES CONOPS to provide separation management by means of the U-space were validated through a combination of simulation and experimental tests. To this end, BUBBLES developed seven simulation tools and integrated some of them into the Indra’s industrial U-space platform. Two test flight campaigns were run to validate the BUBBLES’ concept: a preliminary one involving pairs of UAS to assess and update the initial concept formulation and a second one involving 14 UAS flying simultaneously in a simulated U-3 environment.
At the end of the project, the maturity assessment showed that the BUBBLES concept for separation management is beyond the targeted TRL2/V1 maturity but there is still some work to be performed to attain the TRL4/V2 level. According to the project exploitation plan, the BUBBLES concept has been used as part of the baseline of a fast-track project proposal aimed at setting up separation management processes in the U-space at TRL7.
Also related to the exploitation of the project results, the BUBBLES CONOPS has been defined as a SEASAR solution in EATMA, and it will be included as a new service (Tactical separation management service) in the future U-space CONOPS Ed. 4.
The results of the project were presented in 3 workshops/seminars organized by the BUBBLES’ team and in 13 workshops/seminars organized by third parties. Among the dissemination actions organized by BUBBLES stands out the summer school on Artificial Intelligence for Urban Air Mobility (AI4UAM), hosted by the University of Rome La Sapienza in September 2022. Among the third-party dissemination events where BUBBLES was presented stand out the ATM-UTM Interface webinar and the Drone Enabler 2022 symposium, both organized by the ICAO.
Moreover, the results of the project have been published in 2 refereed journal papers and have been presented in 7 international conferences.