US 12,290,886 B2
Arc start adjustment device, welding system and arc start adjustment method
Shinichiro Nakagawa, Osaka (JP); and Shugo Hirota, Osaka (JP)
Assigned to DAIHEN Corporation, Osaka (JP)
Filed by DAIHEN Corporation, Osaka (JP)
Filed on Mar. 17, 2022, as Appl. No. 17/697,174.
Application 17/697,174 is a division of application No. 16/172,177, filed on Oct. 26, 2018, granted, now 11,292,072.
Claims priority of application No. 2017-228249 (JP), filed on Nov. 28, 2017.
Prior Publication US 2022/0203472 A1, Jun. 30, 2022
Int. Cl. B23K 9/095 (2006.01); B23K 9/067 (2006.01); B23K 9/10 (2006.01); B23K 9/173 (2006.01); B23K 37/02 (2006.01); B25J 9/16 (2006.01)
CPC B23K 9/0953 (2013.01) [B23K 9/067 (2013.01); B23K 9/0671 (2013.01); B23K 9/0956 (2013.01); B23K 9/1062 (2013.01); B23K 9/173 (2013.01); B23K 37/02 (2013.01); B25J 9/161 (2013.01); B25J 9/163 (2013.01)] 4 Claims
OG exemplary drawing
 
1. An arc start adjustment device adjusting an arc start procedure in a welding process comprising:
one or more processors;
a storage storing instructions for causing the one or more processors to:
obtain welding data from a welding power source, an imaging device or a microphone during or after the welding process, the welding data including data indicating at least one of welding current and welding voltage detected during the welding process, a feeding speed of a welding wire, a short-circuit situation, a welding sound collected during the welding process and an image of a welding region imaged after the welding process,
automatically adjust the arc start procedure such that a cycle time of the welding process is shortened if a quality of welding is positive, and the cycle time of the welding process is extended if the quality of welding is negative,
further comprising instructions for causing the one or more processors to:
determine whether the quality of welding is positive or negative based on the welding data; and
obtain state data including image data obtained by imaging a welding torch, a welding wire and a base metal at multiple time points in arc start processing, the state data representing a positional relation among the welding torch, the welding wire and the base metal,
wherein the instructions to adjust the arc start procedure comprise a reinforcement learning model comprising instructions to:
calculate an evaluation value for an action concerning the arc start procedure based on the state data and action data indicating the action, the action data including information concerning an action of starting to slow down the feeding speed, and a wire slow down speed, and an action of starting to supply welding current, and a welding current value, and the evaluation value increasing as the cycle time of the welding process can be shortened and the quality of welding is better;
select the action for which the evaluation value is a maximum value;
calculate a reward for the arc start procedure based on the quality of welding obtained after the arc start procedure is adjusted and a time from when the welding torch reaches a welding region to when an arc forms, the reward being calculated so as to increase as the quality of welding is better and the time from when the welding torch reaches the welding region to when the arc forms is shorter;
train based on the state data, the action data and the reward; and
start the arc using the adjusted arc start procedure in which the welding torch is moved to a welding start position.