Sabotaging Material Extrusion-Based 3D Printed Parts through Low-Magnitude Kinetic Manipulation Attacks

The increasing ubiquity of material-extrusion-based additive manufacturing is motivating cybersecurity researchers to explore its offensive and defensive landscape. Being a physical system, 3D printers have non-zero tolerance specifications for precision and trueness parameters. While a single-bit change in a digital data file is sufficient to fail its integrity and is easily detected through methods such as hashing, the printing process (and subsequently the printed object) remains compliant within the tolerance zone. This study systematically analyzes the material extrusion process and identifies four attack opportunities where low-magnitude kinetic cyberattacks exploit the physical process compliance zone to sabotage the printed part’s mechanical properties. The attacks are demonstrated on ASTM-compliant tensile and flexure bars through a man-in-the-middle attack scenario by hijacking the network layer communication between the 3D printer and the printer control machine. The physically stealthy attacks did not produce any evident deformation in the parts’ dimensions and mass, while the destructive tests confirm that they are still effective in modifying the tensile and bending strength by up to 25%. The effectiveness of the attacks in bypassing the defenses is assessed by implementing one of the leading detection schemes described in the current literature. The attacks were either not detected at all or detected with a significantly high false negative rate at various attack magnitudes.

Authors

Institutions

Publication Details

Journal
ACM Transactions on Cyber-Physical Systems
Published
2024-11-18
DOI
https://doi.org/10.1145/3704735
Citations
2
Primary Topic
Additive Manufacturing and 3D Printing Technologies
Type
article
Field-Weighted Citation Impact
0.41
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Sabotaging Material Extrusion-Based 3D Printed Parts through Low-Magnitude Kinetic Manipulation Attacks

Muhammad H. Rais, Irfan Ahmed, Muhammad Ahsan
2 citations
ACM Transactions on Cyber-Physical Systems
Additive Manufacturing and 3D Printing Technologies
0.41
article

Sabotaging Material Extrusion-Based 3D Printed Parts through Low-Magnitude Kinetic Manipulation Attacks

Muhammad H. Rais, Irfan Ahmed, Muhammad Ahsan
article en
2 citations

Abstract

The increasing ubiquity of material-extrusion-based additive manufacturing is motivating cybersecurity researchers to explore its offensive and defensive landscape. Being a physical system, 3D printers have non-zero tolerance specifications for precision and trueness parameters. While a single-bit change in a digital data file is sufficient to fail its integrity and is easily detected through methods such as hashing, the printing process (and subsequently the printed object) remains compliant within the tolerance zone. This study systematically analyzes the material extrusion process and identifies four attack opportunities where low-magnitude kinetic cyberattacks exploit the physical process compliance zone to sabotage the printed part’s mechanical properties. The attacks are demonstrated on ASTM-compliant tensile and flexure bars through a man-in-the-middle attack scenario by hijacking the network layer communication between the 3D printer and the printer control machine. The physically stealthy attacks did not produce any evident deformation in the parts’ dimensions and mass, while the destructive tests confirm that they are still effective in modifying the tensile and bending strength by up to 25%. The effectiveness of the attacks in bypassing the defenses is assessed by implementing one of the leading detection schemes described in the current literature. The attacks were either not detected at all or detected with a significantly high false negative rate at various attack magnitudes.

ACM Transactions on Cyber-Physical SystemsVol. 9(1)
Virginia State University (US), Virginia Commonwealth University (US)
Peace, Justice and strong institutions
Openalex Percentile: Top 39%
Additive Manufacturing and 3D Printing Technologies
0.41
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Sabotaging Material Extrusion-Based 3D Printed Parts through Low-Magnitude Kinetic Manipulation Attacks — Muhammad H. Rais, Irfan Ahmed, et al. · ACM Transactions on Cyber-Physical Systems (2024) | TGRS Research Map | TGRS