Joint optimization of dnn partition and continuous task scheduling for digital twin-aided mec network with deep reinforcement learning
S Yuan, Z Zhang, Q Li, W Li, Y Zhang - IEEE Access, 2023 - ieeexplore.ieee.org
Nowadays, mobile application services face the challenges of high speed, low latency and
high reliability. The combination of digital twin (DT) technology and mobile edge computing …
high reliability. The combination of digital twin (DT) technology and mobile edge computing …
Learning-Based Edge-Device Collaborative DNN Inference in IoVT Networks
Deep Neural Network (DNN) is a promising technology for Internet of Visual Things (IoVT)
devices to extract their visual information from unstructured data. However, it is hard to …
devices to extract their visual information from unstructured data. However, it is hard to …
Distributed DNN Inference with Fine-grained Model Partitioning in Mobile Edge Computing Networks
Model partitioning is a promising technique for improving the efficiency of distributed
inference by executing partial deep neural network (DNN) models on edge servers (ESs) or …
inference by executing partial deep neural network (DNN) models on edge servers (ESs) or …
Incentive-Aware Partitioning and Offloading Scheme for Inference Services in Edge Computing
TY Kim, CK Kim, S Lee, SK Lee - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Owing to remarkable improvements in deep neural networks (DNNs), various computation-
intensive and delay-sensitive DNN services have been developed for smart IoT devices …
intensive and delay-sensitive DNN services have been developed for smart IoT devices …
Failure Analysis in Next-Generation Critical Cellular Communication Infrastructures
The advent of communication technologies marks a transformative phase in critical
infrastructure construction, where the meticulous analysis of failures becomes paramount in …
infrastructure construction, where the meticulous analysis of failures becomes paramount in …
Joint Optimization of Training Job Placement and SFC Orchestration for ML Services in ZTN
X Shang, D Gao, D Yang… - 2023 IEEE Globecom …, 2023 - ieeexplore.ieee.org
Machine learning (ML) services are vital to providing timely intelligent decision-making
capabilities in Zero-touch Net-work (ZTN). However, such a service relies on efficient …
capabilities in Zero-touch Net-work (ZTN). However, such a service relies on efficient …