Abstract: A component of an intelligent transportation infrastructure system, the component including: processing means; and a non-transitory computer-readable storage medium including instructions that, when executed by the processing means, cause the processing means to: receive, from a vehicle having autonomous driving capabilities, an autonomous driving disengagement request message; determine, based on perception data or analytics related to the vehicle or a vicinity of the vehicle, a disengagement level of a multiple-disengagement-level protocol and a corresponding post-disengagement vehicle action; and transmit to the vehicle an autonomous driving disengagement response message including a post-disengagement vehicle action instruction.

Abstract: A controller is provided. The controller comprises a processor configured to determine multiple power saving modes based on a power saving model of a network communicative road sensing system and on a power saving target assigned to the road sensing system; the multiple power saving modes comprising a first power saving mode for a first power consuming subsystem of the road sensing system and a second power saving mode for a second power consuming subsystem of the road sensing system; generate a recommendation for the road sensing system to operate in accordance with the multiple power saving modes.

Abstract: Methods, apparatus, systems, and articles of manufacture for digital twin aided resiliency are disclosed. An example method includes accessing operational statistics corresponding to one or more physical entities, the one or more physical entities including user equipment and network equipment; updating one or more virtual entities within a virtual environment that correspond, respectively, to the one or more physical entities with the operational statistics; simulating a change to the virtual environment based on the operational statistics; generating a recommendation for the network equipment to perform a task based on the simulated change; and in response to determining a confidence of the recommendation meets a threshold confidence, provide the recommendation to the network equipment.