A server includes one or more processors, programmed to responsive to receiving, from a mobile device of a user, a hailing request that identifies the user as requesting to schedule a ride, select a vehicle to respond to the hailing request based on a capacity to accept an encryption key of the vehicle, the hailing request including a user profile, generate an encryption key to authenticate the mobile device of the user with the vehicle, send the encryption key to both the vehicle and the mobile device to schedule the ride.

A server includes one or more processors, programmed to responsive to receiving, from a mobile device of a user, a hailing request that identifies the user as requesting to schedule a ride, select a vehicle to respond to the hailing request based on a capacity to accept an encryption key of the vehicle, the hailing request including a user profile, generate an encryption key to authenticate the mobile device of the user with the vehicle, send the encryption key to both the vehicle and the mobile device to schedule the ride.

Secure access to a vehicle is described, in which one or more biometric identifiers of a user may be utilized to enable the vehicle. The user may not operate the vehicle without satisfying security measures based on his/her biometric identifier generated from various biological traits. In some embodiments, an artificial engine and/or algorithm may be combined to facilitate the authentication process to determine whether the user is authorized to use the vehicle. The secure access features may also manage a list of biometric identifiers of the authorized users. In some instances, the secure access features may be temporarily disabled. Further, individual parts of the vehicle may be associated with a unique identifier of the vehicle (which may include a vehicle identification number), and/or may be configured to transmit their geological locations determined by a global positioning system (GPS).

Secure access to a vehicle is described, in which one or more biometric identifiers of a user may be utilized to enable the vehicle. The user may not operate the vehicle without satisfying security measures based on his/her biometric identifier generated from various biological traits. In some embodiments, an artificial engine and/or algorithm may be combined to facilitate the authentication process to determine whether the user is authorized to use the vehicle. The secure access features may also manage a list of biometric identifiers of the authorized users. In some instances, the secure access features may be temporarily disabled. Further, individual parts of the vehicle may be associated with a unique identifier of the vehicle (which may include a vehicle identification number), and/or may be configured to transmit their geological locations determined by a global positioning system (GPS).

An opening/closing control apparatus includes a directional microphone having a sound collecting device disposed on a vehicle and configured to collect sound outside the vehicle. The directional microphone further has directivity upward from a horizontal plane that includes a mounting position of the sound collecting device. The opening/closing control apparatus further includes a control circuit configured to control operation of one of a door and a lock of the vehicle, based on a recognition result obtained by performing speech recognition with respect to an audio signal detected by the directional microphone.

A land vehicle includes a frame structure, a plurality of wheels supported by the frame structure, and a body supported by the frame structure. The frame structure includes an operator cage that at least partially defines an operator cabin and a rear compartment positioned rearward of the operator cage in a longitudinal direction. The body includes a first sidewall arranged on one side of the vehicle and a second sidewall arranged on another side of the vehicle opposite the first sidewall.

A land vehicle includes a frame structure, a plurality of wheels supported by the frame structure, and a body supported by the frame structure. The frame structure includes an operator cage that at least partially defines an operator cabin and a rear compartment positioned rearward of the operator cage in a longitudinal direction. The body includes a first sidewall arranged on one side of the vehicle and a second sidewall arranged on another side of the vehicle opposite the first sidewall.

A key fob for controlling operation of a motor vehicle includes a pushbutton that responds to being pushed by causing a signal to be transmitted to the motor vehicle. The signal requests that the motor vehicle perform a predetermined operation. The key fob includes a microphone detecting audible speech from a user and transmitting a signal based on the detected speech to an automatic speech recognition system such that the automatic speech recognition system can recognize in the signal a request that the motor vehicle perform the predetermined operation.

Described herein are systems and methods for applying machine learning to telematics data to generate a unique vehicle fingerprint by periodically receiving telematics data generated at a plurality of sensors of a vehicle; standardizing the telematics data; aggregating the standardized telematics data; applying a trained machine learning model to embed the aggregated telematics data into a low-dimensional state; and generating a unique vehicle fingerprint, the vehicle fingerprint comprising a static component, a dynamic component, or both a static component and a dynamic component; including iterative repetition to update the dynamic component of the vehicle fingerprint.

A vehicle security method includes: acquiring an input signal from a sensor unit equipped in a vehicle; setting a detection mode to a heart rate detection mode, in response to a security release operation being started, setting a radar sensor of the sensor unit to detect a target, and detecting heart rate information on the target; determining whether the heart rate information matches pre-stored heart rate information; setting the detection mode to a general detection mode, in response to the heart rate information matching the pre-stored heart rate information, measuring a distance, an azimuth, and/or an elevation angle between the vehicle and the target, and detecting body shape information of the target; determining whether the body shape information matches pre-stored body shape information; and releasing a security of a security device, in response to the body shape information matching the pre-stored body shape information.