Privacy-Preserving Data Aggregation Techniques for Enhanced Security in Wireless Sensor Networks

AA Vora, T Maheboobbhai, PVM Faaiz… - Enhancing Security in …, 2024 - igi-global.com
In the SecureSense system, the authors propose a machine learning methodology for data
aggregation that prioritizes privacy preservation while maintaining data utility. This approach …

Preserving privacy in wireless sensor networks using reliable data aggregation

F Rahman, E Hoque, SI Ahamed - ACM SIGAPP Applied Computing …, 2011 - dl.acm.org
An important topic addressed by the wireless sensor networks community over the last
several years is the in-network data aggregation. It is significant as well as a challenging …

REBIVE: a reliable private data aggregation scheme for wireless sensor networks

F Rahman, ME Hoque, SI Ahamed - … of the 2011 ACM Symposium on …, 2011 - dl.acm.org
An important topic addressed by the wireless sensor networks community over the last
several years is the in-net work data aggregation. It is significant as well as a challenging …

Blinder: End-to-end Privacy Protection in Sensing Systems via Personalized Federated Learning

X Yang, O Ardakanian - ACM Transactions on Sensor Networks, 2023 - dl.acm.org
This article proposes a sensor data anonymization model that is trained on decentralized
data and strikes a desirable trade-off between data utility and privacy, even in …

Privacy-Preserving Data Aggregation Techniques for Enhanced Efficiency and Security in Wireless Sensor Networks: A Comprehensive Analysis and Evaluation

A Rastogi, H Rastogi, Y Rastogi, D Dubey - arXiv preprint arXiv …, 2024 - arxiv.org
In this paper, we present a multidimensional, highly effective method for aggregating data for
wireless sensor networks while maintaining privacy. The suggested system is resistant to …

GAN-Based Privacy Protection for Public Data Sharing in Wireless Sensor Networks

S Kalyanaraman, S Ponnusamy, S Saju… - Enhancing Security in …, 2024 - igi-global.com
In this study, the authors introduce “SecureNetGAN,” a novel system designed to protect
wireless sensor networks (WSNs) from cyber threats through the use of generative …

Privacy‐preserving robust data aggregation in wireless sensor networks

M Conti, L Zhang, S Roy, R Di Pietro… - Security and …, 2009 - Wiley Online Library
In‐network data aggregation in wireless sensor networks (WSNs) is a technique aimed at
reducing the communication overhead—sensed data are combined into partial results at …

PGAN framework for synthesizing sensor data privately

S Menasria, M Lu, A Dahou - Journal of Information Security and …, 2022 - Elsevier
Some credible third parties collect and share mobile sensor data with users to enhance
scientific innovation. However, since the sensor data contains sensitive attributes, it may …

An efficient privacy preserving data aggregation scheme with constant communication overheads for wireless sensor networks

P Yang, Z Cao, X Dong, TA Zia - IEEE communications letters, 2011 - ieeexplore.ieee.org
Providing efficient data aggregation while preserving data privacy in wireless sensor
networks (WSNs) is a challenging problem. Existing security schemes either incur high …

A privacy-preserving sensor aggregation model based deep learning in large scale internet of things applications

A Kurniawan, M Kyas - 2019 IEEE 17th World Symposium on …, 2019 - ieeexplore.ieee.org
Privacy-preservation in data aggregation in large scale Internet of Things applications is
challenging. Sensitive data from a result of collecting sensor data needs attentions to …