Stream processing on clustered edge devices

R Dautov, S Distefano - IEEE Transactions on Cloud …, 2020 - ieeexplore.ieee.org
… NiFi) stream processing workflow proposed in this paper is to first identify atomic tasks in a
workflow and then parallelize them. This is quite a trivial approach, since a stream processing

Pushing intelligence to the edge with a stream processing architecture

R Dautov, S Distefano, D Bruneo… - … on Internet of Things …, 2017 - ieeexplore.ieee.org
… to enable distributed data processing within a cluster of edge devices, based on a stream
processing architecture. By pushing intelligence to the very edge of the network topology – that …

A data stream processing optimisation framework for edge computing applications

G Amarasinghe, MD De Assuncao… - 2018 IEEE 21st …, 2018 - ieeexplore.ieee.org
… Many edge devices are … stream processing applications using Cloud and edge resources
where certain tasks are performed at the edge for reducing the end-toend latency of processing

Amnis: Optimized stream processing for edge computing

J Xu, B Palanisamy, Q Wang, H Ludwig… - Journal of Parallel and …, 2022 - Elsevier
… As the number of IoT devices increases, large amounts of data get … stream processing
optimization problem and illustrate how Amnis extends the current distributed stream processing

Data-driven stream processing at the edge

EG Renart, J Diaz-Montes… - … on Fog and Edge …, 2017 - ieeexplore.ieee.org
… These devices are generating and consuming unprecedented amounts of data at the edges
… core of the infrastructure to process data. As the number of devices and the amount of data …

Distributed data stream processing and edge computing: A survey on resource elasticity and future directions

MD de Assuncao, A da Silva Veith, R Buyya - Journal of Network and …, 2018 - Elsevier
edge computing for data stream processing. This paper surveys state of the art on stream
processing … features of cloud computing in stream processing. Resource elasticity allows for an …

Spanedge: Towards unifying stream processing over central and near-the-edge data centers

HP Sajjad, K Danniswara… - … Symposium on Edge …, 2016 - ieeexplore.ieee.org
… The aforementioned approach for the stream processing … the network edge and stream
processing applications hosted … of connected devices in the network edge (50 billion devices by …

Latency-aware strategies for deploying data stream processing applications on large cloud-edge infrastructure

A da Silva Veith, MD de Assuncao… - IEEE transactions on …, 2021 - ieeexplore.ieee.org
… data in IoT devices). Operators with stringent requirements are placed on the edge while non-…
with up to 25 devices. The work also ignores states when computing the end-toend latency. …

ECSNeT++: A simulator for distributed stream processing on edge and cloud environments

G Amarasinghe, MD de Assuncao, A Harwood… - Future Generation …, 2020 - Elsevier
… With the increasing computational power of mobile processors, we believe these edge
devices that are located closer to the end users, have potential that is not being fully utilised [19]. …

Autonomous rdf stream processing for iot edge devices

M Nguyen-Duc, A Le-Tuan, JP Calbimonte… - … Technology: 9th Joint …, 2020 - Springer
… These streaming nodes collect data from sensors of … , an edge device can host both a CQELS
node and a streaming node, but we can assume they communicate via an internal process. …