Edge-cloud synergy: Unleashing the potential of parallel processing for big data analytics

R Singh, T Kiss - 2022 IEEE 13th Annual Information …, 2022 - ieeexplore.ieee.org
If an edge-node orchestrator can partition Big Data tasks of variable computational
complexity between the edge and cloud resources, major reductions in total task completion …

Optimizing Edge-Cloud Synergy for Big Data Analytics

R Singh, N Kumar - 2023 IEEE 13th Annual Computing and …, 2023 - ieeexplore.ieee.org
High-computational complexity tasks benefit greatly in time requirements by offloading from
edge nodes to cloud resources. In contrast, low-complexity tasks exhibit little competitive …

To offload or not? an analysis of big data offloading strategies from edge to cloud

R Singh, J Kovacs, T Kiss - 2022 IEEE World AI IoT Congress …, 2022 - ieeexplore.ieee.org
Large reductions in completion times can result from transfer of Big Data tasks from edge
nodes to cloud resources, which can reduce the completion times by up to 97% and meet …

Towards analyzing the performance of hybrid edge-cloud processing

D Loghin, L Ramapantulu… - 2019 IEEE International …, 2019 - ieeexplore.ieee.org
While edge computing is gaining traction, organizations operating in geographically
distributed locations are still using cloud computing to collect and post-process data. In this …

Big data processing at the edge with data skew aware resource allocation

H Ahmadvand, T Dargahi, F Foroutan… - … IEEE conference on …, 2021 - ieeexplore.ieee.org
With the increasing number of connected devices and the generation of a large amount of
data, efficient methods are required to deal with the complexities of big data processing …

[图书][B] Cloud Networking for Big Data

D Zeng, L Gu, S Guo - 2015 - Springer
The explosive growth of big data imposes a heavy burden on computation, storage, and
communication resources in today's infrastructure. To efficiently exploit the bulk cloud …

Scalability and performance evaluation of edge cloud systems for latency constrained applications

S Maheshwari, D Raychaudhuri… - 2018 IEEE/ACM …, 2018 - ieeexplore.ieee.org
This paper presents an analysis of the scalability and performance of an edge cloud system
designed to support latency-sensitive applications. A system model for geographically …

JALAD: Joint accuracy-and latency-aware deep structure decoupling for edge-cloud execution

H Li, C Hu, J Jiang, Z Wang, Y Wen… - 2018 IEEE 24th …, 2018 - ieeexplore.ieee.org
Recent years have witnessed a rapid growth of deep-network based services and
applications. A practical and critical problem thus has emerged: how to effectively deploy the …

Edge computing [scanning the issue]

W Shi, G Pallis, Z Xu - Proceedings of the IEEE, 2019 - ieeexplore.ieee.org
In recent years, with the proliferation of the Internet of Things (IoT) and the wide penetration
of wireless networks, the number of edge devices and the data generated from the edge …

Towards making big data applications network-aware in edge-cloud systems

D Haja, B Vass, L Toka - 2019 IEEE 8th International …, 2019 - ieeexplore.ieee.org
The amount of data collected in various IT systems has grown exponentially in the recent
years. So the challenge rises how we can process those huge datasets with the fulfillment of …