Self-aware collaborative edge inference with embedded devices for IIoT

Y Chen, Z Yu, Y Jin, C Mwase, X Hu, L Da Xu… - Future Generation …, 2025 - Elsevier
Edge inference and other compute-intensive industrial Internet of Things (IIoT) applications
suffer from a bad quality of experience due to the limited and heterogeneous computing and …

Joint Task Offloading, DNN Pruning, and Computing Resource Allocation for Fault Detection With Dynamic Constraints in Industrial IoT

V Niazmand, Q Ye - IEEE Transactions on Cognitive …, 2025 - ieeexplore.ieee.org
In this paper, we investigate a joint task offloading, deep neural network (DNN) model
pruning, and edge computing resource allocation (JOPA) problem for supporting a fault …

On-Device Split Inference for Edge Devices

B Kozan - 2024 - repository.tudelft.nl
Nowadays, the popularity of machine learning and artificial intelligence algorithms is very
high. A new research direction has emerged where the machine learning algorithms are …