Search Results for author: Prosanta Gope

Found 6 papers, 1 papers with code

VFLGAN: Vertical Federated Learning-based Generative Adversarial Network for Vertically Partitioned Data Publication

no code implementations15 Apr 2024 Xun Yuan, Yang Yang, Prosanta Gope, Aryan Pasikhani, Biplab Sikdar

Nevertheless, in some scenarios, it has been found that the attributes needed to train an AI model belong to different parties, and they cannot share the raw data for synthetic data publication due to privacy regulations.

Generative Adversarial Network Vertical Federated Learning

Privacy-Preserving Collaborative Split Learning Framework for Smart Grid Load Forecasting

1 code implementation3 Mar 2024 Asif Iqbal, Prosanta Gope, Biplab Sikdar

Under this framework, each GS is responsible for training a personalized model split for their respective neighbourhoods, whereas the SP can train a single global or personalized model for each GS.

energy management Load Forecasting +1

AIDPS:Adaptive Intrusion Detection and Prevention System for Underwater Acoustic Sensor Networks

no code implementations14 Sep 2023 Soumadeep Das, Aryan Mohammadi Pasikhani, Prosanta Gope, John A. Clark, Chintan Patel, Biplab Sikdar

However, a lack of security considerations, the unstable and challenging nature of the underwater environment, and the resource-constrained nature of the sensor nodes used for UW-ASNs (which makes them incapable of adopting security primitives) make the UW-ASN prone to vulnerabilities.

Intrusion Detection

A Novel DDPM-based Ensemble Approach for Energy Theft Detection in Smart Grids

no code implementations30 Jul 2023 Xun Yuan, Yang Yang, Asif Iqbal, Prosanta Gope, Biplab Sikdar

To address these challenges, several unsupervised ETD methods have been proposed, focusing on learning the normal patterns from honest users, specifically the reconstruction of input.

Denoising

Online Dynamic Reliability Evaluation of Wind Turbines based on Drone-assisted Monitoring

no code implementations23 Nov 2022 Sohag Kabir, Koorosh Aslansefat, Prosanta Gope, Felician Campean, Yiannis Papadopoulos

Effective operation and maintenance that ensures the maximum availability of the energy generation process using offshore facilities and minimal production cost are two key factors to improve the competitiveness of this energy source over other traditional sources of energy.

Management

PUF-Phenotype: A Robust and Noise-Resilient Approach to Aid Intra-Group-based Authentication with DRAM-PUFs Using Machine Learning

no code implementations11 Jul 2022 Owen Millwood, Jack Miskelly, Bohao Yang, Prosanta Gope, Elif Kavun, Chenghua Lin

As the demand for highly secure and dependable lightweight systems increases in the modern world, Physically Unclonable Functions (PUFs) continue to promise a lightweight alternative to high-cost encryption techniques and secure key storage.

Denoising

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