A terminal device includes a communication unit configured to communicate with a communication device used in a vehicle and a control unit configured to determine whether a user is in the vehicle when a signal sent from the communication device is received via the communication unit, according to at least one of whether a destination has been set by the user and whether a vehicle dispatch application is activated. The vehicle dispatch application is a program for receiving a vehicle dispatch service.

A technique for enabling efficient retrieval of a digital representation of personality data of a user (402) by a client device (406) from a server (404) is disclosed, wherein the digital representation of the personality data is processed at the client device (406) to provide a user-adapted service to the user (402). A method implementation of the technique is performed by the server (404) and comprises storing a neural network being trained to compute personality data of a user based on input obtained from the user (402), receiving, from the client device (406), a request for a digital representation of personality data for a user (402), and sending, to the client device (406), the requested digital representation of the personality data of the user (402), wherein the personality data of the user is computed using the neural network based on input obtained from the user (402).

Systems and methods for predicting travel patterns of a vehicle or one or more occupants in the vehicle are provided. A transceiver may receive data indicative of at least one of passenger information, vehicle occupancy, vehicle status, and vehicle location from at least one of a voice recognition device, IoT sensors such as seat sensors, vehicle status sensors, or a GPS system. A processor may determine travel patterns based on the data, predict travel patterns based on the determined travel patterns, and generate a database comprising the predicted travel patterns. In addition, the processor may generate an alert if the determined travel pattern deviates from the predicted travel patterns.

A vehicle includes a permission unit configured to permit a remote operation using a remote operation device outside the vehicle, a transmission unit configured to transmit, to the remote operation device, information on surroundings of the subject vehicle acquired from sensors, a receiving unit configured to receive a remote operation signal that is input by an operator outside the vehicle via the remote operation device, a travel control unit configured to remotely drive the vehicle based on the remote operation signal, and a replacement reception unit configured to, while the vehicle is remotely driven, receive an instruction from an occupant to replace the operator.

A vehicle lane change control apparatus includes a condition information acquisition unit that acquires condition information of an occupant of a vehicle, a lane change rate database unit that stores a lane change rate that is determined based on a lane change pattern of a driver analyzed based on driving information when a lane of the vehicle is changed and road condition information when the lane of the vehicle is changed and indicates a speed of the lane change, and a control unit that changes the lane of the vehicle through steering control according to operation information of the vehicle, and based on the condition information of the occupant acquired by the condition information acquisition unit, controls the lane change of the vehicle by selectively using the lane change rate and a corrected lane change rate determined by increasing or decreasing the lane change rate.

A mobility controlling method and apparatus based on error monitoring are provided. The mobility controlling method includes: collecting an Event-Related Potential (ERP) for at least one passenger in a mobility for a predetermined time, determining an error factor by analyzing the ERP that is collected for the predetermined time, and performing mobility feedback based on the error factor.

A vehicle control system includes: an automated driving controller configured to execute one driving mode from out of a plurality of driving modes including an automated driving mode and a manual driving mode; a vehicle information collection section configured to collect information related to control history of one or both out of speed control and steering control performed based on operation by the occupant of the vehicle while the manual driving mode is being executed; and a driving characteristics derivation section configured to derive driving characteristics for each occupant of the vehicle based on information collected by the vehicle information collection section. The automated driving controller executes the automated driving mode by reflecting the driving characteristics for each occupant of the vehicle to the automated driving.

Methods and apparatus to present anticipated vehicle maneuvers to a passenger are disclosed. An example method includes determining an anticipated autonomous maneuver of a vehicle based on collected information corresponding to autonomous operation of the vehicle, determining a notification type to present to a passenger device based on a device type, and presenting the anticipated autonomous maneuver to a user via the passenger device based on the notification type.

An information processing apparatus acquires first information on a behavior of a first vehicle associated with each operation performed by a first driver on the first vehicle and second information on a change in emotion of a user who shares the first vehicle, extracts information on a change in the user's emotion associated with each behavior of the first vehicle by associating the first information with the second information, determines a user's evaluation of the first driver's driving based on information on the change in the user's emotion associated with each behavior of the first vehicle, and stores the determined evaluation in a storage unit.

A server apparatus includes a communication interface and a controller configured to transmit/receive information to/from another apparatus using the communication interface. Upon determining, based on behavior classification, that a behavior of a passenger detected from a captured image or a sound of the inside of a vehicle is threatening, the controller is configured to execute a process for evaluation of the passenger such that vehicle dispatch to the passenger is restricted.