Abstract: Methods and apparatus for controlling autonomous driving of a vehicle are described. According one embodiment, the method comprises acquiring data on driving-related manipulation of a first mobility during a manipulation collection period determined by an adjacent state maintenance period between the first mobility and a second mobility which are in manual driving and training an autonomous driving artificial intelligence model by using the data, wherein the autonomous driving artificial intelligence model outputs a route of the first mobility when the first mobility which is in autonomous driving senses a third mobility adjacent thereto.

Abstract: Methods and apparatus for recommending a charging station are described. In one embodiment, the method comprises collecting data associated with a plurality of charging stations, generating, using the collected data, a feature set for each of one or more evaluation items, wherein the feature set includes one or more features associated with a corresponding evaluation item of the one or more evaluation items, generating scores for the plurality of charging stations by applying weights to the one or more features, and determining a recommended charging station based on the scores for the plurality of charging stations.

Abstract: Methods and devices for recommending a charging station are described. In one embodiment, the method comprises identifying a type of business related to a destination of a vehicle, determining a charging type based on the type of business, identifying one or more charging stations including a charger of the charging type among a plurality of charging stations located within a predetermined distance from the destination of the vehicle, and providing a user with the one or more charging stations as recommended charging stations.

Abstract: Methods and systems for recommending a charging station are described. According to one embodiment, a method comprises obtaining a charging amount of a mobility apparatus, obtaining a distance to empty (DTE) using the charging amount, obtaining a driving level using the charging amount, obtaining a first charging station existing within the DTE and surrounding data of the first charging station, and determining the first charging station or a second charging station existing within the DTE as a recommended charging station using the driving level and an analysis result of the surrounding data of the first charging station.

Abstract: In a driving information display apparatus and method for providing charging guidance information for an electric vehicle, the driving information display apparatus can include a processor configured to perform control to receive driving guidance information and the location information of an electric vehicle and output a guidance screen corresponding to the driving guidance information, and a storage unit configured to store road information and an algorithm run by the processor. The driving guidance information can include charging guidance information intended to prevent the battery charge level of the electric vehicle from being lower than a target remaining battery charge level generated based on the internal and external state information of the electric vehicle and information related to a current driver.

Abstract: In a driving information display apparatus and method for providing information related to an electric vehicle charging station, the driving information display apparatus includes: a processor configured to perform control to receive driving guidance information and the location information of an electric vehicle and output a guidance screen corresponding to the driving guidance information; and a storage unit configured to store road information and an algorithm run by the processor. The processor is configured to perform control to, when a charging station is included in the destination or passage point of the electric vehicle, check whether the electric vehicle has arrived at the charging station included in the destination or passage point, and determine whether a charging station image output condition is satisfied, and output a charging station image of the arrived charging station when the charging station image output condition is satisfied.

Abstract: In a driving information display apparatus and method for providing guidance on a personalized electric vehicle driving route, the driving information display apparatus can include a processor configured to perform control to receive driving guidance information and the location information of an electric vehicle and output a guidance screen corresponding to the driving guidance information, and a storage unit configured to store road information and an algorithm run by the processor. The driving guidance information can include route information including a passage via a charging station that is generated by deriving a driving type based on driving information including the destination of the electric vehicle, deriving a weight for each charging factor based on the driving information, and using the derived driving type and the derived weight for each charging factor.

Abstract: In a driving information display apparatus and method for providing charging station recommendation information by considering supply and demand, the driving information display apparatus can include a processor configured to receive driving guidance information and vehicle location information and perform control to output a guidance screen corresponding to the driving guidance information, and a storage unit configured to store road information and algorithms driven by the processor. The driving guidance information can include route information including charging station route guidance generated based on destination information, target remaining charge level information, and the supply level information of one or more charging stations for each zone located on a route to a destination among a plurality of zones.

Abstract: A charging control method and system. The method includes receiving driving information of an electric vehicle, monitoring a state of a battery within the electric vehicle, determining the electric vehicle's feasibility of driving to a final destination, and when it is determined that the electric vehicle is not feasible to drive to the final destination, recommending a charging amount for the battery using the received driving information and the monitored state of the battery.

Abstract: A device includes a data collection device for collecting real-time information of a plurality of charging stations, of at least one vehicle related to the plurality of charging stations, related to external environmental factors based on a specified period, a data storage device for updating and storing the real-time information of the plurality of charging stations, of the at least one vehicle, and related to the external environmental factors based on the specified period, a data processing device for generating processing information for selecting charging stations based on the real-time information of the plurality of charging stations, of the at least one vehicle, and related to the external environmental factors, and a data application device for generating a charging station list for recommending charging stations to an ego vehicle based on at least some of the processing information generated by the data processing device.