Physical security and cyber security issues and human error prevention for 3D printed objects: detecting the use of an incorrect printing material

A wide variety of characteristics of 3D printed objects have been linked to impaired structural integrity and use-efficacy. The printing material can also have a significant impact on the quality, utility and safety characteristics of a 3D printed object. Material issues can be created by vendor issues, physical security issues and human error. This paper presents and evaluates a system that can be used to detect incorrect material use in a 3D printer, using visible light imaging. Specifically, it assesses the ability to ascertain the difference between materials of different color and different types of material with similar coloration.

[1]  Carey Nachenberg,et al.  Computer virus-antivirus coevolution , 1997, Commun. ACM.

[2]  J. Planell,et al.  High-resolution PLA-based composite scaffolds via 3-D printing technology. , 2013, Acta biomaterialia.

[3]  Jeremy Straub,et al.  Initial Work on the Characterization of Additive Manufacturing (3D Printing) Using Software Image Analysis , 2015 .

[4]  Krzysztof Okarma,et al.  Quality Assessment of 3D Prints Based on Feature Similarity Metrics , 2016, IP&C.

[5]  Jules White,et al.  Cyber-physical vulnerabilities in additive manufacturing systems: A case study attack on the .STL file with human subjects , 2017 .

[6]  Changshui Zhang,et al.  Incremental multiple instance outlier detection , 2014, Neural Computing and Applications.

[7]  Krzysztof Okarma,et al.  No-reference quality assessment of 3D prints based on the GLCM analysis , 2016, 2016 21st International Conference on Methods and Models in Automation and Robotics (MMAR).

[8]  Pierre Guyomarc'h,et al.  Quantification of Perspective‐Induced Shape Change of Clavicles at Radiography and 3D Scanning to Assist Human Identification , 2014, Journal of forensic sciences.

[9]  Jeremy Straub,et al.  Identifying positioning-based attacks against 3D printed objects and the 3D printing process , 2017, Defense + Security.

[10]  Krzysztof Okarma,et al.  Texture Based Quality Assessment of 3D Prints for Different Lighting Conditions , 2016, ICCVG.

[11]  Liliana-Laura Badita,et al.  3D MEASURING OF COMPLEX AUTOMOTIVE PARTS USING VIDEO-LASER SCANNING , 2013 .

[12]  F. Ribeiro,et al.  3D printing with metals , 1998 .

[13]  Roman Senkerik,et al.  Artificial Intelligence Trends in Intelligent Systems - Proceedings of the 6th Computer Science On-line Conference 2017 (CSOC2017), Vol 1 , 2017, CSOC.

[14]  Benjamin Kading,et al.  Characterization of a Large, Low-Cost 3D Scanner , 2015 .

[15]  Andrea Ehrmann,et al.  3D printing of textile-based structures by Fused Deposition Modelling (FDM) with different polymer materials , 2014 .

[16]  Masoumeh Aminzadeh,et al.  A machine vision system for in-situ quality inspection in metal powder-bed additive manufacturing , 2016 .

[17]  Dorothy E. Denning,et al.  An Intrusion-Detection Model , 1986, 1986 IEEE Symposium on Security and Privacy.

[18]  Sergio Vera,et al.  3D Scanning System for In-Vivo Imaging of Human Body , 2014 .

[19]  Dong Seong Kim,et al.  INTRUSION DETECTION SYSTEM , 2013 .

[20]  Arquimedes Canedo,et al.  Poster Abstract: Thermal Side-Channel Forensics in Additive Manufacturing Systems , 2016, 2016 ACM/IEEE 7th International Conference on Cyber-Physical Systems (ICCPS).

[21]  M. A. Faruque Forensics of Thermal Side-Channel in Additive Manufacturing Systems , 2016 .

[22]  Jeremy Straub,et al.  Design for an in-space 3D printer , 2016, SPIE Defense + Security.

[23]  Jeremy Straub,et al.  An incremental and approximate local outlier probability algorithm for intrusion detection and its evaluation , 2017 .

[24]  Sophie C Cox,et al.  3D printing of porous hydroxyapatite scaffolds intended for use in bone tissue engineering applications. , 2015, Materials science & engineering. C, Materials for biological applications.

[25]  Benjamin Kading,et al.  Utilizing in-situ resources and 3D printing structures for a manned Mars mission , 2015 .

[26]  Ryan B. Wicker,et al.  3D Printing for the Rapid Prototyping of Structural Electronics , 2014, IEEE Access.

[27]  Karen A. Scarfone,et al.  Guide to Intrusion Detection and Prevention Systems (IDPS) , 2007 .

[28]  J. F. McClary,et al.  NADIR: An automated system for detecting network intrusion and misuse , 1993, Comput. Secur..

[29]  Arquimedes Canedo,et al.  Acoustic Side-Channel Attacks on Additive Manufacturing Systems , 2016, 2016 ACM/IEEE 7th International Conference on Cyber-Physical Systems (ICCPS).

[30]  Sujit Rokka Chhetri Novel Side-Channel Attack Model for Cyber-Physical Additive Manufacturing Systems , 2016 .

[31]  Peter Kühmstedt,et al.  Handheld 3D Scanning with Automatic Multi-view Registration Based on Optical and Inertial Pose Estimation , 2014 .

[32]  Guido Guarnieri,et al.  3D modeling and remote rendering technique of a high definition cultural heritage artefact , 2011, WCIT.

[33]  Jeremy Straub,et al.  Development of a Large, Low-Cost, Instant 3D Scanner , 2014 .

[34]  Phongphun Kijsanayothin,et al.  Cyber-security analysis of smart grid SCADA systems with game models , 2014, CISR '14.

[35]  Vladimir Mironov,et al.  Organ printing: promises and challenges. , 2008, Regenerative medicine.

[36]  Jeremy Straub,et al.  Consideration of materials for creating 3D printed space sensors and systems , 2017, Defense + Security.

[37]  Ivan Poupyrev,et al.  Printed optics: 3D printing of embedded optical elements for interactive devices , 2012, UIST.

[38]  Bryan Kessel Characterizing and Defending Against Cyber SecurityVulnerabilities in Additive Manufacturing , 2015 .

[39]  T. Lane,et al.  Sequence Matching and Learning in Anomaly Detection for Computer Security , 1997 .

[40]  VARUN CHANDOLA,et al.  Anomaly detection: A survey , 2009, CSUR.

[41]  Nektarios Georgios Tsoutsos,et al.  Manufacturing and Security Challenges in 3D Printing , 2016 .

[42]  Thomas A. Campbell,et al.  3D printing of multifunctional nanocomposites , 2013 .

[43]  Ying Zhong,et al.  Direct Formation of Structural Components Using a Martian Soil Simulant , 2017, Scientific Reports.

[44]  Jeremy Straub,et al.  Automated testing and quality assurance of 3D printing/3D printed hardware: Assessment for quality assurance and cybersecurity purposes , 2016, 2016 IEEE AUTOTESTCON.

[45]  Bill Cheswick,et al.  Firewalls and internet security - repelling the wily hacker , 2003, Addison-Wesley professional computing series.

[46]  Marios M. Polycarpou,et al.  Intelligent Monitoring, Control, and Security of Critical Infrastructure Systems , 2015, Intelligent Monitoring, Control, and Security of Critical Infrastructure Systems.

[47]  Tse Nga Ng,et al.  3D Printed Electronics , 2013, NIP & Digital Fabrication Conference.

[48]  Michael Eisenberg,et al.  3D printing for children: What to build next? , 2013, Int. J. Child Comput. Interact..

[49]  Yuan Cheng,et al.  Vision-Based Online Process Control in Manufacturing Applications , 2008, IEEE Transactions on Automation Science and Engineering.

[50]  Jeremy Straub,et al.  3D printing cybersecurity: detecting and preventing attacks that seek to weaken a printed object by changing fill level , 2017, Commercial + Scientific Sensing and Imaging.

[51]  Sara J. Graves,et al.  Cyber Security for Additive Manufacturing , 2015, CISR.

[52]  R. M. Natal Jorge,et al.  Computational Vision and Medical Image Processing: VipIMAGE 2007 , 2007 .

[53]  Guido M. Cortelazzo,et al.  Handheld scanning with 3D cameras , 2013, 2013 IEEE 15th International Workshop on Multimedia Signal Processing (MMSP).

[54]  G. Witt,et al.  PROCESS MONITORING IN LASER SINTERING USING THERMAL IMAGING , 2011 .

[55]  Barry Berman,et al.  3D printing: the new industrial revolution , 2012, IEEE Engineering Management Review.

[56]  Carla E. Brodley,et al.  Machine learning techniques for the computer security domain of anomaly detection , 2000 .

[57]  W. Cong,et al.  Additive manufacturing of carbon fiber reinforced thermoplastic composites using fused deposition modeling , 2015 .

[58]  Jorge Vicente Lopes da Silva,et al.  3D Scanning Using RGBD Imaging Devices: A Survey , 2015 .

[59]  Mohsen A. Jafari,et al.  Online defect detection in layered manufacturing using process signature , 1998, SMC'98 Conference Proceedings. 1998 IEEE International Conference on Systems, Man, and Cybernetics (Cat. No.98CH36218).

[60]  R. Landers,et al.  Biofunctional rapid prototyping for tissue‐engineering applications: 3D bioplotting versus 3D printing , 2004 .

[61]  BowyerAdrian,et al.  3D Printing and Humanity's First Imperfect Replicator , 2014 .

[62]  Krzysztof Okarma,et al.  Color Independent Quality Assessment of 3D Printed Surfaces Based on Image Entropy , 2017, CORES.

[63]  Krzysztof Okarma,et al.  Entropy Based Surface Quality Assessment of 3D Prints , 2017, CSOC.

[64]  Jeremy Straub,et al.  A Characterization of the Utility of Using Artificial Intelligence to Test Two Artificial Intelligence Systems , 2013, Comput..

[65]  Yuval Elovici,et al.  dr0wned - Cyber-Physical Attack with Additive Manufacturing , 2016, WOOT.

[66]  Brian Surgenor,et al.  Vision Based Fault Detection of Automated Assembly Equipment , 2011 .

[67]  Pedram Mousavi,et al.  A novel integrated dielectric-and-conductive ink 3D printing technique for fabrication of microwave devices , 2013, 2013 IEEE MTT-S International Microwave Symposium Digest (MTT).

[68]  Daniel M. Vogt,et al.  Embedded 3D Printing of Strain Sensors within Highly Stretchable Elastomers , 2014, Advanced materials.

[69]  Jeremy Straub,et al.  An approach to detecting deliberately introduced defects and micro-defects in 3D printed objects , 2017, Defense + Security.

[70]  Jeremy Straub,et al.  A combined system for 3D printing cybersecurity , 2017, Commercial + Scientific Sensing and Imaging.

[71]  Jean-Pierre Kruth,et al.  In situ quality control of the selective laser melting process using a high-speed, real-time melt pool monitoring system , 2014 .

[72]  M. Alexander,et al.  Desktop 3D printing of controlled release pharmaceutical bilayer tablets. , 2014, International journal of pharmaceutics.

[73]  T. Simpson,et al.  3D Printing Disrupts Manufacturing: How Economies of One Create New Rules of Competition , 2013 .

[74]  Ryan B. Wicker,et al.  3D Printing multifunctionality: structures with electronics , 2014 .

[75]  Klaudius Henke,et al.  Wood based bulk material in 3D printing processes for applications in construction , 2012, European Journal of Wood and Wood Products.

[76]  V. Rao Vemuri,et al.  Robust Support Vector Machines for Anomaly Detection in Computer Security , 2003, ICMLA.

[77]  Jeremy Straub,et al.  A very low-cost 3D scanning system for whole-body imaging , 2015, Sensing Technologies + Applications.

[78]  Richard A. Buswell,et al.  Development of a viable concrete printing process , 2011 .

[79]  Krzysztof Okarma,et al.  Application of Structural Similarity Based Metrics for Quality Assessment of 3D Prints , 2016, ICCVG.

[80]  Gábor Harsányi,et al.  3D Rapid Prototyping Technology (RPT) as a powerful tool in microfluidic development , 2010 .