CSEE Journal of Power and Energy Systems

18/09/2025

Published in the CSEE Journal of Power and Energy Systems, this paper introduces an innovative two-stage approach to improve ultra-short-term wind power forecasting accuracy—an essential challenge in smart grids with high wind pe*******on. The authors propose a decomposition-based strategy that first separates the initial wind power data into trend, fluctuation, and residual components, each modeled with tailored prediction algorithms. In the subsequent correction phase, residual errors from the initial prediction are further refined using persistence-based correction techniques. The study conducts both deterministic and probabilistic evaluations of the proposed method and benchmarks its performance against existing models. Simulation results show that the approach significantly reduces prediction errors, offering a practical and effective solution for managing wind power variability in grid operations.



Coauthored by Peng Lu; Zhuo Li; Lin Ye; Ming Pei; Yingying Zheng; Yongning Zhao from China Agricultural University, Beijing, China.



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Highly reliable wind power prediction is feasible and promising for smart grids integrated with large amounts of wind power. However, the strong fluctuation fea

17/09/2025

Data-Sequence Modeling Based Causal Evaluation Method for Power Systems and Spatiotemporal Causality Variation Patterns



Featured in the CSEE Journal of Power and Energy Systems, this paper by the research team addresses a crucial challenge in modern power systems: how to uncover spatiotemporal causality in complex operational environments using data-driven methods. With the advancement of SCADA data acquisition, traditional model-based analyses are increasingly insufficient. This study proposes a novel causal inference approach that combines a multiple data-sequence regression model with the LiNGAM framework, and further enhances it by introducing the FVA-LiNGAM index — a method that incorporates domain-specific causal knowledge and accounts for variable amplitude. Through real-world application to provincial SCADA datasets, the method reveals previously hidden causality variation patterns in operational variables, offering new insights into system behavior and enabling more informed operational decisions. This work paves the way for more precise and intelligent data-based diagnostics in emerging power system architectures.



Coauthored by Qi Chen; Gang Mu; Hongbo Liu; Changgang Wang from Northeast Electric Power University, Jilin, China.



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27/08/2025

CSEE JPES newly published the Issue 4 - 2025.

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40. Multi-branch Residual Multiscale CNN Based Power Transformer Fault Diagnosis on Vibration Signal

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41. Synchronized SVPWM Scheme With Optimized Overmodulation for Three-level NPC Inverters with Low Switching Frequency

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43. Improved Mathematical Model for a Single-ground Arcing Fault in Medium Voltage Distribution Networks

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44. Compatibility of Eco-friendly Gas-insulated Medium HFO-1234ze(E) with Copper and Aluminum

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45. Semi-implicit Continuous Newton Method for Power Flow Analysis

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DOI: 10.17775/CSEEJPES.2024.05770

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32. Charging Strategy of Integrated Onboard EV Charger with Small Intermediate Capacitor

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33. A Practical Planning Method of Gas-fired Power Generator for Integrated Gas-electricity Systems Considering Reliability Index

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34. Three-stage Robust Model for Resilient DERs Planning in Distribution Networks

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36. Cloud-edge-collaboration-based Flexibility Scheduling Strategy Considering Communication and Computation Delay

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37. Detection Framework for Few-shot Voltage Disturbances in Power Systems Using Evaluation Learning

W. X. Sima, H. Zhang, and M. Yang

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38. Surface Potential Characteristics of Polymeric Barriers for a Hybrid Gas-solid Insulation

Y. S. Zheng, Q. F. Liao, B. Deng, Y. L. Wang, and Y. V. Serdyuk

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39. Review of Treatments for Suppressing Surface Charge Accumulation and Enhancing Surface Flashover Voltage

J. X. Sun, H. L. Wang, J. Q. Zheng, Z. Z. Li, J. D. Huo, C. W. Guo, Y. F. Wang, P. Xiao, S. Akram, and D. H. Qin

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23. Parameter Design and Transfer Characteristic Optimization of Floating-ground Capacitive Voltage Divider for Wideband High Voltage Measurement

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24. DC Fault Current Calculation Method and Transient Characteristics of True Bipolar MMC-HVDC Systems

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26. Coordinated Control Strategy for Hybrid Black Start with LCC HVDC System and Auxiliary Synchronous Generator

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27. Efficient Calculation and Component Analysis of Fault Current in MMC-HVDC Grid

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28. Impedance-phase and Magnitude Control Method to Improve Stability of Grid-connected Inverters in Weak Grid

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29. Distributionally Robust Optimization Based Restoration for Integrated Electricity-gas Systems Incorporating Wind Power and Flexible Reserve Capacity Allocations

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30. Distributed Multi-energy Trading in Energy Internet: An Aggregative Game Approach

J. W. Hu, E. H. An, Q. Y. Sun, and B. N. Huang

DOI: 10.17775/CSEEJPES.2021.01990

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22/08/2025

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11. Double-ended Fast Protection System Independent of LCC-VSC-MTDC in Boundary Components

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12. Bi-Level Optimal Dispatching Model for EV-based Virtual Energy Storage System

W. Q. Luo, Y. Yuan, X. X. D**g, and H. Wu

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13. Determination of SCC Contributed by DFIG Under Asymmetrical Short Circuit Fault

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14. Mitigating SSR of Series-compensated DFIG Wind Farms based on Cascaded High-gain State and Perturbation Observers

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15. Failure Rate Prediction of a Power Transformer: A Decomposition-based Bayesian Deep Learning Method

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16. Hybrid Energy Management of Solid Oxide Fuel Cell/Lithium Battery System

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17. Protection for HVDC Transmission Lines Based on Current Ratio of DC Filter and Smoothing Reactor

N. N. Liu, Y. L. Li, T. Li, S. Li, J. H. He, and X. Z. D**g

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18. Real-time Optimization Strategy to Minimize Switching Losses for Three-level NPC Inverter

K. Li, M. Wei, C. Xie, F. J. Deng, J. M. Guerrero, and J. C. Vasquez

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19. Closed-loop DC-transformer Control for Dual-active-bridge Interlinking Converters in DC Microgrids

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20. Multi-Stage Restoration Strategy to Enhance Distribution System Resilience with Improved Conditional Generative Adversarial Nets

W. X. Liu, Y. H. Wang, Q. X. Shi, Q. Yao, and H. Y. Wan

DOI: 10.17775/CSEEJPES.2021.09080

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21/08/2025

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1. Data-sequence Modeling Based Causal Evaluation Method for Power Systems and Spatiotemporal Causality Variation Patterns

Q. Chen, G. Mu, H. B. Liu, and C. G. Wang

DOI: 10.17775/CSEEJPES.2024.03030



2. Two-stage Stochastic Scheduling of Virtual Power Plant based on Transactive Control

M. Song, X. Y. Xu, C. W. Gao, Z. Yan, and M. Shahidehpour

DOI: 10.17775/CSEEJPES.2022.05300



3. Ex-ante and Ex-post Decomposition Strategy for Ultra-short-term Wind Power Prediction

P. Lu, Z. Li, L. Ye, M. Pei, Y. Y. Zheng, and Y. N. Zhao

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4. Preventive-corrective Control for Static Voltage Stability Under Multiple N - 1 Contingencies Considering Wind Power Uncertainty

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5. Large-disturbance Instability Modes of Power System with Synchronous Generator and VSC Interfaced Generation

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6. Interactive Game Based Peak Shaving Management in AC/DC Hybrid Distribution Network

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7. Online Learning-based Optimal Bidding Approach for FTR Market Participants

G. B. Chen, Y. Guo, W. J. Tang, Q. L. Guo, H. B. Sun, and W. Q. Huang

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8. Multi-agent Deep Reinforcement Learning Approach for Temporally Coordinated Demand Response in Microgrids

C. C. Hu, Z. X. Cai, and Y. X. Zhang

DOI: 10.17775/CSEEJPES.2021.05090



9. Subsynchronous Oscillation Characteristics for Direct Drive Wind Farm Based on Complex Torque Coefficient Method

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10. Modeling and Planning of Multi-timescale Flexible Resources in Power Systems

H. Li, N. Zhang, W. H. Bao, Y. Fan, L. D**g, and P. C. Cai

DOI: 10.17775/CSEEJPES.2021.04850

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31/07/2025

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35. Market-based Coordination of Regional Electric and Natural Gas Systems: Peer-to-Peer Energy Trading Model

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DOI: 10.17775/CSEEJPES.2021.03970

36. Review of Non-destructive Testing Methods for Defects in Insulating Polymers

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DOI: 10.17775/CSEEJPES.2023.08020

37. Tracking Control of Vacuum Circuit Breaker Based on a Control Law with Nonlinear Correction Function

Author(s): L. Y. Zhang, Y. X. Wang, Y. Tian, E. Y. D**g, Y. Zhu, and J. Y. Zou

DOI: 10.17775/CSEEJPES.2021.06080

38. Emerging Field Grading Spacer Magnetron Sputtered with a CCTO Layer for DC GIL/GIS

Author(s): J. Li, Y. F. Wang, M. Xiao, H. C. Liang, H. Yao, and B. X. Du

DOI: 10.17775/CSEEJPES.2021.04340

39. Numerical Calculation Model for Obtaining Parameters of Insulation Materials in HVDC-GIL Subjected to Transition Field

Author(s): S. C. Qin, Y. F. Ma, Q. Wang, J. W. Zhang, C. Wang, C. Chen, and Z. C. Shen

DOI: 10.17775/CSEEJPES.2021.03640

40. Average surface potential and average surface temperature shift response as a function of time

Author(s): Q. J. Luo, J. Z. Zhu, H. H. Zhu, and D. Zhang

DOI: 10.17775/CSEEJPES.2024.02430

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30/07/2025

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26. Protection Scheme for MMC-MTDC Transmission Lines Based on Fault Coefficient

Author(s): D. H. Zhang, C. J. Wu, J. H. He, and P. H. Ni

DOI: 10.17775/CSEEJPES.2021.00050

27. Optimal Allocation Strategy for Electric EPSVs and Hydrogen Fuel Cell EPSVs Balancing Resilience and Economics

Author(s): W. Tang, Z. Q. Wang, L. Zhang, B. Zhang, J. Liang, K. Y. Liu, and W. X. Sheng

DOI: 10.17775/CSEEJPES.2021.05430

28. Distributed Frequency Control of Heterogeneous Resources-powered Islanded Microgrid with Enhanced Economic Operation

Author(s): T. H. Meng, W. Zhang, J. L. Yu, Y. Xu, and Z. Q. Cai

DOI: 10.17775/CSEEJPES.2021.04980

29. Interval Economic Dispatch for Commercial Campus Integrated Energy System with Demand Response Considering Multiple Uncertainties

Author(s): X. Sheng, S. J. Lin, W. K. Liang, Y. Pan, and M. B. Liu

DOI: 10.17775/CSEEJPES.2023.00840

30. Demand Response Management with Latency Difference in Distributed Wireless Network

Author(s): Q. F. Ding, Q. L. Liu, H. Shi, and J. Luo

DOI: 10.17775/CSEEJPES.2022.07590

31. An Improved DGA Feature Clustering-based Method for Transformer Fault Diagnosis

Author(s): Y. J. Zhang, J. Feng, and S. Y. Wang

DOI: 10.17775/CSEEJPES.2021.03880

32. Mixed-integer Linear Programming Based Distribution Network Reconfiguration Model Considering Reliability Enhancement

Author(s): J. P. Zhu, Y. Zhou, X. F. D**g, L. Zhou, Q. Zhu, and Y. Yuan

DOI: 10.17775/CSEEJPES.2023.00150

33. Power System Reliability Assessment with Quantification of Demand Response Uncertainty Based on Advanced Sigmoid Cloud Model

Author(s): B. Hu, Y. Sun, W. Huang, C. Z. Shao, T. Niu, X. Cheng, and K. G. Xie

DOI: 10.17775/CSEEJPES.2021.01500

34. Adaptive Inertia Control for Virtual Synchronous Generators to Enhance Response Performance of a Wind-solar-storage Combined Power Generation System

Author(s): H. B. Zhang, H. Y. Zhu, Z. Zhang, and X. F. Gong

DOI: 10.17775/CSEEJPES.2021.04580

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Regular Papers

16. Dynamic Grouping Control of BESS for Remaining Useful Life Extension and Overall Energy Efficiency Improvement in Smoothing Wind Power Fluctuations

Author(s): Y. Yu, D. Y. Chen, Y. W. Wu, B. X. Wang, Y. H. Huo, W. T. Lu, and Z. Q. Mi

DOI: 10.17775/CSEEJPES.2021.09530

17. Distributed Tracking-ADMM Approach for Chance-constrained Energy Management with Stochastic Wind Power

Author(s): W. J. Li, Y. G. Liu, H. J. Liang, Y. C. Man, and F. Z. Li

DOI: 10.17775/CSEEJPES.2021.00540

18. Self-correction Sensor for Measuring Medium DC Voltage Based on Resistance Voltage Divider

Author(s): X. J. Tang, P. Pan, F. Zhang, L. Yan, Y. Y. Lyu, Y. Wu, M. Z. Rong, and B. G. Teklu

DOI: 10.17775/CSEEJPES.2021.00790

19. Improved Control Strategy of Current-source Converter for HVDC System

Author(s): W. W. Zhang, L. L. Chen, X. G. Wei, L. Qi, K. Ji, C. Gao, and Z. Y. He

DOI: 10.17775/CSEEJPES.2022.00190

20. New-type Power System Stabilizers (NPSS) for Damping Wideband Oscillations in Converter-dominated Power Systems

Author(s): J. Shair, X. R. Xie, H. Z. Li, and V. Terzija

DOI: 10.17775/CSEEJPES.2023.02130

21. Simplified EMT Model of Multiple-active-bridge Based Power Electronic Transformer with Integrated Energy Storage

Author(s): J. Z. Xu, C. H. Zheng, W. Y. Xu, M. K. Feng, C. Y. Zhao, and G. Li

DOI: 10.17775/CSEEJPES.2022.08160

22. Large-signal Stability Analysis of a Modular Multilevel Converter Based on Mixed Potential Theory

Author(s): H. H. Yin, Q. M. Xu, X. P. Zhou, X. C. Huang, L. Wang, Z. K. Shuai, and J. M. Guerrero

DOI: 10.17775/CSEEJPES.2021.01150

23. Power Synchronization of Smart Transformers Allowing Universal Operation in Radial and Meshed Grids

Author(s): Z. X. Zou, X. Q. Liu, J. Tang, G. D. Carne, M. Liserre, Z. Wang, and M. Cheng

DOI: 10.17775/CSEEJPES.2021.02350

24. Integrated Planning of Charging Piles and Battery Swapping Stations Considering Spatiotemporal Distribution of Electric Vehicles

Author(s): L. Zhang, R. Y. Huo, G. W. Cai, K. L. Hai, L. Lyu, and P. Wang

DOI: 10.17775/CSEEJPES.2021.05780

25. SOC Balancing Control Based on Multi-agent for Multiple Energy Storage Units in MMC High Power Energy Storage System

Author(s): S. J. Yan, Q. X. Shen, X. J. Li, S. Li, and E. H. Chu

DOI: 10.17775/CSEEJPES.2021.08350

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28/07/2025

CSEE JPES newly published the Issue 3 • May - 2025.

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Regular Papers

6. Data-driven Dynamic Assessment of Wind Farm Frequency Characteristics Based on State Space Mapping

Author(s): J. C. Liu, Z. G. Wang, X. D. Zang, X. L. Li, L. Guo, Q. L. Meng, and C. S. Wang

DOI: 10.17775/CSEEJPES.2023.02430

7. Joint Chance-constrained Economic Dispatch Involving Joint Optimization of Frequency-related Inverter Control and Regulation Reserve Allocation

Author(s): Y. Tian, Z. S. Li, W. C. Wu, and M. Fan

DOI: 10.17775/CSEEJPES.2023.03370

8. Cascaded Sliding-mode Observer for High-order Systems with Lower-triangular Structure

Author(s): T. H. Wen, Y. Q. Lin, Y. Liu, Q. H. Wu, and Y. S. Su

DOI: 10.17775/CSEEJPES.2023.02580

9. Learning to Optimize Joint Chance-constrained Power Dispatch Problems

Author(s): M. Y. Li and J. Mohammadi

DOI: 10.17775/CSEEJPES.2024.05670

10. Impact of Dead-time on Resonance in Doubly Fed Induction Generator Under Weak Grid

Author(s): Z. Din, J. Z. Zhang, Z. Xu, Y. Q. Zhang, and Y. P. Song

DOI: 10.17775/CSEEJPES.2021.00760

11. Efficient and Stable Learning for Distribution Network Operation: A Model-based Reinforcement Learning Approach

Author(s): D. Yan, Z. Shi, X. Y. Wang, Y. Y. Gao, T. J. Pu, and J. Y. Wang

DOI: 10.17775/CSEEJPES.2023.09100

12. Real-time Harmonic Pollution Evaluation Considering Multiple Dynamic Customers

Author(s): S. H. Yang, K. W. Lao, H. X. Hui, Y. L. Chen, and N. Y. Dai

DOI: 10.17775/CSEEJPES.2022.06570

13. Relationships Between Internal Voltage and Power Imbalance Illustrating Characteristics and Roles in System Dynamics of Inertia-controlled DFIG-based Wind Turbines

Author(s): M. H. Wan, X. M. Yuan, and J. B. Hu

DOI: 10.17775/CSEEJPES.2021.05250

14. Event-triggered Time Synchronization Strategy for Distributed Secondary Control Considering Time-varying Delays

Author(s): G. N. Lou, Y. Q. Hong, W. Gu, and J. H. Xie

DOI: 10.17775/CSEEJPES.2021.05640

15. Converters’ Loading Balance and Stability Verification for Doubly-fed Induction Generators

Author(s): S. H. Li

DOI: 10.17775/CSEEJPES.2021.01260

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Special Section Papers

1. Hybrid AC/DC Collection and HVDC Transmission Topology for Large-scale Offshore Wind Farms

Author(s): W. Xiang, R. Tu, M. Y. Han, and J. Y. Wen

DOI: 10.17775/CSEEJPES.2024.05450

2. Topology of the offshore wind integration system using hybrid AC/DC collection and HVDC transmission

Author(s): Z. L. Sun, Z. F. He, N. Y. Liu, R. Zhang, B. Wang, and G. W. Cai

DOI: 10.17775/CSEEJPES.2024.0862

3. Wide-area Active Frequency Control with Multi-Step-Size MPC

Author(s): Y. Xie, S. Y. Ma, J. K. Shen, X. J. Tang, J. M. Ren, and L. W. Zheng

DOI: 10.17775/CSEEJPES.2024.06280

4. Credibility Copula-based Robust Multistage Plan for Industrial Parks Under Exogenous and Endogenous Uncertainties

Author(s): Z. H. Shi, J. J. Chen, Y. X. Wang, Y. L. Zhao, and B. Y. Xu

DOI: 10.17775/CSEEJPES.2024.09120

5. Voltage Support Capacity Improvement for Wind Farms with Reactive Power Substitution Control

Author(s): Y. G. Li, G. R. Zhu, J. H. Lu, and H. Geng

DOI: 10.17775/CSEEJPES.2024.07190

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