论文 | X-Laboratory

2026

期刊

Distributed deep reinforcement learning for large-scale hybrid hydrogen/electricity refueling optimization with a data-driven electrolyzer model

Dongdong Li, Liang Liu, Fan Yang, Jiangjiao Xu

International Journal of Electrical Power & Energy Systems2026

Bib

@article{li2026hybridrefueling,
  author  = {Li, Dongdong and Liu, Liang and Yang, Fan and Xu, Jiangjiao},
  title   = {Distributed deep reinforcement learning for large-scale hybrid hydrogen/electricity refueling optimization with a data-driven electrolyzer model},
  journal = {International Journal of Electrical Power & Energy Systems},
  year    = {2026},
  volume  = {179},
  pages   = {112027},
  doi     = {10.1016/j.ijepes.2026.112027}
}

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Nonstationary Multioutput Forecasting Framework With Adaptive Location-Aware Bayesian Sampling for Data-Scarce Smart Grids

Jiangjiao Xu, Shengfan Xu, Zhao Yao, Changjun Jiang, Dongdong Li

IEEE Transactions on Industrial Informatics2026

DOI

Bib

@article{xu2026nonstationary,
  author  = {Xu, Jiangjiao and Xu, Shengfan and Yao, Zhao and Jiang, Changjun and Li, Dongdong},
  title   = {Nonstationary Multioutput Forecasting Framework With Adaptive Location-Aware Bayesian Sampling for Data-Scarce Smart Grids},
  journal = {IEEE Transactions on Industrial Informatics},
  year    = {2026},
  pages   = {1--12},
  doi     = {10.1109/TII.2026.3709572}
}

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Privacy-preserving federated ADMM for distributed OPF meets communication failures

Jiangjiao Xu, Zhiyuan Liu, Fan Yang, Yao Zhao, Dongdong Li

International Journal of Electrical Power & Energy Systems2026

DOI

Bib

@article{xu2026privacy,
  author  = {Xu, Jiangjiao and Liu, Zhiyuan and Yang, Fan and Zhao, Yao and Li, Dongdong},
  title   = {Privacy-preserving federated ADMM for distributed OPF meets communication failures},
  journal = {International Journal of Electrical Power & Energy Systems},
  year    = {2026},
  volume  = {179},
  pages   = {112006},
  doi     = {10.1016/j.ijepes.2026.112006}
}

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Semantic-probabilistic co-optimization framework for distributed non-linear optimal power flow

Jiangjiao Xu, Long Ma, Ke Li, Dongdong Li, Leijiao Ge, Changjun Jiang

International Journal of Electrical Power & Energy Systems2026

DOI

Bib

@article{xu2026semantic,
  author  = {Xu, Jiangjiao and Ma, Long and Li, Ke and Li, Dongdong and Ge, Leijiao and Jiang, Changjun},
  title   = {Semantic-probabilistic co-optimization framework for distributed non-linear optimal power flow},
  journal = {International Journal of Electrical Power & Energy Systems},
  year    = {2026},
  volume  = {177},
  pages   = {111774},
  doi     = {10.1016/j.ijepes.2026.111774}
}

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Smart Generation Control for Interconnected Power System Based on Self-Learning Reward Function

Fan Yang, Yuexing Shi, Jiangjiao Xu, Dongdong Li, S. M. Muyeen, Shunfu Lin

IEEE Transactions on Industrial Informatics2026

DOI

Bib

@article{yang2026smartgeneration,
  author  = {Yang, Fan and Shi, Yuexing and Xu, Jiangjiao and Li, Dongdong and Muyeen, S. M. and Lin, Shunfu},
  title   = {Smart Generation Control for Interconnected Power System Based on Self-Learning Reward Function},
  journal = {IEEE Transactions on Industrial Informatics},
  year    = {2026},
  volume  = {22},
  number  = {2},
  pages   = {649--659},
  doi     = {10.1109/TII.2025.3598467}
}

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其他成果

Decarbonizing Long-haul Heavy-duty Electric Trucks with Co-optimized Corridor Charging Hubs

Jiangjiao Xu, Xinliang Shui, Jianhua Li, Fan Yang, Ke Li, Hongjian Sun, Bo Zhang, Dongdong Li

SSRN2026

DOI

Bib

@article{xu2026truckcorridors,
  author  = {Xu, Jiangjiao and Shui, Xinliang and Li, Jianhua and Yang, Fan and Li, Ke and Sun, Hongjian and Zhang, Bo and Li, Dongdong},
  title   = {Decarbonizing Long-haul Heavy-duty Electric Trucks with Co-optimized Corridor Charging Hubs},
  journal = {SSRN},
  year    = {2026},
  note    = {Preprint, publication status under review},
  doi     = {10.2139/ssrn.7096255}
}

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2025

期刊

A Preference-Based Online Reinforcement Learning With Embedded Communication Failure Solutions in Smart Grid

Yibing Dang, Jiangjiao Xu, Dongdong Li, Hongjian Sun

IEEE Transactions on Industrial Informatics2025

DOI

Bib

@article{dang2025preference,
  author  = {Dang, Yibing and Xu, Jiangjiao and Li, Dongdong and Sun, Hongjian},
  title   = {A Preference-Based Online Reinforcement Learning With Embedded Communication Failure Solutions in Smart Grid},
  journal = {IEEE Transactions on Industrial Informatics},
  year    = {2025},
  volume  = {21},
  number  = {3},
  pages   = {2422--2431},
  doi     = {10.1109/TII.2024.3507203}
}

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Distributed Deep Reinforcement Learning for Data-Driven Water Heater Model in Smart Grid

Jiangjiao Xu, Ting Zheng, Yibing Dang, Fan Yang, Dongdong Li

IEEE Transactions on Smart Grid2025

DOI

Bib

@article{xu2025distributed,
  author  = {Xu, Jiangjiao and Zheng, Ting and Dang, Yibing and Yang, Fan and Li, Dongdong},
  title   = {Distributed Deep Reinforcement Learning for Data-Driven Water Heater Model in Smart Grid},
  journal = {IEEE Transactions on Smart Grid},
  year    = {2025},
  volume  = {16},
  number  = {4},
  pages   = {2900--2912},
  doi     = {10.1109/TSG.2025.3548653}
}

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Meta Reinforcement Learning Based Adaptive and Interpretable Energy Storage Control Meets Dynamic Scenarios

Yibing Dang, Jiangjiao Xu, Fan Yang, Changjun Jiang, Dongdong Li

IEEE Transactions on Sustainable Energy2025

DOI

Bib

@article{dang2025meta,
  author  = {Dang, Yibing and Xu, Jiangjiao and Yang, Fan and Jiang, Changjun and Li, Dongdong},
  title   = {Meta Reinforcement Learning Based Adaptive and Interpretable Energy Storage Control Meets Dynamic Scenarios},
  journal = {IEEE Transactions on Sustainable Energy},
  year    = {2025},
  volume  = {16},
  number  = {4},
  pages   = {2560--2572},
  doi     = {10.1109/TSTE.2025.3555002}
}

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Multiscale Feature Fusion Transformer With Hybrid Attention for Insulator Defect Detection

Jiangjiao Xu, Haiyu Liao, Ke Li, Changjun Jiang, Dongdong Li

IEEE Transactions on Instrumentation and Measurement2025

DOI

Bib

@article{xu2025multiscale,
  author  = {Xu, Jiangjiao and Liao, Haiyu and Li, Ke and Jiang, Changjun and Li, Dongdong},
  title   = {Multiscale Feature Fusion Transformer With Hybrid Attention for Insulator Defect Detection},
  journal = {IEEE Transactions on Instrumentation and Measurement},
  year    = {2025},
  volume  = {74},
  pages   = {1--13},
  doi     = {10.1109/TIM.2025.3568984}
}

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基于出力特征的华东电网新能源统计学特性研究

李建华, 李成奥, 陆建宇, 许江蛟

智慧电力2025

DOI

Bib

@article{li2025eastchina,
  author  = {Li, Jianhua and Li, Chen'gao and Lu, Jianyu and Xu, Jiangjiao},
  title   = {基于出力特征的华东电网新能源统计学特性研究},
  journal = {智慧电力},
  year    = {2025},
  volume  = {53},
  number  = {7},
  pages   = {53--60},
  doi     = {10.20204/j.sp.2025.07007}
}

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2024

期刊

An Automated Few-Shot Learning for Time-Series Forecasting in Smart Grid Under Data Scarcity

Jiangjiao Xu, Ke Li, Dongdong Li

IEEE Transactions on Artificial Intelligence2024

DOI

Bib

@article{xu2024fewshot,
  author  = {Xu, Jiangjiao and Li, Ke and Li, Dongdong},
  title   = {An Automated Few-Shot Learning for Time-Series Forecasting in Smart Grid Under Data Scarcity},
  journal = {IEEE Transactions on Artificial Intelligence},
  year    = {2024},
  volume  = {5},
  number  = {6},
  pages   = {2482--2492},
  doi     = {10.1109/TAI.2024.3358795}
}

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Multioutput Framework for Time-Series Forecasting in Smart Grid Meets Data Scarcity

Jiangjiao Xu, Ke Li, Dongdong Li

IEEE Transactions on Industrial Informatics2024

DOI

Bib

@article{xu2024multioutput,
  author  = {Xu, Jiangjiao and Li, Ke and Li, Dongdong},
  title   = {Multioutput Framework for Time-Series Forecasting in Smart Grid Meets Data Scarcity},
  journal = {IEEE Transactions on Industrial Informatics},
  year    = {2024},
  volume  = {20},
  number  = {9},
  pages   = {11202--11212},
  doi     = {10.1109/TII.2024.3396347}
}

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2022

期刊

Preference based multi-objective reinforcement learning for multi-microgrid system optimization problem in smart grid

Jiangjiao Xu, Ke Li, Mohammad Abusara

Memetic Computing2022

DOI

Bib

@article{xu2022preference,
  author  = {Xu, Jiangjiao and Li, Ke and Abusara, Mohammad},
  title   = {Preference based multi-objective reinforcement learning for multi-microgrid system optimization problem in smart grid},
  journal = {Memetic Computing},
  year    = {2022},
  volume  = {14},
  number  = {2},
  pages   = {225--235},
  doi     = {10.1007/s12293-022-00357-w}
}

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2021

期刊

Electric Water Heaters Management via Reinforcement Learning With Time-Delay in Isolated Microgrids

Jiangjiao Xu, Hisham Mahmood, Hao Xiao, Enrico Anderlini, Mohammad Abusara

IEEE Access2021

DOI

Bib

@article{xu2021waterheaters,
  author  = {Xu, Jiangjiao and Mahmood, Hisham and Xiao, Hao and Anderlini, Enrico and Abusara, Mohammad},
  title   = {Electric Water Heaters Management via Reinforcement Learning With Time-Delay in Isolated Microgrids},
  journal = {IEEE Access},
  year    = {2021},
  volume  = {9},
  pages   = {132569--132579},
  doi     = {10.1109/ACCESS.2021.3112817}
}

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会议

ADMM-based OPF Problem Against Cyber Attacks in Smart Grid

Jiangjiao Xu, Ke Li, Mohammad Abusara, Yan Zhang

IEEE SMC 20212021

Bib

@inproceedings{xu2021smc,
  author    = {Xu, Jiangjiao and Li, Ke and Abusara, Mohammad and Zhang, Yan},
  title     = {ADMM-based OPF Problem Against Cyber Attacks in Smart Grid},
  booktitle = {2021 IEEE International Conference on Systems, Man, and Cybernetics (SMC)},
  year      = {2021},
  pages     = {1418--1423}
}

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Multi-objective Reinforcement Learning Based Multi-microgrid System Optimisation Problem

Jiangjiao Xu, Ke Li, Mohammad Abusara

EMO 20212021

Bib

@inproceedings{xu2021emo,
  author    = {Xu, Jiangjiao and Li, Ke and Abusara, Mohammad},
  title     = {Multi-objective Reinforcement Learning Based Multi-microgrid System Optimisation Problem},
  booktitle = {EMO 2021},
  year      = {2021},
  pages     = {684--696}
}

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2019

期刊

ADMM-Based Distributed OPF Problem Meets Stochastic Communication Delay

Jiangjiao Xu, Hongjian Sun, Chris J. Dent

IEEE Transactions on Smart Grid2019

DOI

Bib

@article{xu2019admm,
  author  = {Xu, Jiangjiao and Sun, Hongjian and Dent, Chris J.},
  title   = {ADMM-Based Distributed OPF Problem Meets Stochastic Communication Delay},
  journal = {IEEE Transactions on Smart Grid},
  year    = {2019},
  volume  = {10},
  number  = {5},
  pages   = {5046--5056},
  doi     = {10.1109/TSG.2018.2873650}
}

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2017

会议

ADMM-based Coordinated Decentralized Voltage Control Meets Practical Communication Systems

Jiangjiao Xu, Hongjian Sun

IEEE ICC Workshops 20172017

DOI

Bib

@inproceedings{xu2017icc,
  author    = {Xu, Jiangjiao and Sun, Hongjian},
  title     = {ADMM-based Coordinated Decentralized Voltage Control Meets Practical Communication Systems},
  booktitle = {IEEE ICC Workshops 2017},
  year      = {2017},
  pages     = {906--910},
  doi       = {10.1109/ICCW.2017.7962774}
}

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2016

会议

The Coordinated Voltage Control Meets Imperfect Communication System

Jiangjiao Xu, Hongjian Sun, Chris Dent

2016 IEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT-Europe)2016

Bib

@inproceedings{xu2016isgt,
  author    = {Xu, Jiangjiao and Sun, Hongjian and Dent, Chris},
  title     = {The Coordinated Voltage Control Meets Imperfect Communication System},
  booktitle = {2016 IEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT-Europe)},
  year      = {2016},
  pages     = {1--5}
}

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