Abstract: The present disclosure teaches systems and methods for robotic welding of studs onto the surface of I-beams. The systems and methods use machine vision to identify and locate welding sites on a surface of a beam or girder, moves and aligns studs to the welding sites, and welds studs to the surface at these sites.

Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for selecting actions to be performed by an agent to interact with an environment using an action selection neural network. In one aspect, a method comprises, at each time step in a sequence of time steps: generating a current representation of a state of a task being performed by the agent in the environment as of the current time step as a sequence of data elements; autoregressively generating a sequence of data elements representing a current action to be performed by the agent at the current time step; and after autoregressively generating the sequence of data elements representing the current action, causing the agent to perform the current action at the current time step.

Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for selecting actions to be performed by an agent to interact with an environment using an action selection neural network. In one aspect, a method comprises, at each time step in a sequence of time steps: generating a current representation of a state of a task being performed by the agent in the environment as of the current time step as a sequence of data elements; autoregressively generating a sequence of data elements representing a current action to be performed by the agent at the current time step; and after autoregressively generating the sequence of data elements representing the current action, causing the agent to perform the current action at the current time step.

Abstract: A shear stud feeder for a stud welding gun may include a support frame having a first slide rail and a second slide rail longitudinally spaced apart from the first slide rail to form a slot therebetween. The shear stud feeder may also include a magazine removably engaged with the support frame. The magazine may be adapted to support a plurality of shear studs by the head of each shear stud in a manner in which the body of each shear stud hangs below a bottom of the magazine and wherein the magazine is adapted to dispense the plurality of shear studs to the slot. The shear stud feeder may include a feed mechanism disposed adjacent to either the first slide rail or the second slide rail and a gate assembly adjacent to a front end of each of the first slide rail and the second slide rail.