4 papers
Deep-Learning-based Frequency-Domain Watermarking for Energy System Time Series Data Asset Protection
Zhenghao Zhou, Yiyan Li, Xinjie Yu +4
Data has been regarded as a valuable asset with the fast development of artificial intelligence technologies. In this paper, we introduce deep-learning neural network-based frequen…
Environment-Dependent Components Identification of Behind-the-Meter Resources via Inverse Optimization
Chengming Lyu, Zhenfei Tan, Xiaoyuan Xu +3
With the increasing penetration of behind-the-meter (BTM) resources, it is vital to monitor the components of these resources and deduce their response behavior to external environ…
A Two-Stage AI-Powered Motif Mining Method for Efficient Power System Topological Analysis
Yiyan Li, Zhenghao Zhou, Jian Ping +3
Graph motif, defined as the microstructure that appears repeatedly in a large graph, reveals important topological characteristics of the large graph and has gained increasing atte…
Modeling, Prediction and Risk Management of Distribution System Voltages with Non-Gaussian Probability Distributions
Yuanhai Gao, Xiaoyuan Xu, Zheng Yan +3
High renewable energy penetration into power distribution systems causes a substantial risk of exceeding voltage security limits, which needs to be accurately assessed and properly…