人工智能与 ATM 系统的集成.pdf

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1、Integration of AI in ATM systemsFly AI Forum 22-23 April2025Jules TevissenJoseph Machrouh43THALES GROUP LIMITED DISTRIBUTIONConflict detection and resolution using AI in air traffic control systems44THALES GROUP LIMITED DISTRIBUTIONConflict Detection&Resolution todayEnsure minimum separation of airc

2、raft?5 Nautical Miles(NM)horizontal?1000 feet vertical?May vary depending on operational requirementsWorkflow?Resolver searches for clearance(s)that solve the conflict?Solution is displayed to the operator?Operator validates and applies the solutionValidated in several MVP&SESAR exercisesWaypointFli

3、ght PlanPredicted loss of separationAircraft position when conflict is detectedConflict free alternative using a DCT clearance45THALES GROUP LIMITED DISTRIBUTIONWhat it looks like46THALES GROUP LIMITED DISTRIBUTIONResolution Advisory function todayResolution advisory types?Lateral Resolution Advisor

4、y?Vertical Resolution Advisory?Speed Restriction AdvisoryLimitations?Computational power limits the number of options that can be analysed?May take several seconds depending on traffic complexity?Chaining multiple solutions creates a larger combinatorial problem47THALES GROUP LIMITED DISTRIBUTIONMod

5、ern Artificial Intelligence and resolution in the futureWhy explore modern AI technology?Faster than classical algorithms?Opens the door for new possibilities in the future Global optimization of traffic More complex and optimal solutions Optimize various criteria:e.g.take into account CO2 emissions

6、,contrail reduction Can be applied to simulation,drones,planning and moreLimitations?requires a specific training framework and complicated algorithms?Safety concerns cannot provide solution guarantees Lack of explainability48THALES GROUP LIMITED DISTRIBUTIONAI model training pipeline?Basic CDCost f