A method and apparatus are provided for optimizing one or more object detection parameters used by an autonomous vehicle to detect objects in images. The autonomous vehicle may capture the images using one or more sensors. The autonomous vehicle may then determine object labels and their corresponding object label parameters for the detected objects. The captured images and the object label parameters may be communicated to an object identification server. The object identification server may request that one or more reviewers identify objects in the captured images. The object identification server may then compare the identification of objects by reviewers with the identification of objects by the autonomous vehicle. Depending on the results of the comparison, the object identification server may recommend or perform the optimization of one or more of the object detection parameters.

A method and apparatus are provided for optimizing one or more object detection parameters used by an autonomous vehicle to detect objects in images. The autonomous vehicle may capture the images using one or more sensors. The autonomous vehicle may then determine object labels and their corresponding object label parameters for the detected objects. The captured images and the object label parameters may be communicated to an object identification server. The object identification server may request that one or more reviewers identify objects in the captured images. The object identification server may then compare the identification of objects by reviewers with the identification of objects by the autonomous vehicle. Depending on the results of the comparison, the object identification server may recommend or perform the optimization of one or more of the object detection parameters.

Wheel speed sensors detect wheel speeds of a plurality of wheels (i.e., a wheel speed of a front left wheel, a wheel speed of a front right wheel, a wheel speed of a rear left wheel, and a wheel speed of a rear right wheel), respectively. A braking control apparatus controls driving of an electric motor. The braking control apparatus drives the electric motor to increase a braking force when the wheel speed sensors detect wheel speed pulses from at least two wheels after a start to maintain the braking force.

Wheel speed sensors detect wheel speeds of a plurality of wheels (i.e., a wheel speed of a front left wheel, a wheel speed of a front right wheel, a wheel speed of a rear left wheel, and a wheel speed of a rear right wheel), respectively. A braking control apparatus controls driving of an electric motor. The braking control apparatus drives the electric motor to increase a braking force when the wheel speed sensors detect wheel speed pulses from at least two wheels after a start to maintain the braking force.

A vehicle control device controls a vehicle control system, which includes a shift range switching system configured to switch a shift range by controlling a drive of a shift actuator, and an electric brake system configured to brake a vehicle by controlling a drive of a brake actuator. The vehicle control device includes a drive control unit, an abnormality monitoring unit, and a presence determination unit. The drive control unit controls a drive of a shift actuator. The abnormality monitoring unit monitors an abnormality of the shift range switching system. The presence determination unit determines whether the driver is in the driver's seat. When the abnormality of the range mismatch, which the actual shift range does not match the target shift range in a state where the driver is absent, the vehicle control device executes the fail safe process different from the fail safe process when the driver is present.

An electrical regeneration and vehicle deceleration control method comprises operating an electrified powertrain in normal or maximum regeneration modes associated with lesser and greater electrical regeneration and vehicle deceleration rates, respectively, receiving an input from a driver of the vehicle indicative of a request to enable the maximum regeneration mode, detecting a status indicative of an availability of the maximum regeneration mode, and in response to receiving the request and based on the status of the maximum regeneration mode and a current vehicle deceleration rate: (i) operating the electrified powertrain in either the maximum regeneration mode or a normal regeneration mode, (ii) selectively outputting a message to the driver indicative of the status of the maximum regeneration mode, and (iii) selectively commanding a hydraulic brake system of the vehicle to generate brake force based on a driver-expected vehicle deceleration rate associated with the operative regeneration mode.

An electrical regeneration and vehicle deceleration control method comprises operating an electrified powertrain in normal or maximum regeneration modes associated with lesser and greater electrical regeneration and vehicle deceleration rates, respectively, receiving an input from a driver of the vehicle indicative of a request to enable the maximum regeneration mode, detecting a status indicative of an availability of the maximum regeneration mode, and in response to receiving the request and based on the status of the maximum regeneration mode and a current vehicle deceleration rate: (i) operating the electrified powertrain in either the maximum regeneration mode or a normal regeneration mode, (ii) selectively outputting a message to the driver indicative of the status of the maximum regeneration mode, and (iii) selectively commanding a hydraulic brake system of the vehicle to generate brake force based on a driver-expected vehicle deceleration rate associated with the operative regeneration mode.

A brake system (BS) includes first/second electric-power-supply-units (EPSU), and an electronic-brake-control-unit (EBCU) connected to the first EPSU. The BS includes a first axle-pressure-modulator (APM) for service-brake-chambers for a first vehicle-axle (VA). The first APM is connected to the EBCU. The BS includes a second APM for spring-brake-cylinders for a second VA. The second APM is connected to the EBCU. The BS includes a redundant-brake-pedal-sensor (BPS) connected to the EBCU. The BS includes first/second pressure-modulators (PM), which are connected to the second EPSU and redundant BPS. The first/second PMs are respectively fluidically connected to the first/second APMs. The redundant-BPS issues a first control-signal (CS) for the EBCU and a second CS for controlling the first/second PMs. The first PM commands pneumatic-control-pressure for the first APM depending on the second CS from the redundant-BPS. The second PM commands pneumatic-control-pressure for the second APM depending on the second CS from the redundant-BPS.

A method for operating a self-driving motor vehicle includes changing from a self-driving mode into a manual-driving mode, monitoring a footwell of the motor vehicle with a gesture recognition device, and checking whether at least one specified gesture is present.

A method for operating a self-driving motor vehicle includes changing from a self-driving mode into a manual-driving mode, monitoring a footwell of the motor vehicle with a gesture recognition device, and checking whether at least one specified gesture is present.