Showcasing Data Management Challenges for Future IoT Applications with NebulaStream

A Lep**, HM Pham, L Mons, B Rueb… - Proceedings of the …, 2023 - dl.acm.org
Data management systems will face several new challenges in supporting IoT applications
during the coming years. These challenges arise from managing large numbers of …

NebulaStream: Data Management for the Internet of Things

S Zeuch, X Chatziliadis, A Chaudhary, D Giouroukis… - Datenbank …, 2022 - Springer
Abstract The Internet of Things (IoT) presents a novel computing architecture for data
management: a distributed, highly dynamic, and heterogeneous environment of massive …

Efficient Placement of Decomposable Aggregation Functions for Stream Processing over Large Geo-Distributed Topologies

X Chatziliadis, ET Zacharatou, A Eracar… - Proceedings of the …, 2024 - dl.acm.org
A recent trend in stream processing is offloading the computation of decomposable
aggregation functions (DAF) from cloud nodes to geo-distributed fog/edge devices to …

[PDF][PDF] Incremental Stream Query Merging.

A Chaudhary, S Zeuch, V Markl, J Karimov - EDBT, 2023 - openproceedings.org
ABSTRACT Stream Processing Engines (SPEs) execute long-running queries on
unbounded data streams. They mainly focus on achieving high throughput and low-latency …

COSTREAM: Learned Cost Models for Operator Placement in Edge-Cloud Environments

R Heinrich, C Binnig, H Kornmayer… - arxiv preprint arxiv …, 2024 - arxiv.org
In this work, we present COSTREAM, a novel learned cost model for Distributed Stream
Processing Systems that provides accurate predictions of the execution costs of a streaming …

Monitoring of stream processing engines beyond the cloud: an overview

X Chatziliadis, ET Zacharatou, S Zeuch… - Open Journal of Internet …, 2021 - ronpub.com
The Internet of Things (IoT) is rapidly growing into a network of billions of interconnected
physical devices that constantly stream data. To enable data-driven IoT applications, data …

GALOIS: A Hybrid and Platform-Agnostic Stream Processing Architecture

T Stolz, I Koren, L Tirpitz, S Geisler - … Workshop on Big Data in Emergent …, 2023 - dl.acm.org
With the increasing prevalence of IoT environments, the demand for processing massive
distributed data streams has become a critical challenge. Data Stream Processing on the …

Towards Resilient Data Management for the Internet of Moving Things

EBO Paz, ET Zacharatou, V Markl - 2021 - dl.gi.de
Mobile devices have become ubiquitous; smartphones, tablets and wearables are essential
commodities for many people. The ubiquity of mobile devices combined with their ever …

Using and Enhancing NebulaStream-A Tutorial

S Zeuch, A Chaudhary, V Rosenfeld… - Proceedings of the 18th …, 2024 - dl.acm.org
Soon, more data will be produced outside the cloud than inside. This constantly increasing
amount of data requires new systems that can holistically optimize the processing for so …

[PDF][PDF] Complex event processing for the internet of things

A Ziehn - fog, 2020 - dfki.de
ABSTRACT Complex Event Processing (CEP) enables autonomous and real-time decision
making in data management systems. Today, applications leverage CEP only in cloud …