Author

Xue Cui

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Open access Sep 2026

Residential Electricity-Use Profiling for Demand-Side Management Using a Convolutional Attention Variational Autoencoder and Adaptive GWO-K-Means Clustering

Residential load profiling can support the design of differentiated demand-side management, but clustering methods are sensitive to representation quality and initialization. We developed a profiling workflow that combines a convolutional attention variational autoencoder (CA-VAE), adaptive gray wolf optimizer K-Means...

Jing Wang, Meng Chen, Meng-Fei Peng et al. · Energies · 0 citations

Open access Jul 2026

Multi-Market Joint Trading of Distributed Resource Aggregators Considering a Carbon–Green Certificate Linkage Mechanism

To address the coupling among bidding decisions, resource allocation, and coordinated utilization of environmental rights for distributed resource aggregators in multiple markets, including the energy market, peak regulation ancillary service market, carbon trading market, and tradable green certificate market, this pa...

Xue Cui, Pingzheng Tong, Zixin Lu et al. · Sustainability · 0 citations