Towards intelligent cooperative robotics in additive manufacturing: Past, present, and future

S Rescsanski, R Hebert, A Haghighi, J Tang… - Robotics and Computer …, 2025 - Elsevier
Additive manufacturing (AM) technologies have undergone significant advancements
through the integration of cooperative robotics additive manufacturing (C-RAAM) platforms …

Ddpm-moco: Advancing industrial surface defect generation and detection with generative and contrastive learning

Y He, X Wang, T Shi - International Joint Conference on Artificial …, 2024 - Springer
The task of industrial detection based on deep learning often involves solving two
problems:(1) obtaining sufficient and effective data samples,(2) and using efficient and …

Privacy-Preserving Federated Learning with Differentially Private Hyperdimensional Computing

FJ Piran, Z Chen, M Imani, F Imani - arxiv preprint arxiv:2411.01140, 2024 - arxiv.org
Federated Learning (FL) is essential for efficient data exchange in Internet of Things (IoT)
environments, as it trains Machine Learning (ML) models locally and shares only model …

Privacy-Preserving In-Situ Monitoring in Additive Manufacturing Through Hyperdimensional Computing

FJ Piran, PP Poduval… - ASME …, 2024 - asmedigitalcollection.asme.org
Abstract Machine learning (ML) models are used for in-situ monitoring in additive
manufacturing (AM) for defect detection. However, sensitive information stored in ML …

DDPM-MoCo: Advancing Industrial Surface

Y He, X Wang, T Shi - … : 4th International Workshop, DL-HAR 2024 …, 2024 - books.google.com
The task of industrial detection based on deep learning often involves solving two
problems:(1) obtaining sufficient and effective data samples,(2) and using efficient and …

High-speed Interpretable Representation Learning of Melt Pool Signatures in Metal Additive Manufacturing

M Vandecasteele, D Verhees, W Philips… - 2024 IEEE 20th …, 2024 - ieeexplore.ieee.org
Additive Manufacturing (AM), ie 3D printing, of metal parts is growing in popularity, but part
quality can still be a limiting factor to that growth. Camera-based monitoring systems …