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 …

Big data stream processing

OC Marcu, P Bouvry - 2024 - hal.science
This chapter provides students, industry experts, and researchers a high-level and
comprehensive overview of the end-to-end architectures of big data stream processing …

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 …

A systematic map** of performance in distributed stream processing systems

A Vogel, S Henning, O Ertl… - 2023 49th Euromicro …, 2023 - ieeexplore.ieee.org
Several software systems are built upon stream processing architectures to process large
amounts of data in near real-time. Today's distributed stream processing systems (DSPSs) …

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 …

HYPERSONIC: A hybrid parallelization approach for scalable complex event processing

M Yankovitch, I Kolchinsky, A Schuster - Proceedings of the 2022 …, 2022 - dl.acm.org
The ability to promptly and efficiently detect arbitrarily complex patterns in massive real-time
data streams is a crucial requirement in many modern applications. The ever-growing scale …

{FineStream}:{Fine-Grained}{Window-Based} stream processing on {CPU-GPU} integrated architectures

F Zhang, L Yang, S Zhang, B He, W Lu… - 2020 USENIX Annual …, 2020 - usenix.org
Accelerating SQL queries on stream processing by utilizing heterogeneous coprocessors,
such as GPUs, has shown to be an effective approach. Most works show that heterogeneous …

Exploring query processing on CPU-GPU integrated edge device

J Liu, F Zhang, H Li, D Wang, W Wan… - … on Parallel and …, 2022 - ieeexplore.ieee.org
Huge amounts of data have been generated on edge devices every day, which requires
efficient data analytics and management. However, due to the limited computing capacity of …

Parallelizing intra-window join on multicores: An experimental study

S Zhang, Y Mao, J He, PM Grulich, S Zeuch… - Proceedings of the …, 2021 - dl.acm.org
The intra-window join (IaWJ), ie, joining two input streams over a single window, is a core
operation in modern stream processing applications. This paper presents the first …

Fine-grained multi-query stream processing on integrated architectures

F Zhang, C Zhang, L Yang, S Zhang… - … on Parallel and …, 2021 - ieeexplore.ieee.org
Exploring the sharing opportunities among multiple stream queries is crucial for high-
performance stream processing. Modern stream processing necessitates accelerating …