A wearable device may generate a walking pattern of a user on the basis of a joint angle, output a torque corresponding to the walking pattern on the basis of a first value of a control parameter, determine a first value of an objective function for a first torque pattern for the output torque, determine a second torque pattern corresponding to a walking pattern for a second value changed on the basis of the first value of the control parameter, determine a second value of the objective function for the second torque pattern, and determine an optimum value of the control parameter on the basis of the second value of the objective function.

A holding mechanism holds a care-receiver, a traction mechanism that is connected to the holding mechanism, and the traction mechanism pulls the holding mechanism so that the holding mechanism draws a predetermined path. On the basis of a position of the holding mechanism detected by a position sensor and a force detected by a force sensor, if the position of the holding mechanism is not on the predetermined path, a controller controls the traction mechanism so that the holding mechanism draws the predetermined path by changing the position of the holding mechanism to a position on the predetermined path at a time after the time at which the position is detected.

A robot apparatus includes an output unit that displays an image including an object on a screen, an input unit that receives an operation performed by a user for specifying information relating to an approximate range including the object in the image, an object extraction unit that extracts information regarding a two-dimensional contour of the object on the basis of the specification received by the input unit, and a position and attitude estimation unit that estimates information regarding a three-dimensional position and attitude of the object on the basis of the information regarding the two-dimensional contour.

Methods, systems, and apparatus, including computer programs encoded on computer storage media, for sharing learned information among robots. In some implementations, a robot obtains sensor data indicating characteristics of an object. The robot determines a classification for the object and generates an embedding for the object using a machine learning model stored by the robot. The robot stores the generated embedding and data indicating the classification for the object. The robot sends the generated embedding and the data indicating the classification to a server system. The robot receives, from the server system, an embedding generated by a second robot and a corresponding classification. The robot stores the received embedding and the corresponding classification in the local cache of the robot. The robot may then use the information in the cache to identify objects.

A holding mechanism holds a care-receiver, a traction mechanism that is connected to the holding mechanism, and the traction mechanism pulls the holding mechanism so that the holding mechanism draws a predetermined path. On the basis of a position of the holding mechanism detected by a position sensor and a force detected by a force sensor, if the position of the holding mechanism is not on the predetermined path, a controller controls the traction mechanism so that the holding mechanism draws the predetermined path by changing the position of the holding mechanism to a position on the predetermined path at a time after the time at which the position is detected.

A method for controlling a manipulator system including a manipulator, several drives and a mobile platform. A first converter for actuating at least two of the several drives is associated with the manipulator system. The method includes the steps of: a) identifying one of the drives of the manipulator system that is associated with the first converter and that must be used to travel over a current planned movement path of the manipulator system, and (b) actuating the one identified associated drive by means of the first converter, where the actuated drive is for the manipulator system to travel over the planned movement path. One of the at least two drives that is not being actuated is stationary preferably fixed or secured by a mechanical brake.