Methods, computer-readable media, software, and apparatuses may determine, based upon edge-computing operations, that a vehicular trip has been initiated and cause one or more sensors to collect vehicle data. One or more trip segments for at least a portion of the vehicular trip may be determined. In some aspects, for each trip segment, a first plurality of time features and a second plurality of frequency features may be determined, and may be concatenated with a third plurality of GPS features to form a feature vector. An accuracy measure may be determined based on the feature vector, and a mode for the vehicle may be predicted.

An image of the nearby surroundings of a user's vehicle is displayed, which includes images of the user's vehicle and threshold lines that define a range of distance from the user's vehicle. The image of the nearby surroundings of the user's vehicle is changed in accordance with a positional relationship between another vehicle and the range of distance.

Disclosed are methods, systems, and non-transitory computer readable media that control an autonomous vehicle via at least two sensors. One aspect includes capturing an image of a scene ahead of the vehicle with a first sensor, identifying an object in the scene at a confidence level based on the image, determining the confidence level of the identifying is below a threshold, in response to the confidence level being below the threshold, directing a second sensor having a field of view smaller than the first sensor to generate a second image including a location of the identified object, further identifying the object in the scene based on the second image, controlling the vehicle based on the further identification of the object.

Disclosed are methods, systems, and non-transitory computer readable media that control an autonomous vehicle via at least two sensors. One aspect includes capturing an image of a scene ahead of the vehicle with a first sensor, identifying an object in the scene at a confidence level based on the image, determining the confidence level of the identifying is below a threshold, in response to the confidence level being below the threshold, directing a second sensor having a field of view smaller than the first sensor to generate a second image including a location of the identified object, further identifying the object in the scene based on the second image, controlling the vehicle based on the further identification of the object.

Data is received from each of a plurality of vehicles proximate to an intersection indicating a kinetic energy and a time to the intersection. An optimized timing of a traffic light is determined based on an aggregation of the kinetic energies and times to intersection. A timing of the traffic is modified according to the optimized timing.

Vehicle positioning in a parking area is provided by obtaining vehicle information of vehicles for positioning in the parking area, identifying unutilized parking space in the parking area, then based on recognizing a vehicle movement event, determining an optimized layout for the vehicles, the optimized layout including position for each vehicle of the vehicles, the vehicle movement event including (i) actual or anticipated arrival of an arriving vehicle to be positioned in the parking area or (ii) actual or anticipated departure of a departing vehicle departing from the parking area, and positioning one or more vehicles of the vehicles to conform to the determined optimized layout, the positioning including automatically controlling movement of at least one autonomous vehicle of the one or more vehicles and repositioning a vehicle, of the one or more vehicles, that is a different vehicle than the arriving vehicle or departing vehicle.

A vehicle traveling control device includes: a communication unit that communicate with preceding vehicles; a position information acquisition unit that acquires position information on the preceding vehicles and following vehicles around a host vehicle with which the host vehicle can carry out vehicle-vehicle communication; a number of vehicles calculation unit that calculates a reference number of vehicles and an estimated number of vehicles; and a traveling control unit that causes the host vehicle to travel at the traveling position behind the following vehicle if the estimated number of vehicles is larger than the reference number of vehicles.

A vehicle traveling control device includes: a communication unit that communicate with preceding vehicles; a position information acquisition unit that acquires position information on the preceding vehicles and following vehicles around a host vehicle with which the host vehicle can carry out vehicle-vehicle communication; a number of vehicles calculation unit that calculates a reference number of vehicles and an estimated number of vehicles; and a traveling control unit that causes the host vehicle to travel at the traveling position behind the following vehicle if the estimated number of vehicles is larger than the reference number of vehicles.

Bicycle identification and cyclist notification at a traffic intersection includes determining a presence of a bicycle in a traffic detection zone and communicating an indicator that notifies the cyclist of both successful detection and that the presence has been communicated to the traffic system controller, so that a green light will be provided at the appropriate time for safe passage. Detectors at or near a roadway approach sense the presence or absence of a bicycle, and when a bicycle is detected, a signal communicated to the traffic signal controller for conversion to a suitable output signal that actuates notifications for cyclists.

A system and method for monitoring a vehicle uses a wireless mobile device. The wireless mobile device, such as a cell phone, smart phone, PDA, etc., includes some of the hardware that could be utilized to monitor and analyze data and transmit the data (or summaries, statistics or analyses of the data) to a central server. This can greatly reduce the overall cost of the system. The data can be used to determine an insurance rate or as a speed probe for creating traffic maps, for example.