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

MD de Assuncao, A da Silva Veith, R Buyya - … of Network and Computer …, 2018 - Elsevier
… , have been developed for processing unbounded data streams in a scalable and … edge
computing for data stream processing. This paper surveys state of the art on stream processing

Amnis: Optimized stream processing for edge computing

J Xu, B Palanisamy, Q Wang, H Ludwig… - … Distributed Computing, 2022 - Elsevier
… We evaluate Amnis using a set of stream processing applications in an edge computing
stream processing applications and compare its performance with the state-of-the-art. …

Evaluation of IoT stream processing at edge computing layer for semantic data enrichment

F Xhafa, B Kilic, P Krause - Future Generation Computer Systems, 2020 - Elsevier
… offloading algorithms for IoT stream processing. Our goal is to study the challenges of
processing an IoT data stream in an Edge computing layer by using real life data stream sets and a …

A data stream processing optimisation framework for edge computing applications

G Amarasinghe, MD De Assuncao… - … Computing (ISORC), 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

Data agility through clustered edge computing and stream processing

R Dautov, S Distefano, D Bruneo… - Concurrency and …, 2021 - Wiley Online Library
… data management and processing. This paper aims to bridge this gap by defining Clustered
Edge Computing – a new approach to enable rapid data processing at the very edge of the …

Data-driven stream processing at the edge

EG Renart, J Diaz-Montes… - … Fog and Edge Computing …, 2017 - ieeexplore.ieee.org
edge stream processing approach with a traditional approach in which the stream processing
… To perform these experiments we deployed two streaming frameworks (based on Apache …

An optimal model for optimizing the placement and parallelism of data stream processing applications on cloud-edge computing

FR De Souza, MD de Assunçao… - … Computing (SBAC …, 2020 - ieeexplore.ieee.org
streams of data, often processed by data stream processing frameworks deployed in the cloud.
Edge computing enables offloading processing from … the time to process data events and …

Investigating edge vs. cloud computing trade-offs for stream processing

P Silva, A Costan, G Antoniu - 2019 IEEE International …, 2019 - ieeexplore.ieee.org
… the throughput between Edge and Cloud for CCTV when the stream processing is performed
partially at the Edge and on the … In our experiments, we observe that Edge computing helps …

Latency-aware placement of data stream analytics on edge computing

A da Silva Veith, MD de Assuncao, L Lefevre - … -Oriented Computing: 16th …, 2018 - Springer
… In contrast, edge computing has become an attractive solution for performing certain
stream processing operations, as many edge devices have non-negligible compute capacity. …

Edge-stream: A stream processing approach for distributed applications on a hierarchical edge-computing system

X Wang, Z Zhou, P Han, T Meng… - … on Edge Computing  …, 2020 - ieeexplore.ieee.org
… of operators to process each element in the stream. Such … new stream processing model,
Edge-Stream, for edge computing … of edge-computing framework based on Edge-Stream model …