Security of additive manufacturing: Attack taxonomy and survey

Yampolskiy, Mark; King, Wayne E.; Gatlin, Jacob; Belikovetsky, Sofia; Brown, Adam; Skjellum, Anthony; Elovici, Yuval

doi:10.1016/j.addma.2018.03.015

Security of additive manufacturing: Attack taxonomy and survey

Journal Article · Thu Mar 15 00:00:00 EDT 2018 · Additive Manufacturing

DOI:https://doi.org/10.1016/j.addma.2018.03.015· OSTI ID:1502040

Yampolskiy, Mark ^[1]; King, Wayne E. ^[2]; Gatlin, Jacob ^[1]; Belikovetsky, Sofia ^[3]; Brown, Adam ^[1]; Skjellum, Anthony ^[4]; Elovici, Yuval ^[5]

Univ. of South Alabama, Mobile, AL (United States)
Lawrence Livermore National Lab. (LLNL), Livermore, CA (United States)
Ben-Gurion Univ. of the Negev, Beersheba (Israel)
Univ. of Tennessee, Chattanooga, TN (United States); Auburn Univ., AL (United States)
Ben-Gurion Univ. of the Negev, Beersheba (Israel). Cyber Security Research Center; Singapore Univ. of Technology and Design (Singapore)

Additive manufacturing (AM) is a rapidly growing, multibillion dollar industry. AM is increasingly being used to manufacture functional parts, including components of safety critical systems in aerospace, automotive, and other industries. This makes AM an attractive attack target. AM Security is a fairly new field of research that addresses this novel threat. Here, this paper serves dual purposes: For researchers just entering AM security, we provide an in-depth introduction to this highly multi-disciplinary research field. And, for active researchers in the field, this paper provides a comprehensive, structured survey of the state of the art as well as our proposal for attack taxonomies.

View Accepted Manuscript (DOE)

Research Organization:: Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States)

Sponsoring Organization:: USDOE National Nuclear Security Administration (NNSA)

Grant/Contract Number:: AC52-07NA27344

OSTI ID:: 1502040

Alternate ID(s):: OSTI ID: 1702252

Report Number(s):: LLNL-JRNL--738793; 892351

Journal Information:: Additive Manufacturing, Journal Name: Additive Manufacturing Journal Issue: C Vol. 21; ISSN 2214-8604

Publisher:: ElsevierCopyright Statement

Country of Publication:: United States

Language:: English

References (41)

Production of injection molding tooling with conformal cooling channels using the three dimensional printing process Sachs, Emanuel; Wylonis, Edward; Allen, Samuel Polymer Engineering & Science, Vol. 40, Issue 5 https://doi.org/10.1002/pen.11251	journal	May 2000
In situ quality control of the selective laser melting process using a high-speed, real-time melt pool monitoring system Clijsters, S.; Craeghs, T.; Buls, S. The International Journal of Advanced Manufacturing Technology, Vol. 75, Issue 5-8 https://doi.org/10.1007/s00170-014-6214-8	journal	August 2014
Fundamental aspects of hot isostatic pressing: An overview Atkinson, H. V.; Davies, S. Metallurgical and Materials Transactions A, Vol. 31, Issue 12 https://doi.org/10.1007/s11661-000-0078-2	journal	December 2000
Fatigue Life of Titanium Alloys Fabricated by Additive Layer Manufacturing Techniques for Dental Implants Chan, Kwai S.; Koike, Marie; Mason, Robert L. Metallurgical and Materials Transactions A, Vol. 44, Issue 2 https://doi.org/10.1007/s11661-012-1470-4	journal	October 2012
Metal Additive Manufacturing: A Review Frazier, William E. Journal of Materials Engineering and Performance, Vol. 23, Issue 6 https://doi.org/10.1007/s11665-014-0958-z	journal	April 2014
Manufacturing and Security Challenges in 3D Printing Zeltmann, Steven Eric; Gupta, Nikhil; Tsoutsos, Nektarios Georgios JOM, Vol. 68, Issue 7 https://doi.org/10.1007/s11837-016-1937-7	journal	May 2016
Microstructure-Based Counterfeit Detection in Metal Part Manufacturing Dachowicz, Adam; Chaduvula, Siva Chaitanya; Atallah, Mikhail JOM, Vol. 69, Issue 11 https://doi.org/10.1007/s11837-017-2502-8	journal	August 2017
Principal component analysis Wold, Svante; Esbensen, Kim; Geladi, Paul Chemometrics and Intelligent Laboratory Systems, Vol. 2, Issue 1-3 https://doi.org/10.1016/0169-7439(87)80084-9	journal	August 1987
Accurate 3D measurement using a structured light system Valkenburg, R. J.; McIvor, A. M. Image and Vision Computing, Vol. 16, Issue 2 https://doi.org/10.1016/S0262-8856(97)00053-X	journal	February 1998
A taxonomy of network and computer attacks Hansman, Simon; Hunt, Ray Computers & Security, Vol. 24, Issue 1 https://doi.org/10.1016/j.cose.2004.06.011	journal	February 2005
Provenance in the Additive Manufacturing Process Fadhel, Nawfal F.; Crowder, Richard M.; Wills, Gary B. IFAC-PapersOnLine, Vol. 48, Issue 3 https://doi.org/10.1016/j.ifacol.2015.06.438	journal	January 2015
A language for describing attacks on cyber-physical systems Yampolskiy, Mark; Horváth, Péter; Koutsoukos, Xenofon D. International Journal of Critical Infrastructure Protection, Vol. 8 https://doi.org/10.1016/j.ijcip.2014.09.003	journal	January 2015
Using 3D printers as weapons Yampolskiy, Mark; Skjellum, Anthony; Kretzschmar, Michael International Journal of Critical Infrastructure Protection, Vol. 14 https://doi.org/10.1016/j.ijcip.2015.12.004	journal	September 2016
Observation of keyhole-mode laser melting in laser powder-bed fusion additive manufacturing King, Wayne E.; Barth, Holly D.; Castillo, Victor M. Journal of Materials Processing Technology, Vol. 214, Issue 12 https://doi.org/10.1016/j.jmatprotec.2014.06.005	journal	December 2014
An approach to cyber-physical vulnerability assessment for intelligent manufacturing systems DeSmit, Zach; Elhabashy, Ahmad E.; Wells, Lee J. Journal of Manufacturing Systems, Vol. 43 https://doi.org/10.1016/j.jmsy.2017.03.004	journal	April 2017
Cyber-physical vulnerabilities in additive manufacturing systems: A case study attack on the .STL file with human subjects Sturm, Logan D.; Williams, Christopher B.; Camelio, Jamie A. Journal of Manufacturing Systems, Vol. 44 https://doi.org/10.1016/j.jmsy.2017.05.007	journal	July 2017
Review of in-situ process monitoring and in-situ metrology for metal additive manufacturing Everton, Sarah K.; Hirsch, Matthias; Stravroulakis, Petros Materials & Design, Vol. 95 https://doi.org/10.1016/j.matdes.2016.01.099	journal	April 2016
Security features embedded in computer aided design (CAD) solid models for additive manufacturing Chen, Fei; Mac, Gary; Gupta, Nikhil Materials & Design, Vol. 128 https://doi.org/10.1016/j.matdes.2017.04.078	journal	August 2017
Manufacture by selective laser melting and mechanical behavior of commercially pure titanium Attar, H.; Calin, M.; Zhang, L. C. Materials Science and Engineering: A, Vol. 593 https://doi.org/10.1016/j.msea.2013.11.038	journal	January 2014
X-ray based methods for non-destructive testing and material characterization Hanke, Randolf; Fuchs, Theobald; Uhlmann, Norman Nuclear Instruments and Methods in Physics Research Section A: Accelerators, Spectrometers, Detectors and Associated Equipment, Vol. 591, Issue 1 https://doi.org/10.1016/j.nima.2008.03.016	journal	June 2008
Taxonomy of Cross-Domain Attacks on CyberManufacturing System Wu, Mingtao; Moon, Young B. Procedia Computer Science, Vol. 114 https://doi.org/10.1016/j.procs.2017.09.050	journal	January 2017
Microstructure Evolution, Tensile Properties, and Fatigue Damage Mechanisms in Ti-6Al-4V Alloys Fabricated by Two Additive Manufacturing Techniques Zhai, Yuwei; Galarraga, Haize; Lados, Diana A. Procedia Engineering, Vol. 114 https://doi.org/10.1016/j.proeng.2015.08.007	journal	January 2015
Trojan Detection and Side-channel Analyses for Cyber-security in Cyber-physical Manufacturing Systems Vincent, Hannah; Wells, Lee; Tarazaga, Pablo Procedia Manufacturing, Vol. 1 https://doi.org/10.1016/j.promfg.2015.09.065	journal	January 2015
Cyber-physical Vulnerability Assessment in Manufacturing Systems DeSmit, Zach; Elhabashy, Ahmad E.; Wells, Lee J. Procedia Manufacturing, Vol. 5 https://doi.org/10.1016/j.promfg.2016.08.075	journal	January 2016
From rapid prototyping to home fabrication: How 3D printing is changing business model innovation Rayna, Thierry; Striukova, Ludmila Technological Forecasting and Social Change, Vol. 102 https://doi.org/10.1016/j.techfore.2015.07.023	journal	January 2016
Enhanced anti-counterfeiting measures for additive manufacturing: coupling lanthanide nanomaterial chemical signatures with blockchain technology Kennedy, Z. C.; Stephenson, D. E.; Christ, J. F. Journal of Materials Chemistry C, Vol. 5, Issue 37 https://doi.org/10.1039/C7TC03348F	journal	January 2017
Impedance-Based Health Monitoring of Civil Structural Components Park, Gyuhae; Cudney, Harley H.; Inman, Daniel J. Journal of Infrastructure Systems, Vol. 6, Issue 4 https://doi.org/10.1061/(ASCE)1076-0342(2000)6:4(153)	journal	December 2000
Review of selective laser melting: Materials and applications Yap, C. Y.; Chua, C. K.; Dong, Z. L. Applied Physics Reviews, Vol. 2, Issue 4 https://doi.org/10.1063/1.4935926	journal	December 2015
AMF Tutorial: The Basics (Part 1) Lipson, Hod 3D Printing and Additive Manufacturing, Vol. 1, Issue 2 https://doi.org/10.1089/3dp.2014.1500	journal	June 2014
Bad Parts: Are Our Manufacturing Systems at Risk of Silent Cyberattacks? Turner, Hamilton; White, Jules; Camelio, Jaime A. IEEE Security & Privacy, Vol. 13, Issue 3 https://doi.org/10.1109/MSP.2015.60	journal	May 2015
3D Printed Dielectric Reflectarrays: Low-Cost High-Gain Antennas at Sub-Millimeter Waves Nayeri, Payam; Liang, Min; Sabory-Garcia, Rafael Austreberto IEEE Transactions on Antennas and Propagation, Vol. 62, Issue 4 https://doi.org/10.1109/TAP.2014.2303195	journal	April 2014
Model-based evaluation: from dependability to security Nicol, D. M.; Sanders, W. H.; Trivedi, K. S. IEEE Transactions on Dependable and Secure Computing, Vol. 1, Issue 1 https://doi.org/10.1109/TDSC.2004.11	journal	January 2004
A Data Exfiltration and Remote Exploitation Attack on Consumer 3D Printers Do, Quang; Martini, Ben; Choo, Kim-Kwang Raymond IEEE Transactions on Information Forensics and Security, Vol. 11, Issue 10 https://doi.org/10.1109/TIFS.2016.2578285	journal	October 2016
Blind 3D Mesh Watermarking for 3D Printed Model by Analyzing Layering Artifact Hou, Jong-Uk; Kim, Do-Gon; Lee, Heung-Kyu IEEE Transactions on Information Forensics and Security, Vol. 12, Issue 11 https://doi.org/10.1109/TIFS.2017.2718482	journal	November 2017
A Comprehensive Survey on Three-Dimensional Mesh Watermarking Wang, Kai; Lavoue, Guillaume; Denis, Florence IEEE Transactions on Multimedia, Vol. 10, Issue 8 https://doi.org/10.1109/TMM.2008.2007350	journal	December 2008
An Oblivious Watermarking for 3-D Polygonal Meshes Using Distribution of Vertex Norms Cho, Jae-Won; Prost, Rmy; Jung, Ho-Youl IEEE Transactions on Signal Processing, Vol. 55, Issue 1 https://doi.org/10.1109/TSP.2006.882111	journal	January 2007
Model-Data Streaming for Additive Manufacturing Securing Intellectual Property Baumann, F. W.; Ludwig, T.; Darwin Abele, N. Smart and Sustainable Manufacturing Systems, Vol. 1, Issue 1 https://doi.org/10.1520/SSMS20160011	journal	May 2017
Implications of Malicious 3D Printer Firmware Moore, Samuel Bennett; Glisson, William Bradley; Yampolskiy, Mark Proceedings of the Annual Hawaii International Conference on System Sciences https://doi.org/10.24251/HICSS.2017.735	conference	January 2017
Initial Work on the Characterization of Additive Manufacturing (3D Printing) Using Software Image Analysis Straub, Jeremy Machines, Vol. 3, Issue 2 https://doi.org/10.3390/machines3020055	journal	April 2015
In-Built Customised Mechanical Failure of 316L Components Fabricated Using Selective Laser Melting Ilie, Andrei; Ali, Haider; Mumtaz, Kamran Technologies, Vol. 5, Issue 1 https://doi.org/10.3390/technologies5010009	journal	February 2017
Additive Manufacturing as a Disruptive Technology: Implications of Three-Dimensional Printing Campbell, Thomas A.; Ivanova, Olga S. Technology & Innovation, Vol. 15, Issue 1 https://doi.org/10.3727/194982413X13608676060655	journal	January 2013

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Creativity and productivity in product design for additive manufacturing: Mechanisms and platform outcomes of remixing Friesike, Sascha; Flath, Christoph M.; Wirth, Marco Journal of Operations Management, Vol. 65, Issue 8 https://doi.org/10.1016/j.jom.2018.10.004	journal	April 2019

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