A vehicle theft-prevention apparatus can include a wireless transceiver, a plurality of sensors configured to sense measurements proximate to a vehicle, and at least one computing device coupled to the plurality of sensors and the wireless transceiver. The at least one computing device can be configured to receive, via the wireless transceiver, an indication to enter an armed mode from an unarmed mode. In response to entering the armed mode, the at least one computing device can set a configuration of at least one property of a subset of the plurality of sensors. The at least one computing device can receive, via the wireless transceiver, a second indication to enter a special mode from the armed mode. In response to entering the special mode, the at least one computing device can alter the configuration of the at least one property of the subset of the plurality of sensors.

A system can include at least one server in communication with a vehicle theft-prevention apparatus that comprises a plurality of sensors and at least one computing device. The at least one server can be configured to receive an authentication request from a particular application executed on a mobile device comprising user credentials. The at least one server can authenticate the authentication request as a particular user account, where the particular user account is associated with the vehicle theft-prevention apparatus. The at least one server can receive instructions from the particular application that the mobile device has moved outside of a geofence associated with the vehicle theft-prevention apparatus. The at least one server can send a command to the vehicle theft-prevention apparatus to enter an armed mode.

The vehicle control system/method for adapting a control function based on a user profile may comprise: a gesture recognition module; a user profile module; a function control module; a processor; a non-transitory storage element coupled to the processor; encoded instructions stored in the non-transitory storage element, wherein the encoded instructions when implemented by the processor, configure the system to: identify a user; retrieve a user profile for the identified user; receive at a gesture recognition module, an input indicating a gesture from the user; identify a control function request corresponding to the gesture input; send a verification of the control function request; and receive at a function control module characteristics parsed from the user profile that effect the control function request by the user profile module to adapt a control function command for an adapted control function output by the function control module.

The vehicle control system/method for adapting a control function based on a user profile may comprise: a gesture recognition module; a user profile module; a function control module; a processor; a non-transitory storage element coupled to the processor; encoded instructions stored in the non-transitory storage element, wherein the encoded instructions when implemented by the processor, configure the system to: identify a user; retrieve a user profile for the identified user; receive at a gesture recognition module, an input indicating a gesture from the user; identify a control function request corresponding to the gesture input; send a verification of the control function request; and receive at a function control module characteristics parsed from the user profile that effect the control function request by the user profile module to adapt a control function command for an adapted control function output by the function control module.

A vehicle theft-prevention apparatus can include at least one computing device and a cylindrical body configured to be positioned within a cup holder of a vehicle, the cylindrical body having a cup holder element on a top side. The vehicle theft-prevention apparatus can further include a fish-eye camera sensor on an upper portion of the body, a passive infrared sensor positioned in the body, and a plurality of legs mechanically connected to a locking mechanism and configured to extend to provide an outward force on the cup holder to prevent removal of the vehicle theft-prevention apparatus. The at least one computing device can comprise a processor and a memory and can be configured to capture a plurality of images from the fish-eye camera sensor, read a plurality of measurements from the PIR sensor, and trigger an alarm based on the plurality of images and the plurality of measurements.

A vehicle theft-prevention apparatus can include a locking mechanism configured to engage to secure the vehicle theft-prevention apparatus into a vehicle and disengage to unsecure the vehicle theft-prevention apparatus from the vehicle. The vehicle theft-prevention apparatus can include a clutch mechanism configured to prevent the locking mechanism from further engaging based on a magnitude of force applied. The clutch mechanism can include a first portion configured to rotate about an axis and comprising at least one aperture, a second portion configured to rotate about the axis and comprising a track, and at least one article configured to pass through the at least one aperture and travel along the track.

A vehicle theft-prevention apparatus can a motor unit configured to rotate based on an electrical signal. A shaft of the motor unit can be coupled to a cam. The cam can move a connection plate between an engaged position and a disengaged position. When the connection plate is in the engaged position, a locking mechanism can move between a locked position and an unlocked position. When the connection plate is in the disengaged position, the locking mechanism can maintain a current position.

A voice recognition transmission system for preventing unauthorized activation of a vehicle is provided. The system includes a microphone, a voice recognition module, and an automotive gear shifter. The microphone receives a voice command. The voice recognition module analyzes the voice command against a plurality of authorized voice profiles. The voice recognition module determines if the voice command reaches a threshold of similarity in tone and tenor of one authorized voice profile. A voice command that reaches the threshold of similarity will activate the automotive gear shifter to perform the voice command. A voice command that fails to reach the threshold of similarity will activate an interlock. The interlock will prevent an unauthorized individual from operating the vehicle and activate the vehicle alarm system. A notification will be sent to a connected electronic device when a voice command activates the automotive gear shifter or the interlock.

The present teaching relates to method, system, medium, and implementations for detecting sensor tampering. Information is received from an inertial measurement unit (IMU) attached to a structure hosting at least one sensor. The information includes one or more measurements associated with the IMU. The at least one sensor is deployed on a vehicle for sensing surrounding information to facilitate autonomous driving. The one or more measurements are analyzed with respect to pre-determined criteria to detect tampering of the at least one sensor. When the tampering is detected, a response is generated to the event.

Neighborhood monitoring is performed by configuring a cluster server within a public network to maintain a cluster directory identifying cluster members including a neighborhood of smart listening devices and user vehicles. The neighborhood includes a cluster of dwellings, and the user vehicles includes an autonomous vehicle. The surroundings of the smart listening devices and the user vehicles are monitored using sensors in the smart listening devices and the user vehicles. When an alerting event is detected with one of the sensors, a corresponding one of the smart listening devices and the user vehicles that detected the alerting event initiates a message to another cluster member based on the cluster directory. A responsive action is executed in response to the detected alerting event which includes commanding the at least one autonomous vehicle to autonomously relocate to a designated location.