The layer-by-layer printing process of additive manufacturing methods provides new opportunities to embed identification codes inside parts during manufacture. These embedded codes can be used for product authentication and identification of counterfeits. The availability of reverse engineering tools has increased the risk of counterfeit part production and new authentication technologies such as the one proposed in this paper are required for many applications including aerospace components and medical implants and devices. The embedded codes are read by imaging techniques such as micro-computed tomography (micro-CT) scanners or radiography. The work presented in this paper is focused on developing methods that can improve the quality of the recovered micro-CT scanned code images such that they can be interpreted by standard code reader technology. Inherent low contrast and the presence of imaging artifacts are the main challenges that need to be addressed. Image processing methods are developed to address these challenges using titanium and aluminum alloy specimens containing embedded quick response (QR) codes. The proposed techniques for recovering the embedded codes are based on a combination of mathematical morphology and an innovative de-noising algorithm based on optimal image filtering techniques. The results show that the proposed methods are successful in making the codes scannable using readily available smartphone apps.
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Froes F. H., 2014, Advanced Materials Research, V1019, P19, DOI 10.4028/www.scientific.net/AMR.1019.19
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Department of Mechanical and Aerospace Engineering, Missouri University of Science and Technology, Rolla, MODepartment of Mechanical and Aerospace Engineering, Missouri University of Science and Technology, Rolla, MO
Guo N.
Leu M.C.
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Department of Mechanical and Aerospace Engineering, Missouri University of Science and Technology, Rolla, MODepartment of Mechanical and Aerospace Engineering, Missouri University of Science and Technology, Rolla, MO
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Northwestern Univ, McCormick Sch Engn & Appl Sci, 2145 Sheridan Rd, Evanston, IL 60208 USANorthwestern Univ, McCormick Sch Engn & Appl Sci, 2145 Sheridan Rd, Evanston, IL 60208 USA
Huang, Runze
Riddle, Matthew
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Argonne Natl Lab, Div Energy Syst, 9700 South Cass Ave, Argonne, IL 60439 USANorthwestern Univ, McCormick Sch Engn & Appl Sci, 2145 Sheridan Rd, Evanston, IL 60208 USA
Riddle, Matthew
Graziano, Diane
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Argonne Natl Lab, Global Secur Sci Div, 9700 South Cass Ave, Argonne, IL 60439 USANorthwestern Univ, McCormick Sch Engn & Appl Sci, 2145 Sheridan Rd, Evanston, IL 60208 USA
Graziano, Diane
Warren, Joshua
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Oak Ridge Natl Lab, 1 Bethel Valley Rd, Oak Ridge, TN 37831 USANorthwestern Univ, McCormick Sch Engn & Appl Sci, 2145 Sheridan Rd, Evanston, IL 60208 USA
Warren, Joshua
Das, Sujit
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Oak Ridge Natl Lab, 1 Bethel Valley Rd, Oak Ridge, TN 37831 USANorthwestern Univ, McCormick Sch Engn & Appl Sci, 2145 Sheridan Rd, Evanston, IL 60208 USA
Das, Sujit
Nimbalkar, Sachin
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Oak Ridge Natl Lab, 1 Bethel Valley Rd, Oak Ridge, TN 37831 USANorthwestern Univ, McCormick Sch Engn & Appl Sci, 2145 Sheridan Rd, Evanston, IL 60208 USA
Nimbalkar, Sachin
Cresko, Joe
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US DOE, Adv Mfg Off, 1000 Independence Ave,SW, Washington, DC 20585 USANorthwestern Univ, McCormick Sch Engn & Appl Sci, 2145 Sheridan Rd, Evanston, IL 60208 USA
Cresko, Joe
Masanet, Eric
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Northwestern Univ, McCormick Sch Engn & Appl Sci, 2145 Sheridan Rd, Evanston, IL 60208 USANorthwestern Univ, McCormick Sch Engn & Appl Sci, 2145 Sheridan Rd, Evanston, IL 60208 USA
机构:
Department of Mechanical and Aerospace Engineering, Missouri University of Science and Technology, Rolla, MODepartment of Mechanical and Aerospace Engineering, Missouri University of Science and Technology, Rolla, MO
Guo N.
Leu M.C.
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Department of Mechanical and Aerospace Engineering, Missouri University of Science and Technology, Rolla, MODepartment of Mechanical and Aerospace Engineering, Missouri University of Science and Technology, Rolla, MO
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Northwestern Univ, McCormick Sch Engn & Appl Sci, 2145 Sheridan Rd, Evanston, IL 60208 USANorthwestern Univ, McCormick Sch Engn & Appl Sci, 2145 Sheridan Rd, Evanston, IL 60208 USA
Huang, Runze
Riddle, Matthew
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h-index: 0
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Argonne Natl Lab, Div Energy Syst, 9700 South Cass Ave, Argonne, IL 60439 USANorthwestern Univ, McCormick Sch Engn & Appl Sci, 2145 Sheridan Rd, Evanston, IL 60208 USA
Riddle, Matthew
Graziano, Diane
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Argonne Natl Lab, Global Secur Sci Div, 9700 South Cass Ave, Argonne, IL 60439 USANorthwestern Univ, McCormick Sch Engn & Appl Sci, 2145 Sheridan Rd, Evanston, IL 60208 USA
Graziano, Diane
Warren, Joshua
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Oak Ridge Natl Lab, 1 Bethel Valley Rd, Oak Ridge, TN 37831 USANorthwestern Univ, McCormick Sch Engn & Appl Sci, 2145 Sheridan Rd, Evanston, IL 60208 USA
Warren, Joshua
Das, Sujit
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h-index: 0
机构:
Oak Ridge Natl Lab, 1 Bethel Valley Rd, Oak Ridge, TN 37831 USANorthwestern Univ, McCormick Sch Engn & Appl Sci, 2145 Sheridan Rd, Evanston, IL 60208 USA
Das, Sujit
Nimbalkar, Sachin
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h-index: 0
机构:
Oak Ridge Natl Lab, 1 Bethel Valley Rd, Oak Ridge, TN 37831 USANorthwestern Univ, McCormick Sch Engn & Appl Sci, 2145 Sheridan Rd, Evanston, IL 60208 USA
Nimbalkar, Sachin
Cresko, Joe
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h-index: 0
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US DOE, Adv Mfg Off, 1000 Independence Ave,SW, Washington, DC 20585 USANorthwestern Univ, McCormick Sch Engn & Appl Sci, 2145 Sheridan Rd, Evanston, IL 60208 USA
Cresko, Joe
Masanet, Eric
论文数: 0引用数: 0
h-index: 0
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Northwestern Univ, McCormick Sch Engn & Appl Sci, 2145 Sheridan Rd, Evanston, IL 60208 USANorthwestern Univ, McCormick Sch Engn & Appl Sci, 2145 Sheridan Rd, Evanston, IL 60208 USA