AI is a Key Pillar in ICAO's Next Gen Radar Infrastructure - Impacts on Technology, Procedures & Qualification

Artificial rational agents can only reason properly if the right base of data has been provided. This happens in the phase of model initiation where the user defines the problem, prepares and processes the chosen data sets and chooses the applicable machine learning algorithms. The people involved have to be sufficiently skilled to get this preparation task properly done. The performance estimation phase is the next step where things can become suboptimal: various parameter combinations that describe the algorithm are validated and the best performing one is chosen. Only when prepared properly, the model can be deployed and begin solving the task on new real-time data.