Advanced search ?

Object

Intelligent Secure Data Aggregation in WSNs, Journal of Telecommunications and Information Technology, 2025, nr 3
Download

Title: Intelligent Secure Data Aggregation in WSNs, Journal of Telecommunications and Information Technology, 2025, nr 3

Creator:

Semenova, Olena ; Kryvinska, Natalia ; Baraban, Serhii ; Prytula, Maksym ; Martyniuk, Volodymyr

Date:

2025, nr 3

Resource Type:

artykuł

Group publication title:

2025, nr 3, JTIT-artykuły

Description:

kwartalnik

Abstrakt:

The paper discusses the problem of secure data aggregation in wireless sensor networks (WSNs) - a procedure that is of critical importance for reducing energy consumption, minimizing transmission overhead, and thus prolonging network lifetime. Due to the limited computational and energy resources of WSN nodes, traditional aggregation methods often fail to perform effectively in dynamic heterogeneous environments. With such a context taken into consideration, this study emphasizes the potential of artificial intelligence techniques, such as neural networks, genetic algorithms, and fuzzy logic, to enable adaptive aggregation approaches tailored to environmental and network-specific parameters. Furthermore, the integration of fuzzy logic, genetic algorithms, and artificial neural networks into a hybrid system leverages the strengths of each approach, resulting in enhanced adaptability and accuracy of the aggregation process. As part of the investigation, a fuzzy inference system (FIS) model was developed that incorporates attributes such as energy, current load, distance to the base station, and trust level. The model was implemented in Matlab using the Fuzzy Logic Designer toolbox. To further improve system performance, a genetic algorithm was applied to optimize membership functions. In the final phase, the model was transformed into an adaptive neurofuzzy inference system (ANFIS) which was trained using simulated data within Matlab. The simulation results demonstrate that the proposed hybrid approach ensures flexible, robust and energy-efficient control of the data aggregation process under dynamically changing conditions in which WSNs operate.

Number:

3

Publisher:

National Institute of Telecommunications

Resource Identifier:

oai:bc.itl.waw.pl:2409

DOI:

10.26636/jtit.2025.3.2220

eISSN:

on-line: ISSN 1899-8852

Source:

Journal of Telecommunications and Information Technology

Language:

ang

Rights Management:

Biblioteka Naukowa Instytutu Łączności

License:

CC BY 4.0

Subject and keywords:

artificial intelligence data aggregation fuzzy logic security wireless sensor networks

Object collections:

Last modified:

Oct 2, 2025

In our library since:

Oct 2, 2025

Number of object content hits:

0

All available object's versions:

https://bc.itl.waw.pl/publication/2727

Show description in RDF format:

RDF

Show description in OAI-PMH format:

OAI-PMH

Edition name Date
Semenova, Olena; Kryvinska, Natalia; Baraban, Serhii, Intelligent Secure Data Aggregation in WSNs, Journal of Telecommunications and Information Technology, 2025, Oct 2, 2025

Objects Similar
A Survey of Energy Efficient Security Architectures and Protocols for Wireless Sensor Networks, Journal of Telecommunications and Information Technology, 2012, nr 3

Niewiadomska-Szynkiewicz, Ewa Daniluk, Krzysztof

2012, nr 3
artykuł
Fuzzy logic classifier for radio signals recognition, Journal of Telecommunications and Information Technology, 2001, nr 2

Łopatka, Jerzy Pędzisz, Maciej

2001, nr 2
artykuł
Fuzzy Clustering with Multi-Constraint QoS Service Routing in Wireless Sensor Networks, Journal of Telecommunications and Information Technology, 2019, nr 1

Patil, Siddarama R. Agarkhed, Jayashree Kadrolli, Vijayalaxmi

2019, nr 1
artykuł
L-SCANN: Logarithmic Subcentroid and Nearest Neighbor , Journal of Telecommunications and Information Technology, 2016, nr 4

Ahmad, Tohari Muchammad, Kharisma

2016, nr 4
artykuł
Introduction to Big Data Management Based on Agent Oriented Cyber Security, Journal of Telecommunications and Information Technology, 2017, nr 1

Raiyn, Jamal

2017, nr 1
czasopismo
Multicast Connections in Wireless Sensor Networks with Topology Control, Journal of Telecommunications and Information Technology, 2016, nr 1

Stachowiak, Krzysztof Piechowiak, Maciej Bartczak, Tomasz

2016, nr 1
artykuł
Digital Fingerprinting Based on Quaternion Encryption Scheme for Gray-Tone Images, Journal of Telecommunications and Information Technology, 2014, nr 2

Rykaczewski, Roman Dzwonkowski, Mariusz Czaplewski, Bartosz

2014, nr 2
artykuł
EARPC – Energy Aware Routing Protocol for Cooperative MIMO Scheme in WSNs, Journal of Telecommunications and Information Technology, 2020, nr 3

Reddy, Kummathi Chenna M. N., Thippeswamy Devanagavi Geetha D.

2020, nr 3
artykuł
More
×

Citation

Citation style:

Contact details

Address

Instytut Łączności – Państwowy Instytut Badawczy ul. Szachowa 1 04-894 Warszawa

Phone

(+48) 5128 696

E-Mail

biblioteka@il-pib.pl

Visit us!

This page uses 'cookies'. More information