The sustainability of Selective Laser Melting in additive manufacturing depends on the reuse of unfused powder, yet contamination and degradation pose significant risks. This study applies Failure Mode and Effect Analysis (FMEA) combined with TRIZ to systematically identify and mitigate failure modes in pow-der recycling. A two-level decomposition framework analyses risks at both system and subsystem levels, with artificial intelligence assisting in failure identification and prioritization. Key findings highlight risks from laser misalignment, power fluctuations, gas flow inconsistencies, and mechanical degradation, all contribut-ing to altered powder properties. Solutions include real-time sensor monitoring, adaptive feedback control, and AI-driven quality assurance. The results demon-strate that FMEA-TRIZ enhances powder reusability by providing a structured and efficient risk assessment framework. By integrating AI and refining analy-sis at multiple levels, this approach improves process stability, reduces material waste, and enhances the reliability of additively manufactured components.

(2026). FMEA-TRIZ analysis of Selective Laser Melting with a Focus on Powder Reuse . Retrieved from https://hdl.handle.net/10446/331085

FMEA-TRIZ analysis of Selective Laser Melting with a Focus on Powder Reuse

Spreafico, Christian;Russo, Davide
2026-01-01

Abstract

The sustainability of Selective Laser Melting in additive manufacturing depends on the reuse of unfused powder, yet contamination and degradation pose significant risks. This study applies Failure Mode and Effect Analysis (FMEA) combined with TRIZ to systematically identify and mitigate failure modes in pow-der recycling. A two-level decomposition framework analyses risks at both system and subsystem levels, with artificial intelligence assisting in failure identification and prioritization. Key findings highlight risks from laser misalignment, power fluctuations, gas flow inconsistencies, and mechanical degradation, all contribut-ing to altered powder properties. Solutions include real-time sensor monitoring, adaptive feedback control, and AI-driven quality assurance. The results demon-strate that FMEA-TRIZ enhances powder reusability by providing a structured and efficient risk assessment framework. By integrating AI and refining analy-sis at multiple levels, this approach improves process stability, reduces material waste, and enhances the reliability of additively manufactured components.
2026
Inglese
Sustainable Design and Manufacturing 2025. Proceedings of the 12th International Conference on Sustainable Design and Manufacturing (KES-SDM 2025)
Jolly, Mark; Scholz, Steffen G.; Howlett, Robert J.; Setchi, Rossi
978-3-032-21468-3
978-3-032-21469-0
483
174
184
cartaceo
online
Germany
Heidelberg
Springer
KES-SDM 2025: 12th International Conference on Sustainable Design and Manufacturing, Catania, Italia, 17-19 settembre 2025
12
Catania, Italia
17-19 settembre 2025
KES International
internazionale
Settore IIND-03/B - Disegno e metodi dell'ingegneria industriale
FMEA-TRIZ; additive manufacturing; selective laser melting; metal powder reuse
   Eco-Design for Additive Manufacturing (EcoDAM): a framework to support the lightweight design
   EcoDAM
   MUR - MINISTERO DELL'UNIVERSITA' E DELLA RICERCA - Segretariato generale Direzione generale della ricerca - Ufficio IV
   2022FKLTSB_01
info:eu-repo/semantics/conferenceObject
3
Spreafico, Christian; Ordek, Baris; Russo, Davide
1.4 Contributi in atti di convegno - Contributions in conference proceedings::1.4.01 Contributi in atti di convegno - Conference presentations
reserved
Non definito
273
(2026). FMEA-TRIZ analysis of Selective Laser Melting with a Focus on Powder Reuse . Retrieved from https://hdl.handle.net/10446/331085
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