Abstract:
A method and apparatus for traffic signal timing estimation are disclosed. Traffic signal timing estimation may include a vehicle identifying transportation network information representing a vehicle transportation network including an intersection. The transportation network information may include expected traffic control device state information corresponding to the intersection, such as an artificial neural network based machine learning model trained for the intersection. The vehicle may identify a route through the vehicle transportation network that includes the intersection based on the expected traffic control device state information and may control the traversal of the vehicle transportation network by the vehicle based on the expected traffic control device state information to minimize one or more operational cost metrics. Training the model may include identifying training data from input data previously generated and stored by a traffic control device controller of the intersection.
Abstract:
A method and apparatus for synchronously updated vehicle transportation network information for autonomous vehicle routing and navigation are provided. Synchronously updated vehicle transportation network information for autonomous vehicle routing and navigation may include an autonomous vehicle identifying vehicle transportation network information, identifying an origin, identifying a destination, generating a plurality of candidate routes from the origin to the destination based on the vehicle transportation network information, receiving, from an off-vehicle sensor, current vehicle transportation network state information indicating a state of at least a portion of the vehicle transportation network, identifying an optimal route from the plurality of candidate routes based at least in part on the current vehicle transportation network state information, the optimal route having a minimal route cost, and operating the autonomous vehicle to travel from the origin to the destination using the optimal route.
Abstract:
A method and apparatus for traffic signal timing estimation are disclosed. Traffic signal timing estimation may include a vehicle identifying transportation network information representing a vehicle transportation network including an intersection. The transportation network information may include expected traffic control device state information corresponding to the intersection, such as a support vector regression based machine learning model trained for the intersection. The vehicle may identify a route through the vehicle transportation network that includes the intersection based on the expected traffic control device state information and may control the traversal of the vehicle transportation network by the vehicle based on the expected traffic control device state information to minimize one or more operational cost metrics. Training the model may include identifying training data from input data previously generated and stored by a traffic control device controller of the intersection.
Abstract:
A computer-aided method for marketing to subjects in a social media platform over the internet comprises supplementing social media data derived from a social media platform and representing candidate subjects for marketing with demographic data derived from outside social media platforms and representing attributes of a population by assigning, in data, the candidate subjects with demographic tags that indicate an attribute of their population. A cluster of target subjects for marketing is selected, from the data, from among the candidate subjects based on the demographic tags, and a marketing message is sent, over the internet using a social media platform, to at least one of the target subjects in the cluster.