Process monitoring for material extrusion additive manufacturing: a state-of-the-art review

A Oleff, B Küster, M Stonis, L Overmeyer - Progress in Additive …, 2021 - Springer
Qualitative uncertainties are a key challenge for the further industrialization of additive
manufacturing. To solve this challenge, methods for measuring the process states and …

An LSTM-autoencoder based online side channel monitoring approach for cyber-physical attack detection in additive manufacturing

Z Shi, AA Mamun, C Kan, W Tian, C Liu - Journal of Intelligent …, 2023 - Springer
Additive manufacturing (AM) has gained increasing popularity in a large variety of mission-
critical fields, such as aerospace, medical, and transportation. The layer-by-layer fabrication …

Additive manufacturing cyber-physical system: Supply chain cybersecurity and risks

N Gupta, A Tiwari, STS Bukkapatnam, R Karri - IEEE Access, 2020 - ieeexplore.ieee.org
Additive Manufacturing (AM) methods have become increasingly efficient and industrially
viable in the past ten years. These methods offer the freedom of complexity to the designers …

Securing cyber-physical additive manufacturing systems by in-situ process authentication using streamline video analysis

A Al Mamun, C Liu, C Kan, W Tian - Journal of Manufacturing Systems, 2022 - Elsevier
In cyber-physical systems (CPS) of additive manufacturing (AM), cyber-attacks may
significantly alter the design of the AM part, compromising its mechanical properties and …

[HTML][HTML] Fromepp: Digital forensic readiness framework for material extrusion based 3d printing process

MH Rais, M Ahsan, I Ahmed - Forensic Science International: Digital …, 2023 - Elsevier
Additive manufacturing (aka, 3D printing) materializes an object by stacking thin layers of
material from ground zero. It is increasingly utilized in industry to print critical components of …

Architecture for preventing and detecting cyber attacks in cyber-manufacturing system

R Prasad, Y Moon - IFAC-PapersOnLine, 2022 - Elsevier
Abstract Cyber-Manufacturing System (CMS) is an amalgamation of operational and
information entities with manufacturing processes with an overall objective of improved …

Encryption is futile: Reconstructing 3d-printed models using the power side-channel

J Gatlin, S Belikovetsky, Y Elovici, A Skjellum… - Proceedings of the 24th …, 2021 - dl.acm.org
Outsourced Additive Manufacturing (AM) exposes sensitive design data to external
malicious actors. Even with end-to-end encryption between the design owner and 3D …

Dynamic-thermal and localized filament-kinetic attacks on fused filament fabrication based 3D printing process

MH Rais, Y Li, I Ahmed - Additive Manufacturing, 2021 - Elsevier
Abstract 3D printing materializes physical objects through sequentially depositing thin
layers. The layer-by-layer stacking involves controlling 3D printing parameters (eg, fan …

Sok: Side channel monitoring for additive manufacturing-bridging cybersecurity and quality assurance communities

M Ahsan, MH Rais, I Ahmed - 2023 IEEE 8th European …, 2023 - ieeexplore.ieee.org
Additive Manufacturing (AM) is critical for the fourth industrial revolution (ie, Industry 4.0). It
involves printing a 3D object layer-by-layer from scratch. Fused filament fabrication (FFF) …

Spatiotemporal G-code modeling for secure FDM-based 3D printing

MH Rais, Y Li, I Ahmed - Proceedings of the ACM/IEEE 12th International …, 2021 - dl.acm.org
3D printing constructs physical objects by building and stacking layers according to the CAD
(Computer-aided Design) information. Attackers target a printing object by manipulating the …