Runtime adaptation of data stream processing systems: The state of the art

V Cardellini, F Lo Presti, M Nardelli… - ACM Computing …, 2022 - dl.acm.org
Data stream processing (DSP) has emerged over the years as the reference paradigm for
the analysis of continuous and fast information flows, which often have to be processed with …

A comprehensive survey on parallelization and elasticity in stream processing

H Röger, R Mayer - ACM Computing Surveys (CSUR), 2019 - dl.acm.org
Stream Processing (SP) has evolved as the leading paradigm to process and gain value
from the high volume of streaming data produced, eg, in the domain of the Internet of Things …

[HTML][HTML] Stream reasoning: A survey and outlook

D Dell'Aglio, E Della Valle, F van Harmelen… - Data …, 2017 - content.iospress.com
Stream reasoning studies the application of inference techniques to data characterised by
being highly dynamic. It can find application in several settings, from Smart Cities to Industry …

Pump up the volume: Processing large data on gpus with fast interconnects

C Lutz, S Breß, S Zeuch, T Rabl, V Markl - Proceedings of the 2020 ACM …, 2020 - dl.acm.org
GPUs have long been discussed as accelerators for database query processing because of
their high processing power and memory bandwidth. However, two main challenges limit the …

Query processing on heterogeneous CPU/GPU systems

V Rosenfeld, S Breß, V Markl - ACM Computing Surveys (CSUR), 2022 - dl.acm.org
Due to their high computational power and internal memory bandwidth, graphic processing
units (GPUs) have been extensively studied by the database systems research community …

Analyzing efficient stream processing on modern hardware

S Zeuch, BD Monte, J Karimov, C Lutz, M Renz… - Proceedings of the …, 2019 - dl.acm.org
Modern Stream Processing Engines (SPEs) process large data volumes under tight latency
constraints. Many SPEs execute processing pipelines using message passing on shared …

[HTML][HTML] A survey on the evolution of stream processing systems

M Fragkoulis, P Carbone, V Kalavri, A Katsifodimos - The VLDB Journal, 2024 - Springer
Stream processing has been an active research field for more than 20 years, but it is now
witnessing its prime time due to recent successful efforts by the research community and …

[HTML][HTML] Industry 4.0 towards Forestry 4.0: Fire detection use case

R Sahal, SH Alsamhi, JG Breslin, MI Ali - Sensors, 2021 - mdpi.com
Forestry 4.0 is inspired by the Industry 4.0 concept, which plays a vital role in the next
industrial generation revolution. It is ushering in a new era for efficient and sustainable forest …

{EdgeWise}: A better stream processing engine for the edge

X Fu, T Ghaffar, JC Davis, D Lee - 2019 USENIX Annual Technical …, 2019 - usenix.org
Many Internet of Things (IoT) applications would benefit if streams of data could be analyzed
rapidly at the Edge, near the data source. However, existing Stream Processing Engines …

Beyond analytics: The evolution of stream processing systems

P Carbone, M Fragkoulis, V Kalavri… - Proceedings of the 2020 …, 2020 - dl.acm.org
Stream processing has been an active research field for more than 20 years, but it is now
witnessing its prime time due to recent successful efforts by the research community and …