A system and method for completing joint risk localization and reasoning in driving scenarios that include receiving a plurality of images associated with a driving scene of an ego agent. The system and method also include inputting image data associated with the plurality of images to an encoder and inputting concatenated features to a decoder that identifies at least one of: an important traffic agent and an important traffic infrastructure that is located within the driving scene of the ego agent. The system and method further include controlling at least one system of the ego agent to provide a response to account for the at least one of: the important traffic agent and the important traffic infrastructure that is located within the driving scene of the ego agent.

A system and method for completing joint risk localization and reasoning in driving scenarios that include receiving a plurality of images associated with a driving scene of an ego agent. The system and method also include inputting image data associated with the plurality of images to an encoder and inputting concatenated features to a decoder that identifies at least one of: an important traffic agent and an important traffic infrastructure that is located within the driving scene of the ego agent. The system and method further include controlling at least one system of the ego agent to provide a response to account for the at least one of: the important traffic agent and the important traffic infrastructure that is located within the driving scene of the ego agent.

A vehicle driving support system evaluates the ability of a driver based on the driving operation of the driver for each of driving-related functions possessed by the driver to drive the vehicle. Based on the past evaluation result, the vehicle driving support system determines whether the ability of the driver is less than a predetermined standard, whether the ability of the driver is not improved from then on, and whether the ability of the driver is on a declining trend for each of the driving-related functions. The vehicle driving support system performs support control for causing the vehicle to support the exertion of the ability of the driver when determining that the ability of the driver is less than the predetermined standard and improvable from then on or that the ability of the driver is equal to or more than the predetermined standard and is on a declining trend.

A vehicle driving support system evaluates the ability of a driver based on the driving operation of the driver for each of driving-related functions possessed by the driver to drive the vehicle. Based on the past evaluation result, the vehicle driving support system determines whether the ability of the driver is less than a predetermined standard, whether the ability of the driver is not improved from then on, and whether the ability of the driver is on a declining trend for each of the driving-related functions. The vehicle driving support system performs support control for causing the vehicle to support the exertion of the ability of the driver when determining that the ability of the driver is less than the predetermined standard and improvable from then on or that the ability of the driver is equal to or more than the predetermined standard and is on a declining trend.

Aspects of the disclosure provide for arranging trips for autonomous vehicles. For instance, a request for a trip may be received by one or more processors of one or more server computing devices. The request may identify an initial location. A weather condition at the initial location may be identified. One or more internal vehicle state conditions and one or more priorities for pulling over may be determined based on the weather condition. A second location may be determined based on the one or more priorities and the initial location. Dispatch instructions may be provided to an autonomous vehicle, the dispatch instructions identifying the second location and the one or more internal vehicle state conditions in order to cause computing devices of the autonomous vehicle to control the autonomous vehicle to the second location and adjust internal vehicle state conditions based on the one or more internal vehicle state conditions.

Aspects of the disclosure provide for arranging trips for autonomous vehicles. For instance, a request for a trip may be received by one or more processors of one or more server computing devices. The request may identify an initial location. A weather condition at the initial location may be identified. One or more internal vehicle state conditions and one or more priorities for pulling over may be determined based on the weather condition. A second location may be determined based on the one or more priorities and the initial location. Dispatch instructions may be provided to an autonomous vehicle, the dispatch instructions identifying the second location and the one or more internal vehicle state conditions in order to cause computing devices of the autonomous vehicle to control the autonomous vehicle to the second location and adjust internal vehicle state conditions based on the one or more internal vehicle state conditions.

A control device for a vehicle having: an engine; a variator arranged downstream of the engine in a power transmission path connecting the engine and drive wheels; a mechanical oil pump that is driven by the engine and supplies hydraulic pressure to the variator; and an electric oil pump that supplies hydraulic pressure to the variator, wherein the control device for the vehicle has a controller that executes a low standby control which downshifts the variator by moving a belt of the variator in a radial direction during stopping of the vehicle. The controller limits an output of the engine and increases an amount of oil discharged by the electric oil pump when executing the low standby control.

One embodiment relates to a hybrid vehicle drive system for a vehicle including a first prime mover, a first prime mover driven transmission, a rechargeable power source, and a PTO. The hybrid vehicle drive system can include a control system for reducing or eliminating regenerative braking during a traction control or anti-lock braking event.

One embodiment relates to a hybrid vehicle drive system for a vehicle including a first prime mover, a first prime mover driven transmission, a rechargeable power source, and a PTO. The hybrid vehicle drive system can include a control system for reducing or eliminating regenerative braking during a traction control or anti-lock braking event.

A control apparatus of a hybrid vehicle includes an input and output module for a driver to select a driving mode, an engine that generates power required for vehicle driving by fuel combustion, a driving motor that generates power required for vehicle driving and operates as a generator, a hybrid starter-generator (HSG) that starts the engine and operates as a generator, and a controller. When the driving mode is inputted to a stopping mode through the input and output module, based on an expected stop time, a current SOC of a battery, a target SOC of the battery, output of the driving motor, and output of the HSG, the controller that performs a first charging mode that charges the power generated by the engine in the battery through the driving motor and a second charging mode that charges the power generated by the engine in the battery through the driving motor and the HSG.