Artificial intelligence in the IoT era: A review of edge AI hardware and software

T Sipola, J Alatalo, T Kokkonen… - 2022 31st Conference …, 2022 - ieeexplore.ieee.org
The modern trend of moving artificial intelligence computation near to the origin of data
sources has increased the demand for new hardware and software suitable for such …

A survey on optimization techniques for edge artificial intelligence (ai)

C Surianarayanan, JJ Lawrence, PR Chelliah… - Sensors, 2023 - mdpi.com
Artificial Intelligence (Al) models are being produced and used to solve a variety of current
and future business and technical problems. Therefore, AI model engineering processes …

[HTML][HTML] Green IoT and edge AI as key technological enablers for a sustainable digital transition towards a smart circular economy: An industry 5.0 use case

P Fraga-Lamas, SI Lopes, TM Fernández-Caramés - Sensors, 2021 - mdpi.com
Internet of Things (IoT) can help to pave the way to the circular economy and to a more
sustainable world by enabling the digitalization of many operations and processes, such as …

Privacy-preserved credit data sharing integrating blockchain and federated learning for industrial 4.0

F Yang, Y Qiao, MZ Abedin… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
In this article, we aim to design an architecture for privacy-preserved credit data and model
sharing to guarantee the secure storage and sharing of credit information in a distributed …

Communication-efficient distributed AI strategies for the IoT edge

C Mwase, Y Jin, T Westerlund, H Tenhunen… - Future Generation …, 2022 - Elsevier
The impact that artificial intelligence (AI) has made across several industries in today's
society is clearly seen in applications ranging from medical diagnosis to customer service …

Survey on edge computing security

H Zeyu, X Geming, W Zhaohang… - … Conference on Big Data …, 2020 - ieeexplore.ieee.org
With the advent of the Internet of Everything, emerging application scenarios including
autonomous driving, immersive games based on VR or AR technology, and Industrial …

[HTML][HTML] Edge AI prospect using the NeuroEdge computing system: Introducing a novel neuromorphic technology

CI Nwakanma, JW Kim, JM Lee, DS Kim - ICT Express, 2021 - Elsevier
This paper presents a test bed demonstration of NeuroEdge computing for face recognition
using a novel neuromorphic chip-NM500. First, a general description and important …

[HTML][HTML] A unified privacy preserving model with AI at the edge for Human-in-the-Loop Cyber-Physical Systems

JE Rivadeneira, GA Borges, A Rodrigues, F Boavida… - Internet of Things, 2024 - Elsevier
With the proliferation of personal Internet of Things (IoT) devices and their wide adoption
among society, the original notion of IoT has been reshaped, giving rise to new IoT-based …

Edge AI: Systems design and ML for IoT data analytics

R Marculescu, D Marculescu, U Ogras - Proceedings of the 26th ACM …, 2020 - dl.acm.org
With the explosion in Big Data, it is often forgotten that much of the data nowadays is
generated at the edge. Specifically, a major source of data is users' endpoint devices like …

Mind the Gap Between Synthetic and Real: Utilizing Transfer Learning to Probe the Boundaries of Stable Diffusion Generated Data

L Hennicke, CM Adriano, H Giese, JM Koehler… - arXiv preprint arXiv …, 2024 - arxiv.org
Generative foundation models like Stable Diffusion comprise a diverse spectrum of
knowledge in computer vision with the potential for transfer learning, eg, via generating data …