Dynamic Certification for Autonomous Systems

Communications of the ACM 

While gridworlds represent rather simplistic modules, they are quite powerful in demonstrating scalable behavior. Simply, an agent that fails to behave safely in such simple environments is also unlikely to behave safely in the real world.26 A parametric MDP can model the composition of these three modules into a single socio-technical system. The UAV can land and take off from anywhere in the region. It will lose connection and land-in-place with probability p1 (opaque UAV in Figure 2) and remain grounded until it reestablishes connection with probability p2.

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