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Qian Ai

affiliation not provided to SSRN

  • affiliation not provided to SSRN

SCHOLARLY PAPERS

4

DOWNLOADS

115

TOTAL CITATIONS

0

Scholarly Papers (4)

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1.

A Distributed Model Predictive Control Strategy Based on Digital Twins for Optimal Management of Multi-Energy Virtual Power Plants

Number of pages: 12 Posted: 01 Jul 2025
Yang Gao, Xiao Hu, Qian Ai, Yunqi Wang, Jianguo Zhu and Muhammad Yousif
affiliation not provided to SSRN, Northeast Electric Power University, affiliation not provided to SSRN, The University of Sydney, The University of Sydney and affiliation not provided to SSRN
Downloads 43 (1,209,354)

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MEVPP, digital twin, V2G, dynamic carbon trading, DMPC

2.

Transparent Enhancement of Active Distribution Network Through Fca-Based Blind Decomposition

Number of pages: 11 Posted: 22 Apr 2024
Xing HE, Qian Ai, Zenan Ling, Yuezhong TANG and Robert Qiu
affiliation not provided to SSRN, affiliation not provided to SSRN, Huazhong University of Science and Technology, State Grid Corporation of China and Huazhong University of Science and Technology
Downloads 39 (1,209,354)

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blind decomposition, composite event, free component analysis, free probability, random matrix theory

3.

Multi-Timescale Distributed Control for Multi-Energy Virtual Power Plant Clusters via Cloud-Edge Collaboration

Number of pages: 14 Posted: 09 Jan 2026
Yang Gao, Yunqi Wang, Nan Yang, QIN WANG, Bahman Javadi, Qian Ai and Jianguo Zhu
affiliation not provided to SSRN, The University of Sydney, The University of Sydney, Hong Kong Polytechnic University, Western Sydney University, affiliation not provided to SSRN and The University of Sydney
Downloads 24 (1,436,435)

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Multi-time scale, cloud-edge collaboration, tie-line power sharing, digital twin, distributed control

4.

Variable Graph Attention Temporal Dual Network for Electricity Price Forecasting and Market Risk Warning ​

Number of pages: 15 Posted: 16 Jul 2026
Yulong Jin, Yiduo Xiong, Tao Zheng, Haojie Zhou and Qian Ai
affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 9

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Electricity price forecasting, Market risk warning, Dynamic graph learning, Variable graph attention network, Supervised contrastive learning