Provided are systems and methods for identifying, isolating, and/or aligning sheets. An identification system can facilitate accurate identification of a sheet by (i) vacating one or more components of the system that are not the sheet from a zone of detection, and/or (ii) determining a reference axis of the sheet. An isolation system can facilitate accurate isolation of a sheet by (i) providing targeted air flow, and/or (ii) introducing a wave into the sheet. Identification systems and/or isolation systems described herein may facilitate isolation of sheets that were previously fastened together by one or more fasteners. An alignment system can facilitate accurate alignment of a first sheet at an upstream location relative to a second sheet at a downstream location via machine learning.

An article transfer apparatus includes a holding portion, a driving portion that moves the holding portion, a control unit, and a reference detection portion that detects a reference position of a target article held by the holding portion. The control unit performs reference detection control to detect, by the reference detection portion, the reference position in a state in which the target article is lifted, determination control to determine a positional relationship between the holding portion and the reference position based on a result of detection by the reference detection control, and position calculation control to calculate, based on the positional relationship determined by the determination control, a movement destination position that is a position, of the holding portion at the movement destination, at which an outer edge of the target article held by the holding portion fits within a movement region.

A soft package includes a package body made of a soft deformable material, and a plurality of rigid gripping components disposed at periphery or corners of the package body. Each of the rigid gripping components includes a rigid ring structure configured to be gripped by a robot device. A robot system may be used to process the soft package, by controlling a computer vision system of the robot system to capture images of the soft package, processing the images of the soft package to recognize the locations of the rigid gripping components, and controlling the robot devices of the robot system to grasp the rigid gripping components.

Provided are systems and methods for identifying, isolating, and/or aligning sheets. An identification system can facilitate accurate identification of a sheet by (i) vacating one or more components of the system that are not the sheet from a zone of detection, and/or (ii) determining a reference axis of the sheet. An isolation system can facilitate accurate isolation of a sheet by (i) providing targeted air flow, and/or (ii) introducing a wave into the sheet. Identification systems and/or isolation systems described herein may facilitate isolation of sheets that were previously fastened together by one or more fasteners. An alignment system can facilitate accurate alignment of a first sheet at an upstream location relative to a second sheet at a downstream location via machine learning.

Autonomously operated systems and methods of packing unbound folded laundry articles are described. A system of stacking a plurality of folded laundry articles onto a receiving surface includes two or more side-by-side parallel extendable surfaces configured to extend at least one of independently and simultaneously, at least one sensor configured to detect a presence of one or more folded laundry articles on at least one of the surfaces, and a controller in operative communication with at least one drive of the two or more surfaces and the at least one sensor. The controller is configured to extend a loading end of at least one of the surfaces out upon receiving a signal from the at least one sensor, and retract the loading end to deposit the one or more folded laundry articles atop at least one of the receiving surface and one or more previously deposited folded laundry articles.

Devices, systems, and methods for autonomously queueing a plurality of folded laundry articles in a packing queue are described. A packing system includes a packing queue platform configured to receive a folded laundry article into one of a plurality of packing queue locations disposed along a length of the platform, a double ended conveyor, one or more sensors configured to detect a packing queue location, and a controller. The double ended conveyor includes a retrieving end and a depositing end. The conveyor is configured to be mounted to a one or more fixed rails for traveling along the length of the queue platform and cantilevering the depositing end over the packing queue platform for depositing the folded laundry article onto either a surface of the packing queue platform or another previously deposited folded laundry article of the plurality of folded laundry articles.

A method for manipulating a deformable object includes determining respective 3D position of one or more markers on the deformable object held by a robotic manipulator; determining a deformation model of the deformable object by mapping movement of the robotic manipulator and movement of one or more markers; and controlling the robotic manipulator based on the determined deformation model to manipulate the deformable object so as to move the one or more markers into respective target position.

A grasping apparatus brings a hand unit to a standstill after performing a grasping motion for a target object that deforms when being grasped, performs a determination operation of making an arm unit move and displace the whole hand unit so that a part of the target object that is not grasped by the hand unit may cover a specific spot, and determines that the hand unit has successfully grasped the target object when an observation unit can no longer observe the specific spot after starting the determination operation.

A deformable thin object spreading device and method are disclosed. The device includes a control part configured to: control a clamping unit and a moving mechanism to cause the clamping unit to clamp a first point of a deformable thin object; cause an endpoint detecting part to detect a first endpoint; control the clamping unit and the moving mechanism to cause the clamping unit to clamp the first endpoint; cause the endpoint detecting part to detect a second endpoint; control the clamping unit and the moving mechanism to cause the clamping unit to clamp both of the first endpoint and the second endpoint; cause the endpoint detecting part to detect a third endpoint; and control the clamping unit and the moving mechanism to cause the clamping unit to clamp both of the first endpoint or the second endpoint and the third endpoint of the deformable thin object.

A robotic system includes a movable platform disposed at a bottom of a work volume, the movable platform being configured to transit outside the work volume, at least three lifters disposed about a perimeter of the work volume, two or more sensors disposed at fixed locations about the work volume, and a memory including a neural network. A controller is in operative communication with the memory, the two or more sensors, and the lifters. The controller is configured to receive output signals from the two or more sensors, determine, based processing on the received signals with the neural network, whether the deformable laundry article suspended by two lifters is repositioned, and instruct, based on a determination of the deformable laundry article being repositioned, the lifters to lower the repositioned deformable laundry article onto the movable platform.