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Journal ArticleDOI

Adaptive Computation Offloading With Edge for 5G-Envisioned Internet of Connected Vehicles

TLDR
An adaptive computation offloading method, named ACOM, is devised for edge computing in 5G-envisioned IoCV to optimize the task offloading delay and resource utilization of the edge system.
Abstract
Nowadays, the applications related to Internet of connected vehicles (IoCV) have been greatly promoted by the roadside units (RSUs). To improve the transmission efficiency by the RSUs, 5G is introduced to the IoCV scenario for offering sufficient communication bandwidth. Generally, the traditional offloading destinations of the computing tasks in IoCV are the distant cloud servers, which consequently increases the response time of the tasks. Edge servers, placed together with macro base stations (MABSs) in 5G and RSUs, offer alternatives to host the tasks. However, the complicated locations of MABSs and RSUs make it difficult to distinguish the offloading destinations of the computing tasks in IoCV. In view of this, an adaptive computation offloading method, named ACOM, is devised for edge computing in 5G-envisioned IoCV to optimize the task offloading delay and resource utilization of the edge system. More specifically, the multi-objective evolutionary algorithm based on decomposition (MOEA/D) is fully leveraged to generate the available solutions. Then, the optimal offloading solution is obtained by utility evaluation. Eventually, the experimental results demonstrate the effectiveness of ACOM.

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Citations
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Journal ArticleDOI

A Survey on Mobile Augmented Reality With 5G Mobile Edge Computing: Architectures, Applications, and Technical Aspects

TL;DR: The landscape of MAR through the past and its future prospects with respect to the 5G systems and complementary technology MEC are discussed and an informative analysis of the network formation of current and future MAR systems in terms of cloud, edge, localized, and hybrid architectural options is provided.
Journal ArticleDOI

A long short-term memory-based model for greenhouse climate prediction

TL;DR: This work focuses on the six climatic factors that affect crops growth, including temperature, humidity, illumination, carbon dioxide concentration, soil temperature and soil humidity, and proposes a GCP_lstm model for greenhouse climate prediction, which is better than other comparison models.
Journal ArticleDOI

Secure Service Offloading for Internet of Vehicles in SDN-Enabled Mobile Edge Computing

TL;DR: An SDN-based framework for IoV service management is developed to address the inherent uncertainty of edge network by SDN controllers, and the locality-sensitive-hash (LSH) is leveraged to realize utility- and privacy-aware service selection.
Journal ArticleDOI

Modeling Data Redundancy and Cost-Aware Task Allocation in MEC-Enabled Internet-of-Vehicles Applications

TL;DR: A cost model is formulated as an optimization problem, the objective of which is to prompt the MEC server to judiciously allocate computing tasks to nearby MEC servers with the goal of achieving the minimal cost while the latency of tasks is guaranteed.
Journal ArticleDOI

End-edge-cloud collaborative computation offloading for multiple mobile users in heterogeneous edge-server environment

TL;DR: A multi-objective optimization model concerning time consumption and energy consumption of MUs, and resource utilization of ESs, and an end-edge-cloud collaborative computing offloading method based on improved Strength Pareto Evolutionary Algorithm 2 for addressing this mode are established.
References
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Journal ArticleDOI

MOEA/D: A Multiobjective Evolutionary Algorithm Based on Decomposition

TL;DR: Experimental results have demonstrated that MOEA/D with simple decomposition methods outperforms or performs similarly to MOGLS and NSGA-II on multiobjective 0-1 knapsack problems and continuous multiobjectives optimization problems.
Journal ArticleDOI

Xen and the art of virtualization

TL;DR: Xen, an x86 virtual machine monitor which allows multiple commodity operating systems to share conventional hardware in a safe and resource managed fashion, but without sacrificing either performance or functionality, considerably outperform competing commercial and freely available solutions.
Journal ArticleDOI

Integration of Cloud computing and Internet of Things

TL;DR: This paper provides an up-to-date picture of CloudIoT applications in literature, with a focus on their specific research challenges, and identifies open issues and future directions in this field, which it expects to play a leading role in the landscape of the Future Internet.
Journal ArticleDOI

Future Edge Cloud and Edge Computing for Internet of Things Applications

TL;DR: This survey paper investigates the key rationale, the state-of-the-art efforts, the key enabling technologies and research topics, and typical IoT applications benefiting from edge cloud.
Journal ArticleDOI

Internet of Vehicles: Architecture, Protocols, and Security

TL;DR: This work discusses the benefits of IoV along with recent industry standards developed to promote its implementation, and presents recently proposed communication protocols to enable the seamless integration and operation of the IoV.
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