Improving the As-built Mechanical Properties in Laser Powder Bed Fusion Additive Manufacturing of Inconel 718 through Feedforward Control of Thermal History

Abstract This work investigates the laser powder bed fusion (LPBF) additive manufacturing of Inconel 718 and proposes a physics-guided feedforward control strategy to improve as-built mechanical properties by regulating the thermal history. Conventional LPBF parameter optimization relies on costly build-and-test studies and typically employs constant process parameters optimized for simple geometries. However, constant parameters can lead to non-uniform thermal gradients and cooling rates, resulting in microstructural variations and degraded mechanical performance. To address this challenge, a feedforward control framework was developed to maintain a near-constant cooling time (tc, [s]) throughout the build by adjusting laser power (P, [W]) on a layer-by-layer basis. The cooling time is nominally the inverse of the cooling rate. The required laser power modifications were determined prior to manufacturing using a rapid, experimentally validated thermal model. Inconel 718 ASTM E8/E8M tensile specimens were fabricated under two conditions: (i) constant empirically optimized process parameters and (ii) model-derived laser power adjustments designed to maintain a constant tc. Specimens manufactured under constant tc exhibited a more refined solidified microstructure than those produced with constant process parameters. The resulting microstructural refinement increased the mean as-built yield strength and ultimate tensile strength by approximately 5%. These results demonstrate that controlling thermal history through physics-based feedforward process control can improve mechanical performance without extensive empirical optimization. Although validated here using standardized tensile specimens, the proposed framework is generalizable to complex geometries owing to its first-principles physics-based foundation.

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Publication Details

Journal
Journal of Manufacturing Science and Engineering
Published
2026-06-24
DOI
https://doi.org/10.1115/1.4072230
Primary Topic
Additive Manufacturing Materials and Processes
Type
article
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article

Improving the As-built Mechanical Properties in Laser Powder Bed Fusion Additive Manufacturing of Inconel 718 through Feedforward Control of Thermal History

Antonios Kontsos, Mihir Darji, Essa Al Amiri, Prahalada Rao et al.
Journal of Manufacturing Science and Engineering
Additive Manufacturing Materials and Processes
article

Improving the As-built Mechanical Properties in Laser Powder Bed Fusion Additive Manufacturing of Inconel 718 through Feedforward Control of Thermal History

Antonios Kontsos, Mihir Darji, Essa Al Amiri, Prahalada Rao, Harold (Scott) Halliday, Kaustubh Deshmukh, Christopher B. Williams
article en

Abstract

Abstract This work investigates the laser powder bed fusion (LPBF) additive manufacturing of Inconel 718 and proposes a physics-guided feedforward control strategy to improve as-built mechanical properties by regulating the thermal history. Conventional LPBF parameter optimization relies on costly build-and-test studies and typically employs constant process parameters optimized for simple geometries. However, constant parameters can lead to non-uniform thermal gradients and cooling rates, resulting in microstructural variations and degraded mechanical performance. To address this challenge, a feedforward control framework was developed to maintain a near-constant cooling time (tc, [s]) throughout the build by adjusting laser power (P, [W]) on a layer-by-layer basis. The cooling time is nominally the inverse of the cooling rate. The required laser power modifications were determined prior to manufacturing using a rapid, experimentally validated thermal model. Inconel 718 ASTM E8/E8M tensile specimens were fabricated under two conditions: (i) constant empirically optimized process parameters and (ii) model-derived laser power adjustments designed to maintain a constant tc. Specimens manufactured under constant tc exhibited a more refined solidified microstructure than those produced with constant process parameters. The resulting microstructural refinement increased the mean as-built yield strength and ultimate tensile strength by approximately 5%. These results demonstrate that controlling thermal history through physics-based feedforward process control can improve mechanical performance without extensive empirical optimization. Although validated here using standardized tensile specimens, the proposed framework is generalizable to complex geometries owing to its first-principles physics-based foundation.

Journal of Manufacturing Science and Engineering
Bridgepoint (United Kingdom) (GB), Rowan University (US), Goodwin College (US), Virginia Tech (US)
Affordable and clean energy
Openalex Percentile: Top 12%
Additive Manufacturing Materials and Processes
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