Abstract: A method, device and system of prediction of a state of an object in the environment using a pre-trained action model defined by an action model neural network. A control system for an object comprises a plurality of sensors for sensing a current state and an environment in which the object is located, and a first neural network. Predicted subsequent states of the object in the environment are obtained using the action model and a current state of the object in the environment The action model maps a plurality of state-action pairs (s, a), each state-action pair encoding a state (s) of the object in the environment and an action (a) performed by the object to a predicted subsequent state (s?) of the object in the environment. An action that maximizes a value of a target, based at least on a reward for each of the predicted subsequent states, is determined. The determined action is caused to be performed.

Abstract: A cruise control interlock system detects a current set of conditions for a vehicle, compares the current conditions with cruise control interlock conditions (e.g., an adjustable threshold state of a windshield wiper system), and executes a process to deactivate the cruise control system. The process to deactivate functionality of the cruise control system may include presenting a notification to the operator to alert the operator to an upcoming automatic deactivation or to encourage the operator to deactivate cruise control. The process also may include a vehicle de-rate process (e.g., reducing vehicle speed) to induce the operator to deactivate cruise control. Deactivation of cruise control may be postponed in some situations, such as when the vehicle is ascending an uphill grade or where doing so may deactivate an active downhill speed control function.

Abstract: Lever neutrality is determined by whether or not operation levers are at a neutral position based on operation signals from operation levers. Pilot pressures are computed based on the operation signals from the operation levers; and pilot pressure signals are converted to current signals. A current interruption controller controls interruption and communication of the current signals to the solenoid proportional valves; and an operating condition is determined by determining whether a construction machine is in a manual operation state or a semiautomatic operation state. At least one hydraulic actuator is controlled to assist the operation of the operator, and when it is determined that the construction machine is in the semiautomatic operation state, the current interruption controller interrupts the current signals to all of the solenoid proportional valves only when it is determined that all the operation levers are at the neutral position.

Abstract: An unmanned aerial vehicle (UAV) rendezvous with and transfers a product to a receiving vehicle that is en route to a destination-location. The UAV is dispatched with the product along a flight path that intercepts with a predetermined route that the receiving vehicle is expected to travel along toward the destination-location. Once the UAV is within the vicinity of the receiving vehicle, the UAV approaches the receiving vehicle and utilizes cargo release equipment to transfer the product to the receiving vehicle. In one example, the UAV flies above the receiving vehicle at a synchronized velocity and drops the product through an opening in the roof of the receiving vehicle. In another example, the UAV flies above the receiving vehicle and suspends the product adjacent to a side-window opening of the receiving vehicle to enable an occupant of the receiving vehicle to reach out and retrieve the product.

Abstract: A map information providing apparatus and method are provided. Second map information of a second map range is acquired from an external apparatus having first map information of a first map range. A portable map transmitting apparatus having third map information of a third map range is communicated with the map information providing apparatus. The third map range is wider than the second map range. The second map range is narrower than the first map range. It is determined whether it is possible to provide predetermined map information corresponding to predetermined position information based on the second map information to the map information providing apparatus. If so, communication with the portable map transmitting apparatus is controlled to receive the third map information. The second map information is updated based on the third map information and the predetermined map information is acquired from the updated second map information.

Abstract: An approach is provided for detecting false positive slippery road reports. For example, the approach involves receiving a slippery road report from a vehicle. The slippery road report, for instance, indicates that a slippery road event is detected at a location based on sensor information collected by the vehicle. The approach also involves map matching the location of the slippery road report to the mapping data to evaluate a proximity of the location to at least one geographic feature that is designated as an area where driver behavior is expected to be at least one cause of the slippery road event. The approach further involves classifying the slippery road report as the slippery road false positive report based on the evaluation.

Abstract: System and methods are provided for improving fuel economy, and providing optimized operating conditions associated with a vehicle's air-conditioning system when the vehicle is carrying a load, e.g., towing a trailer. Operating conditions including, for example, air-mix setting, coolant temperature, ambient temperature, vehicle speed, and whether or not the vehicle is carrying the aforementioned load, may be considered when determining whether or not to activate or deactivate a vehicle heating element, such as a positive temperature coefficient (PTC) heater, steering wheel heater, etc.

Abstract: An object recognition method and apparatus are provided. The object recognition apparatus acquires localization information of a vehicle, acquires object information about an object located in front of the vehicle, determines a candidate region in which the object is predicted to exist in an image in front of the vehicle, based on the localization information and the object information, and recognizes the object in the image based on the candidate region.

Abstract: A vehicle state determination device includes an input unit and a controller. The input unit receives sidewalk information indicating a state of a sidewalk region which a moving body passes through and roadway information indicating a state of a roadway region adjacent to the sidewalk region. The controller determines whether or not a sidewalk entering operation is possible based on the sidewalk information and the roadway information. The sidewalk entering operation is an operation in which a vehicle trying to enter the roadway region by crossing the sidewalk region enters the sidewalk region.

Abstract: A system includes a processor and a memory. The memory stores instructions executable by the processor to identify a vehicle fault condition, select a vehicle component according to a location of the fault condition in the vehicle and a detected location of a user outside of the vehicle, and actuate the vehicle component.

Abstract: A computer includes a processor and a memory storing processor-executable instructions. The processor is programmed to record steering-system torque in response to a difference between a detected steering angle and a requested steering angle exceeding an angle threshold, increment a counter based on the recorded steering-system torque, and set a repair indicator in response to the counter exceeding a counter threshold.

Abstract: A driving assistance apparatus determines, based on an instantaneous indicator which is an instantaneous value of a parameter regarding steering of the own vehicle, whether a driver has started a collision avoidance operation for avoiding a collision between a target and the own vehicle. When it is determined that the collision avoidance operation has been started, a support start timing for starting driving assistance for avoiding the collision between the target and the own vehicle or reducing collision damage is set to be a timing later than when the collision avoidance operation has not been started. The support start timing during a collision avoidance time period which is a time period until a predetermined set time has elapsed after it is determined that the collision avoidance operation has been started is set based on a time-dependent indicator for steering indicated by the instantaneous indicator at timings during the collision avoidance time period.

Abstract: A cleaner performing autonomous traveling includes a main body, a driving unit moving the main body, a camera capturing an image around the main body at every preset period, and a controller selecting at least one of a plurality of traveling modes and controlling the driving unit and the camera to perform the selected traveling mode, wherein the controller changes a set value related to illumination of the camera while the camera is continuously capturing images.

Abstract: A method is disclosed to operate a motor vehicle using a driver assistance system. The driver assistance system includes, for at least one driver assistance system function, at least one criterion relating to a vehicle environment. The at least one criterion is defined for an adaptation of the driver assistance system function, a number of features of the environment of the vehicle are detected, a probability of the occurrence of at least one criterion is estimated on the basis of a combination of the detected features, and the driver assistance system function is adapted on the basis of the estimated probability.

Abstract: The present disclosure relates to a vehicle control apparatus capable of making a vehicle run by automated driving. The vehicle control apparatus can include a notification unit configured to notify a course change inside and/or outside the vehicle, and a control unit. The control unit can switch the control of the notification unit stepwise in a case in which the course change is necessary before a predetermined point during the automated driving. At a first stage, the notification unit can notify the course change on condition that the state in which the course change is enabled is set. At a second stage at which the vehicle is closer to the predetermined point than at the first stage, the notification unit can notify the course change without condition that the state in which the course change is enabled is set.

Abstract: A vehicle control apparatus selects one of a power-on control and a power-off control for execution of a shift-down action in a transmission of a vehicle, and implements the selected power-on or power-off control. When a running speed of the vehicle is not lower than a predetermined value, the control apparatus selects one of the power-on control and the power-off control, based on a target input torque that is to be inputted to the transmission. When the vehicle running speed is lower than the predetermined value, the control apparatus selects one of the power-on control and the power-off control, based on an actual input torque that is actually inputted to the transmission.

Abstract: A vehicle suspension control system includes a controller configured to receive recorded information related to a location and severity of a surface irregularity to be traversed by a vehicle, determine a desired damping force based on the information, and send a damper adjustment signal based on the desired damping force. The vehicle suspension control system further includes an adjustable damper configured to adjust a damping force of the vehicle suspension system in response to the damper adjustment signal. Methods include controlling vehicle suspension systems and gather information related to irregularities in a surface.

Abstract: A method for monitoring a brake system in a vehicle includes actuating at least one electric brake motor with a brake motor controller and final control signals of a brake motor control unit. The method further includes carrying out, in the brake motor control unit, at least one monitoring function of the brake system while a braking force is produced by the at least one electric brake motor. The vehicle includes an electromechanical brake mechanism having the least one electric brake motor configured to produce the braking force. The brake control unit is implemented separately from the brake motor controller.

Abstract: A robotic vehicle may include one or more functional components configured to execute a lawn care function, a sensor network comprising one or more sensors configured to detect conditions proximate to the robotic vehicle, an object detection module configured to 5 detect objects proximate to the robotic vehicle using contact-less detection, a positioning module configured to determine robotic vehicle position, and a mapping module configured to generate map data regarding a parcel on which the robotic vehicle operates.

Abstract: An information processing device according to an embodiment includes a storage device and one or more processors configured to function as a setting unit and a record control unit. The setting unit sets a record level of history information according to a reliability of derivative information derived from output information of a sensor. The record control unit performs control to store the history information in the storage device according to the record level.