A survey on networked data streaming with apache kafka

TP Raptis, A Passarella - IEEE access, 2023 - ieeexplore.ieee.org
Apache Kafka has become a popular solution for managing networked data streaming in a
variety of applications, from industrial to general purpose. This paper systematically surveys …

Distributed intelligence for IoT-based smart cities: a survey

IA Hashem, A Siddiqa, FA Alaba, M Bilal… - Neural Computing and …, 2024 - Springer
The remarkable miniaturization of Internet of Things (IoT)-based systems and the rise of
distributed intelligence are promising research paradigms in the design of smart cities. IoT …

Unsupervised gan-based intrusion detection system using temporal convolutional networks and self-attention

PF de Araujo-Filho, M Naili, G Kaddoum… - … on Network and …, 2023 - ieeexplore.ieee.org
Fifth-generation (5G) networks provide connectivity to a massive number of devices and
boost a plethora of applications in several different domains. However, the large adoption of …

Optimizing Data Ingestion and Streaming for AI Workloads: A Kafka-Centric Approach

B Vyas - International Journal of Multidisciplinary Innovation and …, 2022 - ijmirm.com
Efficiently managing data ingestion and streaming is paramount for enabling Artificial
Intelligence (AI) workloads at scale. This paper proposes a Kafka-centric approach to …

An ensemble deep learning based IDS for IoT using Lambda architecture

R Alghamdi, M Bellaiche - Cybersecurity, 2023 - Springer
Abstract The Internet of Things (IoT) has revolutionized our world today by providing greater
levels of accessibility, connectivity and ease to our everyday lives. It enables massive …

[HTML][HTML] Towards flexible data stream collaboration: Federated Learning in Kafka-ML

AJ Chaves, C Martín, M Díaz - Internet of Things, 2024 - Elsevier
Federated learning is applied in scenarios where organisations lack sufficient data volume
for modelling their business logic and cannot share their data with external parties …

[HTML][HTML] Online learning and continuous model upgrading with data streams through the Kafka-ML framework

A Carnero, C Martín, G Jeon, M Díaz - Future Generation Computer …, 2024 - Elsevier
A pipeline of constant data streams is being built by the Internet of Things (IoT) to monitor
information about the physical environment. In parallel, Artificial Intelligence (AI) is …

Distributed federated and incremental learning for electric vehicles model development in Kafka-ML

A Carnero, O Waqar, C Martín… - 2024 11th International …, 2024 - ieeexplore.ieee.org
With the increasing development and deployment of new systems for efficient and clean
mobility, Electric Vehicles (EVs) are becoming more and more common among people …

Privacy-preserving cloud computing: ecosystem, life cycle, layered architecture and future roadmap

S Ahmadi, M Salehfar - arXiv preprint arXiv:2204.11120, 2022 - arxiv.org
Privacy-Preserving Cloud Computing is an emerging technology with many applications in
various fields. Cloud computing is important because it allows for scalability, adaptability …

[HTML][HTML] A soft sensor open-source methodology for inexpensive monitoring of water quality: A case study of NO3-concentrations

AJ Chaves, C Martín, LL Torres, M Díaz… - Journal of …, 2025 - Elsevier
Abstract Nitrate (NO 3-) concentrations in aquifers constitute a global problem affecting
environmental integrity and public health. Unfortunately, deploying hardware sensors …