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Calibrated closed-loop control to reduce the effect of geometry on mechanical behaviour in directed energy deposition

Felicity Freeman, Lova Chechik, Ben Thomas, Iain Todd

2022Journal of Materials Processing Technology11 citationsDOIOpen Access PDF

Abstract

Directed energy deposition (DED) is an emerging technology with significant industrial potential in the repair of critical aerospace components, however its adoption has been limited by concerns about geometry-driven microstructural and mechanical property variation. These could be resolved by controlling the local temperature field, which would result in a consistent and predictable cooling profile. Closed-loop control approaches have been investigated previously, but with limited assessment of mechanical properties and only on small builds. In this work, we confirm that using fixed build parameters results in a statistically significant, geometry-driven variation in the bulk mechanical properties of DED-built 316 L steel. To address this issue, we have developed an industrially-suitable control algorithm using a low-cost coaxial camera, applying statistical process control techniques to identify representative melt pool images from the livestream. This has been tested on long builds, maintaining a control adjustment frequency of 1 Hz on build durations of > 1 h. Performance has been quantified through bulk mechanical testing, which confirmed that the control algorithm successfully eliminated the component-scale trends in melt pool size, and achieved a geometry-agnostic process with improved mechanical homogeneity.

Topics & Concepts

AerospaceHomogeneity (statistics)Mechanical engineeringDeposition (geology)Materials scienceProcess (computing)Computer scienceEngineeringAerospace engineeringSedimentOperating systemBiologyMachine learningPaleontologyAdditive Manufacturing Materials and ProcessesWelding Techniques and Residual StressesHigh Entropy Alloys Studies
Calibrated closed-loop control to reduce the effect of geometry on mechanical behaviour in directed energy deposition | Litcius