Deep learning for time-series prediction in IIoT: progress, challenges, and prospects

L Ren, Z Jia, Y Laili, D Huang - IEEE transactions on neural …, 2023 - ieeexplore.ieee.org
Time-series prediction plays a crucial role in the Industrial Internet of Things (IIoT) to enable
intelligent process control, analysis, and management, such as complex equipment …

A Comprehensive Survey on Collaborative Data-access Enablers in the IIoT

D Sun, J Hu, H Wu, J Wu, J Yang, QZ Sheng… - ACM Computing …, 2023 - dl.acm.org
The scope of the Industrial Internet of Things (IIoT) has stretched beyond manufacturing to
include energy, healthcare, transportation, and all that tomorrow's smart cities will entail. The …

Deep generative model and its applications in efficient wireless network management: A tutorial and case study

Y Liu, H Du, D Niyato, J Kang, Z Xiong… - IEEE Wireless …, 2024 - ieeexplore.ieee.org
With the phenomenal success of diffusion models and ChatGPT, deep generation models
(DGMs) have been experiencing explosive growth. Not limited to content generation, DGMs …

Bagm: A backdoor attack for manipulating text-to-image generative models

J Vice, N Akhtar, R Hartley… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
The rise in popularity of text-to-image generative artificial intelligence (AI) has attracted
widespread public interest. We demonstrate that this technology can be attacked to generate …

Generative ai for physical layer communications: A survey

N Van Huynh, J Wang, H Du, DT Hoang… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
The recent evolution of generative artificial intelligence (GAI) leads to the emergence of
groundbreaking applications such as ChatGPT, which not only enhances the efficiency of …

Privacy and Security Concerns in Generative AI: A Comprehensive Survey

A Golda, K Mekonen, A Pandey, A Singh… - IEEE …, 2024 - ieeexplore.ieee.org
Generative Artificial Intelligence (GAI) has sparked a transformative wave across various
domains, including machine learning, healthcare, business, and entertainment, owing to its …

[HTML][HTML] Anomaly classification in industrial Internet of things: A review

M Rodríguez, DP Tobón, D Múnera - Intelligent Systems with Applications, 2023 - Elsevier
The fourth industrial revolution (Industry 4.0) has the potential to provide real-time, secure,
and autonomous manufacturing environments. The Industrial Internet of Things (IIoT) is a …

Spear or shield: Leveraging generative AI to tackle security threats of intelligent network services

H Du, D Niyato, J Kang, Z Xiong, KY Lam… - arXiv preprint arXiv …, 2023 - arxiv.org
Generative AI (GAI) models have been rapidly advancing, with a wide range of applications
including intelligent networks and mobile AI-generated content (AIGC) services. Despite …

Deep Generative Models for Synthetic Sequential Data: A Survey

P Eigenschink, T Reutterer, S Vamosi, R Vamosi… - IEEE …, 2023 - ieeexplore.ieee.org
A growing interest in synthetic data has stimulated the development and advancement of a
large variety of deep generative models for a wide range of applications. However, as this …

Automated manufacturability analysis and machining process selection using deep generative model and Siamese neural networks

X Yan, S Melkote - Journal of Manufacturing Systems, 2023 - Elsevier
Industry 4.0 calls for highly autonomous manufacturing process planning. Significant effort
has been devoted over the years to generative Computer Aided Process Planning (CAPP) …