From Planned Intent to Real-Time Coordination
- Mehrnaz Sabet

- Jun 4
- 3 min read
Future UTM will not fail because strategic planning stops mattering. Strategic deconfliction remains foundational for intent management, airspace access, interoperability, and broader flow organization. But once aircraft are airborne, the question changes. Disturbances can emerge on timescales shorter than strategic coordination can update, reauthorize, and reconverge. When that happens, the challenge is no longer only whether the original plan was sound. It is whether the airspace can adapt in flight.
In our latest technical report and companion paper, we examined when high-volume operations can continue to rely on strategic-dominant coordination as the primary in-flight response, and when they instead require tactical separation provision to absorb local disturbance before it turns into broad system burden. Rather than treating UTM as a static coordination architecture, this work studies it as a progression of services: strategic coordination, tactical separation, degraded behavior, and onboard backstop each absorb different kinds of operational burden under different conditions.
A major part of this work is scale. The broader service-progression evaluation was built on a scenario-driven, real-time, field-anchored stress campaign totaling 231,000 experiment sessions, 120.5 million executed flight trajectories, and 15,695 combined evaluation hours across large-scale field-anchored simulation, hardware-, software-, and communications-in-the-loop evaluation, standalone field testing, and hybrid simulation-field testing. The companion technical report expands those results with additional parameter sweeps, implementation detail, and full per-scenario outputs.
What emerged from that campaign was not a single universal density threshold, but a clearer picture of how strategic-dominant coordination becomes burdened under stress. Across scenarios, that happened through two recurring modes. In one, uncertainty is absorbed through larger reservations and buffers, which preserves robustness but steadily consumes usable capacity. In the other, local disturbances trigger repeated intent updates, reauthorization, and coordination workload, turning what begins as a local deviation into a broader replanning burden. In other words, strategic coordination can remain necessary while still becoming insufficient as the dominant in-flight response mechanism.
The important point is that this transition is driven by more than density alone. Tactical separation becomes operationally necessary or performance-critical when three conditions coincide: the disturbance occurs after dispatch, the local response window is shorter than strategic reconvergence, and the local interaction is coupled strongly enough to affect nearby aircraft, shared resources, or neighborhood stability. That is why the evaluation focused on mechanism-driven stress families such as dynamic airspace-validity changes, terminal and hotspot coupling, contingency handling, local nonconformance, degraded observability, communication impairment, integrity faults, and compound local disturbances.
This is also where the communication architecture becomes important. Tactical separation is not just a controller problem; it is also an information problem. The companion preprint focuses on that narrower question: what kind of neighborhood exchange makes tactical coordination deployable in real mixed airspace? Its answer is not awareness-only broadcast. It argues for an intent-first, controller-coupled, all-airborne V2V exchange in which nearby aircraft share fresh, trusted, and actionable local state for tactical coordination, cooperative perception, degraded-mode assessment, and explicit local sequencing.
The results show that V2V can play very specific operational roles: reducing stale-belief divergence, preserving observability through cooperative perception, rejecting invalid tactical messages, suppressing false local inference, and structuring coordination around shared resources and hotspot interactions. But the findings are also intentionally bounded. The evaluated stack supports tactical coordination credibly in lower-to-moderate regimes, then becomes increasingly scenario-dependent, and ultimately shifts toward guarded or backstop-heavy behavior as density, impairment, freshness limits, and interaction complexity increase.
Taken together, these results sharpen Orion’s view of future airspace. The path forward is not to replace strategic deconfliction, and it is not to assume that tactical coordination is a generic capability that will somehow appear when needed. The challenge is to understand when strategic coordination stops being enough as the dominant in-flight service, which tactical functions become necessary under real stress, and what information, trust, and degraded-mode conditions make those tactical services deployable in practice.
That is why this work matters to Project Orion. Orion is focused on next-generation UTM and autonomous cooperative airspace, but it is doing so through the harder and more practical problem of validation: building the infrastructure needed to test, stress, and evaluate how airspace systems behave when timing, uncertainty, coupling, and degraded information all matter at once. Recent technical results are helping turn that challenge into something measurable. Not just whether future airspace can be imagined — but whether it can be made testable, credible, and operationally real.

