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Title: Closed-loop control of meltpool temperature in directed energy deposition

Abstract

The objective of this work is to mitigate flaw formation in powder and laser-based directed energy deposition (DED) additive manufacturing process through close-loop control of the meltpool temperature. In this work, the meltpool temperature was controlled by modulating the laser power based on feedback signals from a coaxial two-wavelength imaging pyrometer. The utility of closed-loop control in DED is demonstrated in the context of practically inspired trapezoid-shaped stainlesssteel parts (SS 316L). We demonstrate that parts built under closed-loop control have reduced variation in porosity and uniform microstructure compared to parts built under open-loop conditions. For example, post-process characterization showed that closed-loop processed parts had a volume percent porosity ranging from 0.036% to 0.043%. In comparison, open-loop processed parts had a larger variation in volume percent porosity ranging from 0.032% to 0.068%. Further, parts built with closed-loop processing depicted consistent dendritic microstructure. By contrast, parts built with open-loop processing showed microstructure heterogeneity with the presence of both dendritic and planar grains, which in turn translated to large variation in microhardness

Authors:
 [1];  [1];  [1];  [2];  [3];  [4];  [5];  [1];  [1]
  1. University of Nebraska, Lincoln, NE (United States)
  2. Stratonics, Inc., Lake Forest, CA (United States)
  3. ARA Engineering, Sedona, AZ (United States)
  4. R3 Digital Sciences, Blacksburg, VA (United States)
  5. Macy Consulting, St. Louis, MO (United States)
Publication Date:
Research Org.:
Univ. of Nebraska, Lincoln, NE (United States)
Sponsoring Org.:
USDOE Office of Science (SC); National Science Foundation (NSF)
OSTI Identifier:
1977416
Grant/Contract Number:  
SC0021136; OIA-1929172; CMMI-1719388; CMMI-1920245; CMMI-1739696; ECCS-2020246; PFI-TT 2044710; CMMI-1752069; ECCS: 2025298
Resource Type:
Accepted Manuscript
Journal Name:
Materials & Design
Additional Journal Information:
Journal Volume: 215; Journal Issue: C; Journal ID: ISSN 0264-1275
Publisher:
Elsevier
Country of Publication:
United States
Language:
English
Subject:
36 MATERIALS SCIENCE; directed energy deposition; closed-loop control; meltpool temperature; dual-wavelength pyrometer; microstructure; porosity

Citation Formats

Smoqi, Ziyad, Bevans, Benjamin D., Gaikwad, Aniruddha, Craig, James, Abul-Haj, Alan, Roeder, Brent, Macy, Bill, Shield, Jeffrey E., and Rao, Prahalada. Closed-loop control of meltpool temperature in directed energy deposition. United States: N. p., 2022. Web. doi:10.1016/j.matdes.2022.110508.
Smoqi, Ziyad, Bevans, Benjamin D., Gaikwad, Aniruddha, Craig, James, Abul-Haj, Alan, Roeder, Brent, Macy, Bill, Shield, Jeffrey E., & Rao, Prahalada. Closed-loop control of meltpool temperature in directed energy deposition. United States. https://doi.org/10.1016/j.matdes.2022.110508
Smoqi, Ziyad, Bevans, Benjamin D., Gaikwad, Aniruddha, Craig, James, Abul-Haj, Alan, Roeder, Brent, Macy, Bill, Shield, Jeffrey E., and Rao, Prahalada. Wed . "Closed-loop control of meltpool temperature in directed energy deposition". United States. https://doi.org/10.1016/j.matdes.2022.110508. https://www.osti.gov/servlets/purl/1977416.
@article{osti_1977416,
title = {Closed-loop control of meltpool temperature in directed energy deposition},
author = {Smoqi, Ziyad and Bevans, Benjamin D. and Gaikwad, Aniruddha and Craig, James and Abul-Haj, Alan and Roeder, Brent and Macy, Bill and Shield, Jeffrey E. and Rao, Prahalada},
abstractNote = {The objective of this work is to mitigate flaw formation in powder and laser-based directed energy deposition (DED) additive manufacturing process through close-loop control of the meltpool temperature. In this work, the meltpool temperature was controlled by modulating the laser power based on feedback signals from a coaxial two-wavelength imaging pyrometer. The utility of closed-loop control in DED is demonstrated in the context of practically inspired trapezoid-shaped stainlesssteel parts (SS 316L). We demonstrate that parts built under closed-loop control have reduced variation in porosity and uniform microstructure compared to parts built under open-loop conditions. For example, post-process characterization showed that closed-loop processed parts had a volume percent porosity ranging from 0.036% to 0.043%. In comparison, open-loop processed parts had a larger variation in volume percent porosity ranging from 0.032% to 0.068%. Further, parts built with closed-loop processing depicted consistent dendritic microstructure. By contrast, parts built with open-loop processing showed microstructure heterogeneity with the presence of both dendritic and planar grains, which in turn translated to large variation in microhardness},
doi = {10.1016/j.matdes.2022.110508},
journal = {Materials & Design},
number = C,
volume = 215,
place = {United States},
year = {Wed Mar 02 00:00:00 EST 2022},
month = {Wed Mar 02 00:00:00 EST 2022}
}

Works referenced in this record:

Measurement of forced surface convection in directed energy deposition additive manufacturing
journal, October 2015

  • Heigel, Jarred C.; Michaleris, Pan; Palmer, Todd A.
  • Proceedings of the Institution of Mechanical Engineers, Part B: Journal of Engineering Manufacture, Vol. 230, Issue 7
  • DOI: 10.1177/0954405415599928

The microstructure, mechanical properties and corrosion resistance of 316L stainless steel fabricated using laser engineered net shaping
journal, November 2016

  • Ziętala, Michał; Durejko, Tomasz; Polański, Marek
  • Materials Science and Engineering: A, Vol. 677
  • DOI: 10.1016/j.msea.2016.09.028

Evolution of solidification texture during additive manufacturing
journal, November 2015

  • Wei, H. L.; Mazumder, J.; DebRoy, T.
  • Scientific Reports, Vol. 5, Issue 1
  • DOI: 10.1038/srep16446

Anisotropic properties of directed energy deposition (DED)-processed Ti–6Al–4V
journal, October 2016


Review on adaptive control of laser-directed energy deposition
journal, July 2020


Application of Directed Energy Deposition-Based Additive Manufacturing in Repair
journal, August 2019

  • Saboori, Abdollah; Aversa, Alberta; Marchese, Giulio
  • Applied Sciences, Vol. 9, Issue 16
  • DOI: 10.3390/app9163316

Toward the digital twin of additive manufacturing: Integrating thermal simulations, sensing, and analytics to detect process faults
journal, January 2020


Infrared thermography for laser-based powder bed fusion additive manufacturing processes
conference, January 2014

  • Moylan, Shawn; Whitenton, Eric; Lane, Brandon
  • 40TH ANNUAL REVIEW OF PROGRESS IN QUANTITATIVE NONDESTRUCTIVE EVALUATION: Incorporating the 10th International Conference on Barkhausen Noise and Micromagnetic Testing, AIP Conference Proceedings
  • DOI: 10.1063/1.4864956

Melt pool temperature control using LabVIEW in Nd:YAG laser blown powder cladding process
journal, December 2005

  • Salehi, D.; Brandt, M.
  • The International Journal of Advanced Manufacturing Technology, Vol. 29, Issue 3-4
  • DOI: 10.1007/s00170-005-2514-3

Manufacture of complex thin-walled metallic objects using weld-deposition based additive manufacturing
journal, February 2018

  • Panchagnula, Jayaprakash Sharma; Simhambhatla, Suryakumar
  • Robotics and Computer-Integrated Manufacturing, Vol. 49
  • DOI: 10.1016/j.rcim.2017.06.003

On the formation of spherical metastable BCC single crystal spatter particles during laser powder bed fusion
journal, March 2020


Process-Structure-Property Relationships for 316L Stainless Steel Fabricated by Additive Manufacturing and Its Implication for Component Engineering
journal, December 2016


On the evolution of microstructure and defect control in 316L SS components fabricated via directed energy deposition
journal, September 2019


Lack of fusion mitigation in directed energy deposition with laser (DED-L) additive manufacturing through laser remelting
journal, January 2022

  • dos Santos Paes, Luiz Eduardo; Pereira, Milton; Xavier, Fábio Antônio
  • Journal of Manufacturing Processes, Vol. 73
  • DOI: 10.1016/j.jmapro.2021.10.052

Intragranular cellular segregation network structure strengthening 316L stainless steel prepared by selective laser melting
journal, March 2016


Control of melt pool temperature and deposition height during direct metal deposition process
journal, May 2011

  • Song, Lijun; Bagavath-Singh, Vijayavel; Dutta, Bhaskar
  • The International Journal of Advanced Manufacturing Technology, Vol. 58, Issue 1-4
  • DOI: 10.1007/s00170-011-3395-2

Ultrasonic micro-forging post-treatment assisted laser directed energy deposition approach to manufacture high-strength Hastelloy X superalloy
journal, January 2022


Microstructure and mechanical behavior of laser additive manufactured AISI 316 stainless steel stringers
journal, March 2014


Anisotropic tensile behavior of Ti–6Al–4V components fabricated with directed energy deposition additive manufacturing
journal, April 2015


Revisiting fundamental welding concepts to improve additive manufacturing: From theory to practice
journal, January 2020


Review of in-situ process monitoring and in-situ metrology for metal additive manufacturing
journal, April 2016


Modelling particle impact on the melt pool and wettability effects in laser directed energy deposition additive manufacturing
journal, July 2019

  • Haley, James C.; Schoenung, Julie M.; Lavernia, Enrique J.
  • Materials Science and Engineering: A, Vol. 761
  • DOI: 10.1016/j.msea.2019.138052

Process-structure relationship in the directed energy deposition of cobalt-chromium alloy (Stellite 21) coatings
journal, January 2021


Closed loop control of melt pool width in robotized laser powder–directed energy deposition process
journal, July 2019

  • Akbari, Meysam; Kovacevic, Radovan
  • The International Journal of Advanced Manufacturing Technology, Vol. 104, Issue 5-8
  • DOI: 10.1007/s00170-019-04195-y

A survey of sensing and control systems for machine and process monitoring of directed-energy, metal-based additive manufacturing
journal, March 2015


State of the Art in Directed Energy Deposition: From Additive Manufacturing to Materials Design
journal, June 2019


Microstructural development during solidification of stainless steel alloys
journal, October 1989

  • Elmer, J. W.; Allen, S. M.; Eagar, T. W.
  • Metallurgical Transactions A, Vol. 20, Issue 10
  • DOI: 10.1007/BF02650298

Progress Towards Metal Additive Manufacturing Standardization to Support Qualification and Certification
journal, February 2017


A review on in situ monitoring technology for directed energy deposition of metals
journal, June 2020

  • Tang, Zi-jue; Liu, Wei-wei; Wang, Yi-wen
  • The International Journal of Advanced Manufacturing Technology, Vol. 108, Issue 11-12
  • DOI: 10.1007/s00170-020-05569-3

Characterization of stainless steel parts by Laser Metal Deposition Shaping
journal, March 2014


Hybrid manufacturing: a review of the synergy between directed energy deposition and subtractive processes
journal, September 2020

  • Dávila, José Luis; Neto, Paulo Inforçatti; Noritomi, Pedro Yoshito
  • The International Journal of Advanced Manufacturing Technology, Vol. 110, Issue 11-12
  • DOI: 10.1007/s00170-020-06062-7

Grain Structure Control of Additively Manufactured Metallic Materials
journal, November 2017

  • Yan, Fuyao; Xiong, Wei; Faierson, Eric
  • Materials, Vol. 10, Issue 11
  • DOI: 10.3390/ma10111260

Delta ferrite in stainless steel weld metals
journal, January 1992


Process performance evaluation and classification via in-situ melt pool monitoring in directed energy deposition
journal, November 2021

  • Ertay, Deniz Sera; Naiel, Mohamed A.; Vlasea, Mihaela
  • CIRP Journal of Manufacturing Science and Technology, Vol. 35
  • DOI: 10.1016/j.cirpj.2021.06.015

A Review of the Anomalies in Directed Energy Deposition (DED) Processes & Potential Solutions - Part Quality & Defects
journal, January 2021


Coaxial Monitoring of AISI 316L Thin Walls Fabricated by Direct Metal Laser Deposition
journal, February 2021

  • Errico, Vito; Campanelli, Sabina; Angelastro, Andrea
  • Materials, Vol. 14, Issue 3
  • DOI: 10.3390/ma14030673

Review on thermal analysis in laser-based additive manufacturing
journal, October 2018


Real-time control of microstructure in laser additive manufacturing
journal, July 2015

  • Farshidianfar, Mohammad H.; Khajepour, Amir; Gerlich, Adrian
  • The International Journal of Advanced Manufacturing Technology, Vol. 82, Issue 5-8
  • DOI: 10.1007/s00170-015-7423-5

Additive manufacturing of 316L stainless steel by electron beam melting for nuclear fusion applications
journal, April 2017


Effect of processing conditions on the microstructure, porosity, and mechanical properties of Ti-6Al-4V repair fabricated by directed energy deposition
journal, February 2019


Thermal and microstructural analysis of laser-based directed energy deposition for Ti-6Al-4V and Inconel 625 deposits
journal, February 2018