Energy Management

Towards Robust Stability Prediction in Smart Grids: GAN-based Approach under Data Constraints and Adversarial Challenges

Authors: Emad Efatinasab, Alessandro Brighente, Denis Donadel, Mauro Conti, Mirco Rampazzo | Published: 2025-01-27 | Updated: 2025-06-24
Energy Management
Model Extraction Attack
Adversarial Learning
2025.01.27 2025.06.26
Literature Database

Federated Learning for Smart Grid: A Survey on Applications and Potential Vulnerabilities

Authors: Zikai Zhang, Suman Rath, Jiaohao Xu, Tingsong Xiao | Published: 2024-09-16
Energy Management
Privacy Protection
Poisoning
2024.09.16 2025.05.27
Literature Database

Obsidian: Cooperative State-Space Exploration for Performant Inference on Secure ML Accelerators

Authors: Sarbartha Banerjee, Shijia Wei, Prakash Ramrakhyani, Mohit Tiwari | Published: 2024-09-04
Energy Management
Memory Management Method
Optimization Problem
2024.09.04 2025.05.27
Literature Database

When Swarm Learning meets energy series data: A decentralized collaborative learning design based on blockchain

Authors: Lei Xu, Yulong Chen, Yuntian Chen, Longfeng Nie, Xuetao Wei, Liang Xue, Dongxiao Zhang | Published: 2024-06-07
Energy Management
Blockchain Technology
Machine Learning Method
2024.06.07 2025.05.27
Literature Database

Powering the Future of IoT: Federated Learning for Optimized Power Consumption and Enhanced Privacy

Authors: Ghazaleh Shirvani, Saeid Ghasemshirazi | Published: 2024-05-05
Energy Management
Privacy Protection
Resource optimization
2024.05.05 2025.05.27
Literature Database

A review of federated learning in renewable energy applications: Potential, challenges, and future directions

Authors: Albin Grataloup, Stefan Jonas, Angela Meyer | Published: 2023-12-18
Energy Management
Personalization Method
Federated Learning
2023.12.18 2025.05.27
Literature Database

Vulnerability of Machine Learning Approaches Applied in IoT-based Smart Grid: A Review

Authors: Zhenyong Zhang, Mengxiang Liu, Mingyang Sun, Ruilong Deng, Peng Cheng, Dusit Niyato, Mo-Yuen Chow, Jiming Chen | Published: 2023-08-30 | Updated: 2023-12-25
Energy Management
Prompt Injection
Adversarial Training
2023.08.30 2025.05.28
Literature Database

Intrusion Detection Systems for Flying Ad-hoc Networks

Authors: Jordan Quinn, Safdar Hussain Bouk | Published: 2023-06-08
Energy Management
Network Threat Detection
Vulnerability detection
2023.06.08 2025.05.28
Literature Database

Island-based Random Dynamic Voltage Scaling vs ML-Enhanced Power Side-Channel Attacks

Authors: Dake Chen, Christine Goins, Maxwell Waugaman, Georgios D. Dimou, Peter A. Beerel | Published: 2023-06-08 | Updated: 2023-06-13
Watermarking
Energy Management
Attack Evaluation
2023.06.08 2025.05.28
Literature Database

Detecting Hidden Attackers in Photovoltaic Systems Using Machine Learning

Authors: Suman Sourav, Partha P. Biswas, Binbin Chen, Daisuke Mashima | Published: 2022-10-11
Energy Management
Intrusion Detection System
Machine Learning Method
2022.10.11 2025.05.28
Literature Database
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