When AI meets additive manufacturing: Challenges and emerging opportunities for human-centered products development

C Liu, W Tian, C Kan - Journal of Manufacturing Systems, 2022 - Elsevier
Nowadays, additive manufacturing (AM) has been increasingly leveraged to produce human-
centered products, such as orthoses and prostheses as well as therapeutic helmets, finger …

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 …

Digital twin-based cyber-attack detection framework for cyber-physical manufacturing systems

EC Balta, M Pease, J Moyne, K Barton… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Smart manufacturing (SM) systems utilize run-time data to improve productivity via intelligent
decision-making and analysis mechanisms on both machine and system levels. The …

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 …

Materials vs digits: A review of embedded anti-counterfeiting fingerprints in three-dimensional printing

J Yuan, Y Zhou, G Chen, K Xiao, J Lu - Materials Science and Engineering …, 2024 - Elsevier
Ongoing breakthroughs in the development of functional printing materials are leading to
rapid and widespread industrialization of three-dimensional (3D) printing, accompanied by …

A survey of cybersecurity of digital manufacturing

P Mahesh, A Tiwari, C Jin, PR Kumar… - Proceedings of the …, 2020 - ieeexplore.ieee.org
The Industry 4.0 concept promotes a digital manufacturing (DM) paradigm that can enhance
quality and productivity, which reduces inventory and the lead time for delivering custom …

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 …

3D-AmplifAI: An ensemble machine learning approach to digital twin fault monitoring for additive manufacturing in smart factories

GAR Sampedro, MAP Putra, M Abisado - IEEE Access, 2023 - ieeexplore.ieee.org
In the digital age, the digital twin eliminates physical barriers and risks, facilitating seamless
activities in both real and virtual worlds. In the context of additive manufacturing, testing 3D …