Ning Zhang
Home
Biography
Research
Publications
Patents
Fundings
Services
Talks
Updates
Research
Multi-Energy Systems
Planning & Operation
Renewable Energy
Data Analytics
Carbon Emission Flow
Teaching
Supervising
Courses

Publications

Books & Chapters

  1. Ning Zhang, Chongqing Kang, Ershun Du and Yi Wang. Analytics and Optimization for Renewable Energy Integration. Boca Raton, FL: CRC Press. 2019. “Link”

  2. Ning Zhang, Ershun Du, Hui Li, Zhidong Wang, Zhenyu Zhuo, Chongqing Kang. Power System Optimization Planning Under Strong Uncertainty Environment. China Electric Power Press. 2021/04. ISBN 978-7-51-985562-8.

  3. Haozhong Cheng , Zhidong Wang , Ning Zhang, Yaowu Wu, Haoyong Chen. Theory and method of transmission network planning with high proportion of renewable energy connected to the grid. Science Press. 2021/1. ISBN 978-7-03-066660-4.

Published Journal Papers

… … 2023… …

  1. Hongyi Wei, Wei Wang, Chen Fang, Yuxiao Liu, Ning Zhang, and Chongqing Kang, Online Distribution System Topology Monitoring With Limited Smart Meter Communication,“ in IEEE Transactions on Power Systems, doi: 10.1109/TPWRS.2022.3227904, 2023. ”Link"

  2. Hongyang Jia, Qingchun Hou, Pei Yong, Yuxiao Liu, Ning Zhang, Dong Liu and Mengxi Hou. Voltage stability constrained operation optimization: an ensemble oblique regression tree method. IEEE Transactions on Power Systems, 2023. “Link”

  3. Jiawei Zhang, Zhichao Chen, Ning Zhang, Xianfeng Zhang. Frequency-constrained unit commitments with linear rules extracted from simulation results considering regulations from battery storage, Journal of Modern Power Systems and Clean Energy, accepted, in press, 2023

  4. Haiyang Jiang, Ershun Du, Ning Zhang, Zhenyu Zhuo, Peng Wang, Zhidong Wang, and Yan Zhang. Renewable electric energy system planning considering seasonal electricity imbalance risk, in IEEE Transactions on Power Systems, accepted, in press, doi: 10.1109/TPWRS.2022.3229568. “Link”

  5. Jiawei Zhang, Hongyang Jia, Ning Zhang. Alternate support vector machine decision trees for power systems rule extractions. IEEE Transactions on Power Systems. 2023, 38(1): 980-983. “Link”

  6. Jiawei Zhang, Ning Zhang and Yi Ge, Energy storage placements for renewable energy fluctuations: a practical study. IEEE Transactions on Power Systems. 2023. doi: 10.1109/TPWRS.2022.3214983. “Link”

  7. Fangyuan Si, Ning Zhang, Yi Wang, Peng-Yong Kong, Wenjie Qiao, Distributed optimization for integrated energy systems with secure multi-party computation. IEEE Internet of Things Journal. accepted, in press. “Link”

  8. Kangping Li, Yuxi Wang, Ning Zhang, Fei Wang. Precision and accuracy co-optimization based demand response baseline load estimation using bi-directional data. IEEE Transactions on Smart Grid, 2023,14(1): 266-276. “Link”

  9. Kangping Li, Yuqing Wang, Ning Zhang, Fei Wang, Chunyi Huang. Spatio-temporal granularity co-optimization based monthly electricity consumption forecasting. CSEE Journal of Power and Energy Systems, Early Access, 2023. “Link”

  10. Ning Zhang, Hongyang Jia, Qingchun Hou, Ziyang Zhang, Tian Xia, Xiao Cai, Jiaxin Wang, “Data-Driven Security and Stability Rule in High Renewable Penetrated Power System Operation,” in Proceedings of the IEEE, 2022, doi: 10.1109/JPROC.2022.3192719. “Link”

  11. Hai Li, Ning Zhang, Weihan Bao, Yue Fan, Ling Dong, and Pengcheng Cai. Modeling and Planning of Multi-Timescale Flexible Resources in Power Systems. CSEE Journal of Power and Energy Systems. accepted, in press, 2023. “Link”

  12. Lascelle, Mauricette, Zihang Dong, Linan Zhang, Xi Zhang, Ning Zhang, and Goran Strbac. Resilience enhancement of an urban energy system via coordinated vehicle-to-grid control strategies. CSEE Journal of Power and Energy Systems (2022). DOI: 10.17775/CSEEJPES.2022.05270 “Link”
    … … 2022… …

  13. Zhenyu Zhuo, Ershun Du, Ning Zhang, Chris P. Nielsen, Xi Lu, Jinyu Xiao, Jiawei Wu and Chongqing Kang*. Cost increase in the electricity supply to achieve carbon neutrality in China. Nature Communication. 13, 3172 (2022). “Link”

  14. Ning Zhang, Haiyang Jiang, Ershun Du*, Zhenyu Zhuo, Peng Wang, Zhidong Wang, Yan Zhang. An Efficient Power System Planning Model Considering Year-round Hourly Operation Simulation. IEEE Transactions on Power Systems, 2022, 37(6): 4925-4935. “Link”

  15. Zhenyu Zhuo, Ning Zhang, Qingchun Hou, Ershun Du and Chongqing Kang, Backcasting technical and policy targets for constructing low-carbon power systems. IEEE Transactions on Power Systems, 2022, 37(6): 4896-4911. “Link”

  16. Pei Yong, Ning Zhang, Qingchun Hou, Yuxiao Liu, and Chongqing Kang. Analytical Adequacy Evaluation for Power Consumers with UPS in Distribution Networks, IEEE Transactions on Smart Grid, 2022,13(6): 4424-4435. “Link”

  17. Tian Xia, Yaowang Li, Ning Zhang, Chongqing Kang, Role of compressed air energy storage in urban integrated energy systems with increasing wind penetration, Renewable and Sustainable Energy Reviews, 2022, 160, 112203. “Link”

  18. Haiyang Jiang, Buyang Qi, Ershun Du, Ning Zhang, Xiu Yang, Fang Yang, Zhaoyuan Wu, Modeling Hydrogen Supply Chain in Renewable Electric Energy System Planning, IEEE Transactions on Industry Applications, 2022, 58(2): 2780-2791. “Link”

  19. Pei Yong, Ning Zhang, Yuxiao Liu, Qingchun Hou, Yaowang Li and Chongqing Kang*, Exploring the Cellular Base Station Dispatch Potential Towards Power System Frequency Regulation, IEEE Transactions on Power Systems, 2022, 37(1): 820-823. “Link”

  20. Wujing Huang, Xi Zhang, Kangping Li, Ning Zhang, Goran Strbac and Chongqing Kang, Resilience oriented planning of urban multi-energy systems with generalized energy storage sources, IEEE Transactions on Power Systems, 2022, 37(4): 2906-2918. “Link”

  21. Jiawei Zhang, Peng Wang and Ning Zhang. Frequency regulation from distributed energy resource using cloud-edge collaborations under wireless environments. IEEE Transactions on Power Systems, 2022, 69(3), 720-728. “Link”

  22. Hai Li, Ning Zhang, Yue Fan, Ling Dong, Pengcheng Cai. Decomposed modeling of controllable and uncontrollable components in power systems with high penetration of renewable energies, Journal of Modern Power Systems and Clean Energy, 2022, 10(5): 1164-1173. “Link”

  23. Jiawei Zhang, Yi Wang, Mingyang Sun, and Ning Zhang, Two-Stage Bootstrap Sampling for Probabilistic Load Forecasting, IEEE Transactions on Engineering Management. 2022, 69(3): 720-728.

  24. Yanghao Yu, Ershun Du, Zhichao Chen, Yibo Su, Xianfeng Zhang, Hongbin Yang, Peng Wang, Ning Zhang*. Optimal portfolio of a 100% renewable energy generation base supported by concentrating solar power. Renewable and Sustainable Energy Reviews, 2022, 170: 112937. “Link”

  25. Sijie Chen, Hanning Mi, Jian Ping, Zheng Yan, Zeyu Shen, Xuezhi Liu, Ning Zhang, Qing Xia and Chongqing Kang. A blockchain consensus mechanism that uses Proof of Solution to optimize energy dispatch and trading. Nature Energy 7, 495–502 (2022). https:doi.org10.1038s41560-022-01027-4. “Link”

  26. Zihang Dong, Xi Zhang, Ning Zhang, Chongqing Kang, Goran Strbac, A distributed robust control strategy for electric vehicles to enhance resilience in urban energy systems, Advances in Applied Energy, 2023, 9: 100115. “Link”

  27. Mirna Gržanić, Tomislav Capuder, Ning Zhang, Wujing Huang, Prosumers as active market participants: A systematic review of evolution of opportunities, models and challenges, Renewable and Sustainable Energy Reviews, Volume 154, 2022, 111859, ISSN 1364-0321. “Link”

  28. Shihao Zhao, Kang Li, Zhile Yang, Xinzhi Xu, Ning Zhang, A new power system active rescheduling method considering the dispatchable plug-in electric vehicles and intermittent renewable energies, Applied Energy, 2022, 314: 118715. “Link”

  29. Xiaodong Zhu, Shihao Zhao, Zhile Yang, Ning Zhang*, Xinzhi Xu, A parallel meta-heuristic method for solving large scale unit commitment considering the integration of new energy sectors, Energy, 2022, 238: 121829. “Link”

  30. Huan Zhu, Hu Li, Guojing Liu, Yi Ge, Jing Shi, Hai Li, Ning Zhang, Energy Storage in High Renewable Penetration Power Systems: Technologies, Applications, Supporting Policies and Suggestions. CSEE Journal of Power and Energy Systems, accepted, in press, doi: 10.17775/CSEEJPES.2020.00090. “Link”

  31. Xiaochao Hou, Kai Sun, Ning Zhang, Fei Teng, Xi Zhang and Tim C. Green, Priority-Driven Self-Optimizing Power Control Scheme for Interlinking Converters of Hybrid AC/DC Microgrid Clusters in Decentralized Manner, IEEE Transactions on Power Electronics, 2022, 37(5), 5970-5983. “Link”

  32. Bodi Cui, Yang Weng, Ning Zhang, A feature extraction and machine learning framework for bearing fault diagnosis, Renewable Energy, 2022, 191, 987-997. “Link”

  33. Matija Kostelac, Ivan Pavić, Ning Zhang, Tomislav Capuder, Uncertainty modelling of an industry facility as a multi-energy demand response provider, Applied Energy, 2022, 307, 118215. “Link”

  34. Han Wang, Ning Zhang, Ershun Du, Jie Yan, Shuang Han, Yongqian Liu. A comprehensive review for wind, solar, and electrical load forecasting methods. Global Energy Interconnection. 2022. 5(1). 9-30. “Link”
    … … 2021… …

  35. Kangping Li, Jichuan Yan, Lin Hu, Fei Wang, Ning Zhang, Two-stage Decoupled Estimation Approach of Aggregated Baseline Load under High Penetration of Behind-the-Meter PV System. IEEE Transactions on Smart Grid, 2021, 12(6), 4876-4885. “Link”

  36. Jiawei Zhang, Peng Wang, Ning Zhang, Distribution Network Admittance Matrix Estimation with Linear Regression, IEEE Transactions on Power Systems, 2021, 36(5), 4896-4899. “Link”

  37. Pei Yong, Ning Zhang, Qingchun Hou, Yuxiao Liu, Fei Teng, Song Ci, Chongqing Kang. Evaluating the Dispatchable Capacity of Base Station Backup Batteries in Distribution Networks. IEEE Transactions on Smart Grid. 2021, 12(5), 3966-3979. “Link”

  38. Hongjie He, Ershun Du, Ning Zhang, Xuebin Wang, Chongqing Kang. Enhancing the Power Grid Flexibility with Battery Energy Storage Transportation and Transmission Switching. Applied Energy. 2021, 290: 116692. “Link”

  39. Ning Zhang, Haiyang Jiang, Yaowang Li, Pei Yong, Mingxuan Li, Huan Zhu, Song Ci, Chongqing Kang. Aggregating Distributed Energy Storage: Cloud-Based Flexibility Services From China, IEEE Power and Energy Magazine, 2021, 19(4), 63-73. “Link”

  40. Yuxiao Liu, Ning Zhang, Dan Wu, Audun Botterud, Rui Yao, Chongqing Kang. Searching for Critical Power System Cascading Failures with Graph Convolutional Network. IEEE Transactions on Control of Network Systems, 2021, 8(3), 1304-1313. “Link”

  41. Wujing Huang, Ershun Du, Tomislav Capuder, Xi Zhang, Ning Zhang, Goran Strbac, and Chongqing Kang*, Reliability and Vulnerability Assessment of Multi-Energy Systems: An Energy Hub Based Method. IEEE Transactions on Power Systems, 2021, 36(5), 3948-3959. “Link”

  42. Ershun Du, Haiyang Jiang, Jinyu Xiao, Jinming Hou, Ning Zhang, Chongqing Kang. Preliminary analysis of Long-term Storage Requirement in Enabling High Renewable Energy Penetration: A Case of East Asia. IET Renewable Power Generation, 2021, 15, (6). 1255-1269. “Link”

  43. Pei Yong, Yi Wang, Tomislav Capuder, Zhenfei Tan, Ning Zhang, and Chongqing Kang, Steady-State Security Region of Energy Hub: Modeling, Calculation, and Applications in Planning. International Journal of Electrical Power and Energy Systems, 2021, 125, 106551. “Link”

  44. Yuxiao Liu, Bolun Xu, Audun Botterud, Ning Zhang, and Chongqing Kang, Bounding Regression Errors in Data-driven Power Grid Steady-state Models, IEEE Transactions on Power Systems, 2021, 36(2), 1023-1033. doi: 10.1109/TPWRS.2020.3017684. “Link”

  45. Qingchun Hou, Ning Zhang, Daniel S. Kirschen, Ershun Du, Yaohua Cheng and Chongqing Kang, Sparse Oblique Decision Tree for Power System Security Rules Extraction and Embedding, IEEE Transactions on Power Systems, 2021,36(2): 1605-1615. “Link”

  46. Peng Wang, Ershun Du, Ning Zhang, Xinzhi Xu, Yi Gao. Power system planning with high renewable energy penetration considering demand response J. Global Energy Interconnection, 2021, 4(1):69-80. “Link”

  47. Tingqi Zhang, Mingyang Sun, Jochen Cremer, Ning Zhang, Goran Strbac, Chongqing Kang. A Confidence-Aware Machine Learning Framework for Dynamic Security Assessment. IEEE Transactions on Power Systems. 2021,36(2): 3907-3920. “Link”

  48. Giorgia Pulazza, Ning Zhang, Chongqing Kang, Carlo Alberto Nucci. Transmission Planning with Battery-based Energy Storage Transportation for Power Systems with High Penetration of Renewable Energy. IEEE Transactions on Power Systems, 2021,36(2): 4928-4940. “Link”

  49. Sijie Chen, Zeyu Shen, Ling Zhang, Zheng Yan, Canbing Li, Ning Zhang, Jianzhong Wu, A trusted energy trading framework by marrying blockchain and optimization. Advances in Applied Energy, 2021,100029. “Link”

  50. Xiaodong Zhu, Shihao Zhao, Zhile Yang, Ning Zhang, Xinzhi Xu, A parallel meta-heuristic method for solving large scale unit commitment considering the integration of new energy sectors, Energy, 2021, 121829. “Link”

  51. Zhongda Chu, Ning Zhang and Fei Teng, Frequency-Constrained Resilient Scheduling of Microgrid: A Distributionally Robust Approach, IEEE Transactions on Smart Grid, 2021, 12(6), 4914-4925. “Link”

  52. Chongyu Zhang, Xi Lu, Guo Ren, Shi Chen, Chengyu Hu, Zhaoyang Kong, Ning Zhang, Aoife M. Foley. Optimal allocation of onshore wind power in China based on cluster analysis. Applied Energy, 2021, 285: 116482. “Link”
    … … 2020… …

  53. Tian Xia, Wujing Huang, Xi Lu, Ning Zhang, Chongqing Kang, Planning District Multiple Energy Systems Considering Year-Round Operation, Energy, 2020, 118829. “Link”

  54. Qingchun Hou, Yanghao Yu, Ershun Du, Hongjie He, Ning Zhang, Chongqing Kang, Guojing Liu, Huan Zhu, Embedding Scrapping Criterion and Degradation Model in Optimal Operation of Peak-shaving Lithium-ion Battery Energy Storage, Applied Energy, 2020, 278: 115601. “Link”

  55. Shu Zhang, Yi Wang, Yutian Zhang, Dan Wang, and Ning Zhang, Load Probability Density Forecasting by Transforming and Combining Quantile Forecasts, Applied Energy, 2020, 277: 115600. “Link”

  56. Ziyang Zhang, Ershun Du, Fei Teng, Ning Zhang, Chongqing Kang. Modeling Frequency Dynamics in Unit Commitment with a High Share of Renewable Energy. IEEE Transactions on Power Systems. 2020,35(6): 4383-4395. “Link”

  57. Ziyang Zhang, Ershun Du, Guiping Zhu, Ning Zhang, Chongqing Kang, Huimin Qian, João P. S. Catalão. Modeling Frequency Response Dynamics in Power System Scheduling. Electric Power Systems Research, 2020, 189: 106549. “LInk”

  58. Yi Wang, Gabriela Hug, Zijie Liu, Ning Zhang. Modeling Load Forecast Uncertainty Using Generative Adversarial Networks. Electric Power Systems Research, 2020, 189: 106732. “Link”

  59. Wujing Huang, Ning Zhang, Yaohua Cheng, Jingwei Yang, Yi Wang, Chongqing Kang. Multienergy Networks Analytics: Standardized Modeling, Optimization and Low Carbon Analysis. Proceedings of IEEE. 2020, 108(9): 1411 - 1436. “Link”

  60. Jiawei Zhang, Yi Wang, Yang Weng, and Ning Zhang, Topology Identification and Line Parameter Estimation for non-PMU Distribution Network: A Numerical Method. IEEE Transactions on Smart Grid, 2020, 11(5): 4440-4453. “Link”

  61. Jian Zhang, Ruoxuan Leng, Muyu Chen, Xin Tian, Ning Zhang, The future role of nuclear power in the coal dominated power system: The case of Shandong, Journal of Cleaner Production, 2020, 256, 120744. “Link”

  62. Zhaoyuan Wu, Ming Zhou, Jianxiao Wang, Ershun Du, Ning Zhang, Gingyin Li, Profit-Sharing Mechanism for Aggregation of Wind Farms and Concentrating Solar Power, IEEE Transactions on Sustainable Energy. 2020, 11(4): 2606-2616. “Link”

  63. Wujing Huang, Ning Zhang, Yi Wang, Tomislav Capuder, Igor Kuzle, and Chongqing Kang*, Matrix Modeling of Energy Hub with Variable Energy Conversion Efficiencies, International Journal of Electrical Power & Energy Systems, 2020, 119: 105876. “Link”

  64. Yaohua Cheng, Ning Zhang, Daniel S. Kirschen, Wujing Huang, Chongqing Kang. Planning multiple energy systems for low-carbon districts with high penetration of renewable energy: An empirical study in China. Applied Energy, 2020, 261: 114390. “Link”

  65. Yuxiao Liu, Yi Wang, Ning Zhang, Dan Lu, and Chongqing Kang, A Data-driven Approach to Linearize Power Flow Equations Considering Measurement Noise. IEEE Transactions on Smart Grid, 2020, 11(3): 2576-2587. “Link”

  66. Zhenyu Zhuo, Ning Zhang, Jingwei Yang, Chongqing Kang*, Charlie Smith, Mark J. O’Malley, and Benjamin Kroposki. Transmission Expansion Planning Test System for ACDC Hybrid Grid with High Variable Renewable Energy Penetration. IEEE Transactions on Power Systems/, 2020, 35(4):2597-2608. “Link”

  67. Wujing Huang, Ning Zhang, Chongqing Kang, Tomislav Capuder, Ninoslav Holjevac, Igor Kuzle, Beijing subsidiary administrative center multi-energy systems: an optimal configuration planning, Electric Power Systems Research 179 (2020) 106082. “Link”

  68. Yuxiao Liu, Yi Wang, Pei Yong, Ning Zhang, Chongqing Kang, and Dan Lu. Fast Power System Cascading Failure Path Searching with High Wind Power Penetration. IEEE Transactions on Sustainable Energy, accepted, in press. “Link”

  69. Jingwei Yang, Audun Botterud, Ning Zhang, Yunqiang Lu, Chongqing Kang. A Cost-Sharing Approach for Decentralized Electricity-Heat Operation with Renewables. IEEE Transactions on Sustainable Energy, 2020,11(2): 1679- 1690. “Link”

  70. Tianyi Li, Yi Wang, Ning Zhang. Combining Probability Density Forecasts for Power Electrical Loads. IEEE Transactions on Smart Grid, vol. 11, no. 2, pp. 1679-1690, March 2020, doi: 10.1109/TSG.2019.2942024. “Link”.

  71. Qingchun Hou, Ershun Du, Ning Zhang, Chongqing Kang, Impact of High Renewable Penetration on the Power System Operation Mode: A Data-Driven Approach. IEEE Transactions on Power Systems, 2020, 35(1): 731-741. “Link”

  72. Yaohua Cheng, Ning Zhang, Baosen Zhang, Chongqing Kang, Weimin Xi and Mengshuang Feng, Low-Carbon Operation of Multiple Energy Systems Based on Energy-Carbon Integrated Prices, IEEE Transactions on Smart Grid,vol. 11, no. 2, pp. 1307-1318, March 2020, doi: 10.1109/TSG.2019.2935736., “Link”.

  73. Zhenyu Zhuo, Ershun Du, Ning Zhang, Chongqing Kang, Qing Xia and Zhidong Wang, Incorporating Massive Scenarios in Transmission Expansion Planning with High Renewable Energy Penetration. IEEE Transactions on Power Systems,vol. 35, no. 2, pp. 1061-1074, March 2020, doi: 10.1109/TPWRS.2019.2938618, “Link”.

  74. Jian Zhang, Ruoxuan Leng, Muyu Chen, Xin Tian, Ning Zhang, The future role of nuclear power in the coal dominated power system: The case of Shandong, Journal of Cleaner Production, 2020, 256, 120744. “Link”

  75. Yuxiao Liu, Yi Wang, Ning Zhang, Dan Lu, and Chongqing Kang, A Data-driven Approach to Linearize Power Flow Equations Considering Measurement Noise. IEEE Transactions on Smart Grid, vol. 11, no. 3, pp. 2576-2587, May 2020, doi: 10.1109/TSG.2019.2957799. “Link”

  76. Wujing Huang, Ning Zhang, Yi Wang, Tomislav Capuder, Igor Kuzle, and Chongqing Kang, Matrix Modeling of Energy Hub with Variable Energy Conversion Efficiencies, International Journal of Electrical Power & Energy Systems, 2020,119,105876.“Link”

  77. Qingchun Hou, Ershun Du, Ning Zhang, Chongqing Kang, Impact of High Renewable Penetration on the Power System Operation Mode: A Data-Driven Approach. IEEE Transactions on Power Systems, 2020, 35(1): 731-741. “Link”

  78. Jingwei Yang, Ning Zhang, Audun Botterud and Chongqing Kang, On an Equivalent Representation of the Dynamics in District Heating Networks for Combined Electricity-Heat Operation, IEEE Transactions on Power Systems. 2020, 35(1): 560-570. “Link”

  79. Jingwei Yang, Ning Zhang, Audun Botterud, Chongqing Kang. Situation awareness of electricity-gas coupled systems with a multi-port equivalent gas network model, Applied Energy, 2020, 258: 114029. “Link”

  80. Wujing Huang, Ning Zhang, Chongqing Kang Tomislav Capuder, Ninoslav Holjevac, Igor Kuzle, Beijing subsidiary administrative center multi-energy systems: an optimal configuration planning, Electric Power Systems Research 179 (2020) 106082. “Link”

  81. Yaohua Cheng, Ning Zhang, Daniel S. Kirschen, Wujing Huang, Chongqing Kang. Planning multiple energy systems for low-carbon districts with high penetration of renewable energy: An empirical study in China. Applied Energy, 2020, 261, 114390. “Link”
    … … 2019… …

  82. Ning Zhang, Jiangnan Cheng, Yi Wang, Probabilistic Optimal Energy Flow of District Multi-energy Systems: An MPLP-based Online Dictionary-Learning Approach. IEEE Transactions on Industrial Informatics, 2019, 15(9):4867-4877. “Link”

  83. Wujing Huang, Ning Zhang, Chongqing Kang, Mingxuan Li and Molin Huo. From demand response to integrated demand response: review and prospect of research and application. Protection and Control of Modern Power Systems, 2019, 4(4): 148-150.“Link”

  84. Yi Wang, Dahua Gan, Ning Zhang, Le Xie, and Chongqing Kang, Feature Selection for Probabilistic Load Forecasting via Sparse Penalized Quantile Regression. Journal of Modern Power Systems and Clean Energy, 2019:1-10.“Link”

  85. Qingchun Hou, Ning Zhang, Ershun Du, Miao Miao, Fei Peng, Chongqing Kang, Probabilistic duck curve in high PV penetration power system: Concept, modeling, and empirical analysis in China. Applied Energy, 2019, 242: 205-215. “Link”

  86. Yi Wang, Dahua Gan, Mingyang Sun, Ning Zhang, Zongxiang Lu, Chongqing Kang. Probabilistic individual load forecasting using pinball loss guided LSTM, Applied Energy, 2019, 235: 10-20. “Link”

  87. Yi Wang, Ning Zhang, Yushi Tan, Tao Hong, Daniel Kirschen, and Chongqing Kang, Combining Probabilistic Load Forecasts, IEEE Transactions on Smart Grid,2019,10(4):3664-3674. “Link”

  88. Ershun Du, Ning Zhang, Chongqing Kang and Qing Xia. A High-efficiency Network-constrained Clustered Unit Commitment Model for Power System Planning Studies, IEEE Transactions on Power Systems, 2019, 34(4): 2498-2508. “Link”

  89. Daniel Julius Olsen, Ning Zhang, Chongqing Kang, Miguel A. Ortega-Vazquez and Daniel S. Kirschen. Planning Low-Carbon Campus Energy Hubs, IEEE Transactions on Power Systems, 2019, 34(3):1895-1907. “Link”

  90. Pei Yong, Ning Zhang, Chongqing Kang, Qing Xia and Dan Lu. MPLP Based Fast Power System Reliability Evaluation Using Transmission Line Status Dictionary, IEEE Transactions on Power Systems, 2019, 34(2): 1630-1640. “Link”

  91. Ershun Du, Ning Zhang, Bri-Mathias Hodge, Qin Wang, Zongxiang Lu, Chongqing Kang, Benjamin Kroposki and Qing Xia. Operation of a High Renewable Penetrated Power System with CSP plants: A Look-ahead Stochastic Unit Commitment Model, IEEE Transactions on Power Systems, 2019, 34(1): 140-151. “Link”

  92. Jingwei Yang, Ning Zhang, Yaohua Cheng, Chongqing Kang and Qing Xia. Modeling the Operation Mechanism of Combined P2G and Gas-fired Plant with CO2 Recycling, IEEE Transactions on Smart Grid, 2019, 10(1): 1111-1121. “Link”

  93. Yaohua Cheng, Ning Zhang, Yi Wang, Jingwei Yang, Chongqing Kang and Qing Xia. Modeling Carbon Emission Flow in Multiple Energy Systems, IEEE Transactions on Smart Grid, 2019, 10(4):3562-3574. “Link”

  94. Yuxiao Liu, Ning Zhang, Yi Wang, Jingwei Yang and Chongqing Kang. Data-Driven Power Flow Linearization: A Regression Approach, IEEE Transactions on Smart Grid, 2019, 10(3):2569-2580. “Link”

  95. Mingyu Yan, Ning Zhang, Xiaomeng Ai, Mohammad Shahidehpour, Chongqing Kang and Jinyu Wen. Robust Two-Stage Regional-District Scheduling of Multi-Carrier Energy Systems with a Large Penetration of Wind Power, IEEE Transactions on Sustainable Energy, 2019, 10(3):1227-1239. “Link”

  96. Wujing Huang, Ning Zhang, Jingwei Yang, Yi Wang and Chongqing Kang. Optimal Configuration Planning of Multi-Energy Systems Considering Distributed Renewable Energy, IEEE Transactions on Smart Grid, 2019, 10(2):1452-1464. “Link”

  97. Yi Wang, Ning Zhang, Chongqing Kang, Daniel S. Kirschen, Jingwei Yang and Qing Xia. Standardized matrix modeling of multiple energy systems, IEEE Transactions on Smart Grid, 2019, 10(1):257-270. “Link”

  98. Zhifang Yang, Kaigui Xie, Juan Yu, Haiwang Zhong, Ning Zhang and Qing Xia. A General Formulation of Linear Power Flow Models: Basic Theory and Error Analysis, IEEE Transactions on Power Systems, 2019,34(2):1315-1324. “Link”
    … … 2018… …

  99. Yi Wang, Qixin Chen, Ning Zhang and Yishen Wang. Conditional residual modeling for probabilistic load forecasting, IEEE Transactions on Power Systems, 2018, 33(6): 7327-7330. “Link”

  100. Ershun Du, Ning Zhang, Bri-Mathias Hodge, Qin Wang, Chongqing Kang, Benjamin Kroposki and Qing Xia. The role of concentrating solar power toward high renewable energy penetrated power systems, IEEE Transactions on Power Systems, 2018, 33(6): 6630-6641. “Link”

  101. Ershun Du, Ning Zhang, Bri-Mathias Hodge, Chongqing Kang, Benjamin Kroposki and Qing Xia. Economic justification of concentrating solar power in high renewable energy penetrated power systems, Applied Energy, 2018, 222: 649-661. “Link”

  102. Ershun Du, Ning Zhang, Chongqing Kang and Qing Xia. Scenario Map Based Stochastic Unit Commitment, IEEE Transactions on Power Systems, 2018, 33(5): 4694-4705. “Link”

  103. Yi Wang, Jiangnan Cheng, Ning Zhang and Chongqing Kang. Automatic and linearized modeling of energy hub and its flexibility analysis, Applied Energy, 2018, 211: 705-714. “Link”

  104. Yi Wang, Ning Zhang, Qixin Chen, Daniel S. Kirschen, Pan Li and Qing Xia. Data-Driven Probabilistic Net Load Forecasting With High Penetration of Behind-the-Meter PV, IEEE Transactions on Power Systems, 2018, 33(3): 3255-3264. “Link”

  105. Yi Wang, Ning Zhang, Chongqing Kang, Miao Miao, Rui Shi and Qing Xia. An Efficient Approach to Power System Uncertainty Analysis With High-Dimensional Dependencies, IEEE Transactions on Power Systems, 2018, 33(3): 2984-2994. “Link”

  106. Yi Wang, Ning Zhang, Zhenyu Zhuo, Chongqing Kang and Daniel Kirschen. Mixed-integer linear programming-based optimal configuration planning for energy hub: Starting from scratch, Applied Energy, 2018, 210: 1141-1150. “Link”

  107. Jingwei Yang, Ning Zhang, Chongqing Kang and Qing Xia. Effect of Natural Gas Flow Dynamics in Robust Generation Scheduling under Wind Uncertainty, IEEE Transactions on Power Systems, 2018, 33(2): 2087-2097. “Link”

  108. Jianqiang Miao, Ning Zhang, Chongqing Kang, Jianxiao Wang, Yi Wang and Qing Xia. Steady-state power flow model of energy router embedded AC network and its application in optimizing power system operation, IEEE Transactions on Smart Grid, 2018, 9(5): 4828-4837. “Link”

  109. Jae Woong Shim, Gregor Verbic, Ning Zhang and Kyeon Hur. Harmonious integration of faster-acting energy storage systems into frequency control reserves in power grid with high renewable generation, IEEE Transactions on Power Systems, 2018, 33(6): 6193-6205. “Link”

  110. Dejian Yang, Jinho Kim, Yong Cheol Kang, Eduard Muljadi, Ning Zhang, Junhee Hong, Seung-Ho Song and Taiying Zheng. Temporary Frequency Support of a DFIG for High Wind Power Penetration, IEEE Transactions on Power Systems, 2018, 33(3): 3428-3437. “Link”

  111. Jingkun Liu, Ning Zhang, Chongqing Kang, Daniel S. Kirschen and Qing Xia. Decision-making models for the participants in cloud energy storage, IEEE Transactions on Smart Grid, 2018, 9(6): 5512-5521. “Link”

  112. Xin Fang, Bri-Mathias Hodge, Ershun Du, Ning Zhang and Fangxing Li. Modelling wind power spatial-temporal correlation in multi-interval optimal power flow: A sparse correlation matrix approach, Applied Energy, 2018, 230: 531-539. “Link”

  113. Yaohua Cheng, Ning Zhang and Chongqing Kang. Carbon emission flow: from electricity network to multiple energy systems, Global Energy Interconnection, 2018, 1(4):500-506.
    … … 2017… …

  114. Ninoslav Holjevac, Tomislav Capuder, Ning Zhang, Igor Kuzle and Chongqing Kang. Corrective receding horizon scheduling of flexible distributed multi-energy microgrids, Applied Energy, 2017, 207: 176-194. “Link”

  115. Jingkun Liu, Ning Zhang, Chongqing Kang, Daniel Kirschen and Qing Xia. Cloud energy storage for residential and small commercial consumers: A business case study, Applied Energy, 2017, 188: 226-236. “Link”

  116. Jingwei Yang, Ning Zhang, Chongqing Kang and Qing Xia. A State-Independent Linear Power Flow Model with Accurate Estimation of Voltage Magnitude, IEEE Transactions on Power Systems, 2017, 32(5): 3607-3617. “Link”

  117. Yi Wang, Ning Zhang, Qixin Chen, Jingwei Yang, Chongqing Kang and Junhui Huang. Dependent Discrete Convolution Based Probabilistic Load Flow for the Active Distribution System, IEEE Transactions on Sustainable Energy, 2017, 8(3): 1000-1009. “Link”

  118. Zhifang Yang, Anjan Bose, Haiwang Zhong, Ning Zhang, Qing Xia and Chongqing Kang. Optimal Reactive Power Dispatch with Accurately Modeled Discrete Control Devices: A Successive Linear Approximation Approach, IEEE Transactions on Power Systems, 2017, 32(3): 2435-2444. “Link”

  119. Zhifang Yang, Anjan Bose, Haiwang Zhong, Ning Zhang, Jeremy Lin, Qing Xia and Chongqing Kang. LMP Revisited: A Linear Model for the Loss-Embedded LMP, IEEE Transactions on Power Systems, 2017, 32(5): 4080-4090. “Link”

  120. Juha Kiviluoma, Steve Heinen, Hassan Qazi, Henrik Madsen, Goran Strbac, Chongqing Kang, Ning Zhang, Dieter Patteeuw and Tobias Naegler. Harnessing Flexibility from Hot and Cold: Heat Storage and Hybrid Systems Can Play a Major Role, IEEE Power and Energy Magazine, 2017, 15(1): 25-33. “Link”

  121. Ershun Du, Ning Zhang, Chongqing Kang, Benjamin Kroposki, Han Huang, Miao Miao and Qing Xia. Managing Wind Power Uncertainty Through Strategic Reserve Purchasing, IEEE Transactions on Power Systems, 2017, 32(4): 2547-2559. “Link”

  122. Ti Xu and Ning Zhang. Coordinated Operation of Concentrated Solar Power and Wind Resources for the Provision of Energy and Reserve Services, IEEE Transactions on Power Systems, 2017, 32(2): 1260-1271. “Link”

  123. Yanlong Sun, Chongqing Kang, Qing Xia, Qixin Chen, Ning Zhang and Yaohua Cheng. Analysis of transmission expansion planning considering consumption-based carbon emission accounting, Applied Energy, 2017, 193: 232-242. “Link”

  124. Dahua Gan, Yi Wang, Ning Zhang and Wenjun Zhu. Enhancing short-term probabilistic residential load forecasting with quantile long-short-term memory, Journal of Engineering, 2017, 2017(14): 2622-2627. “Link”

  125. Yaohua Cheng, Ning Zhang and Chongqing Kang. Low-carbon economic dispatch for integrated heat and power systems considering network constraints, Journal of Engineering, 2017, 2017(14): 2628-2633. “Link”

  126. Antonio J. Conejo, Yaohua Cheng, Ning Zhang and Chongqing Kang. Long-term coordination of transmission and storage to integrate wind power, CSEE Journal of Power and Energy Systems, 2017, 3(1): 36-43. “Link”

  127. Yi Wang, Ning Zhang, Hai Li, Jingwei Yang and Chongqing Kang. Linear three-phase power flow for unbalanced active distribution networks with PV nodes, CSEE Journal of Power and Energy Systems, 2017, 3(3): 321-324. “Link”
    … … 2016… …

  128. Ning Zhang, Xi Lu, Michael B. McElroy, Chris P. Nielsen, Xinyu Chen, Yu Deng and Chongqing Kang. Reducing curtailment of wind electricity in China by employing electric boilers for heat and pumped hydro for energy storage, Applied Energy, 2016, 184: 987-994. “Link”

  129. Ning Zhang, Chongqing Kang, Chanan Singh and Qing Xia. Copula Based Dependent Discrete Convolution for Power System Uncertainty Analysis, IEEE Transactions on Power Systems, 2016, 31(6): 5204-5205. “Link”

  130. Qianyao Xu, Chongqing Kang, Ning Zhang, Yi Ding, Qing Xia, Rongfu Sun and Jianfei Xu. A probabilistic method for determining grid-accommodable wind power capacity based on multiscenario system operation simulation, IEEE Transactions on Smart Grid, 2016, 7(1): 400-409. “Link”

  131. Qianyao Xu, Ning Zhang, Chongqing Kang, Qing Xia, Dawei He, Chun Liu, Yuehui Huang, Lu Cheng and Jianhua Bai. A Game Theoretical Pricing Mechanism for Multi-Area Spinning Reserve Trading Considering Wind Power Uncertainty, IEEE Transactions on Power Systems, 2016, 31(2): 1084-1095. “Link”

  132. Di Wu, Ning Zhang, Chongqing Kang, Yi Ge, Zhenjian Xie and Junhui Huang. Techno-economic analysis of contingency reserve allocation scheme for combined UHV DC and AC receiving-end power system, CSEE Journal of Power and Energy Systems, 2016, 2(2): 62-70. “Link”
    … … 2015… …

  133. Ning Zhang, Chongqing Kang, Qing Xia, Yi Ding, Yuehui Huang, Rongfu Sun, Junhui Huang and Jianhua Bai. A Convex Model of Risk-Based Unit Commitment for Day-Ahead Market Clearing Considering Wind Power Uncertainty, IEEE Transactions on Power Systems, 2015, 30(3): 1582-1592. “Link”

  134. Yi Wang, Ning Zhang, Chongqing Kang, Qianyao Xu, Hui Li, Jinyu Xiao, Zhidong Wang, Rui Shi and Shuai Wang. Ordinal optimization theory based planning for clustered wind farms considering the capacity credit, Journal of Electrical Engineering and Technology, 2015, 10(5): 1930-1939. “Link”

  135. Qianyao Xu, Dawei He, Ning Zhang, Chongqing Kang, Qing Xia, Jianhua Bai and Junhui Huang. A short-term wind power forecasting approach with adjustment of numerical weather prediction input by data mining, IEEE Transactions on Sustainable Energy, 2015, 6(4): 1283-1291. “Link”

  136. Xiaoming Dong, Chongqing Kang, Hua Sun and Ning Zhang. Analysis of power transfer limit considering thermal balance of overhead conductor, IET Generation, Transmission and Distribution, 2015, 9(14): 2007-2013. “Link”

  137. Xiaoming Dong, Chongqing Kang, Zhang Ning, Huaguang Yan, Junxia Meng, Xinsheng Niu and Xin Tian. Estimating life-cycle energy payback ratio of overhead transmission line toward low carbon development, Journal of Modern Power Systems and Clean Energy, 2015, 3(1): 123-130. “Link”
    … … 2014 and before… …

  138. Ning Zhang, Chongqing Kang, Qing Xia and Ji Liang. Modeling conditional forecast error for wind power in generation scheduling, IEEE Transactions on Power Systems, 2014, 29(3): 1316-1324. “Link”

  139. Ning Zhang, Chongqing Kang, Daniel S. Kirschen, Qing Xia, Weimin Xi, Junhui Huang and Qian Zhang. Planning pumped storage capacity for wind power integration, IEEE Transactions on Sustainable Energy, 2013, 4(2): 393-401. “Link”

  140. Ning Zhang, Chongqing Kang, Daniel S. Kirschen and Qing Xia. Rigorous model for evaluating wind power capacity credit, IET Renewable Power Generation, 2013, 7(5): 504-513. “Link”

  141. Ning Zhang, Chongqing Kang, Qianyao Xu, Changming Jiang, Zhixu Chen and Jun Liu. Modelling and simulating the spatio-temporal correlations of clustered wind power using copula, Journal of Electrical Engineering and Technology, 2013, 8(6): 1615-1625. “Link”

  142. Ning Zhang, Chongqing Kang, Changgang Duan, Xiaojun Tang, Jianjun Huang, Zhan Lu, Weizhou Wang and Jiaqing Qi. Simulation methodology of multiple wind farms operation considering wind speed correlation, International Journal of Power and Energy Systems, 2010, 30(4): 264-273. “Link”

  143. Ning Zhang, Chongqing Kang, Jingkun Liu, Jianbo Xin, Junbiao Wan, Jing Hu and Wenxiao Wei. Mid-short-term risk assessment of power systems considering impact of external environment, Journal of Modern Power Systems and Clean Energy, 2013, 1(2): 118-126. “Link”

Conference Papers

… … 2021… …

  1. Yaowang Li, Jingjie Xue, Jiayu Bian, Haiyang Jiang, Ning Zhang, Chongqing Kang. Cloud Energy Storage in Multi Energy Systems: Optimal Scheduling and Profit-sharing Approaches. IEEE Power & Energy Society General Meeting 2021. Virtual conference 2021.7.25-29
    … … 2020… …

  2. Hongyi Wei, Yuxiao Liu, Qingchun Hou, Mingxuan Li, Fei Teng, Ning Zhang, Chongqing Kang. Real-Time Distribution System Topology Monitoring with Limited Communication. International Conference on Applied Energy 2020. Bangkok. 2020.10.1-2

  3. Giorgia Pulazza, Ning Zhang, Chongqing Kang, Carlo Alberto Nucci. Expansion Planning Model Coordinated with both Stationary and Transportable Storage Systems for Transmission Networks with High RES Penetration, 2020 IEEE International Conference on Environment and Electrical Engineering and 2020 IEEE Industrial and Commercial Power Systems Europe (EEEIC / I&CPS Europe), Madrid, Spain, 2020, pp. 1-6.

  4. Yanghao Yu, Ershun Du, Ning Zhang, Siwei Liu, Zhidong Wang. Estimating the Flexibility Benefit of Concentrating Solar Plants in Electricity Markets. 2020 IEEE Power & Energy Society General Meeting, Article number: 20PESGM0797-XsnJQKQO4. Montreal, Canada, 2020.8.4.
    … … 2019… …

  5. Yanghao Yu, Qingchun Hou, Yi Ge, Guojing Liu, and Ning Zhang. A Linear LMP Model for Both Active and Reactive Power with Power Loss. IEEE Sustainable Power & Energy Conference (iSPEC). Beijing, China. 2019.

  6. Alen Hrga, Mirna Grzanic, Ning Zhang, Tomislav Capuder. Decentralized Platform for Investments and Operation of Energy Communities. IEEE Sustainable Power & Energy Conference (iSPEC). Beijing, China. 2019.

  7. Hai Li, Yi Wang, Ning Zhang, Genghe Zhang, Tian Xu. Aggregate model of massive distributed energy storage for power system operation. IEEE International Conference on Innovative Smart Grid Technologies Europe 2019, Article number:71. Bucharest, Romania, 2019.9.29.

  8. Pei Yong, Liang Cheng, Huan Zhu, Lei Tang, Ning Zhang, and Chongqing Kang. Investigating the Influence of Storage on Renewable Energy Capacity Credit. 2019 IEEE Power & Energy Society General Meeting, Article number:19PESGM2304. Atlanta, GA, United States, 2019.8.4.

  9. Wujing Huang, Yi Wang, Ning Zhang, Chongqing Kang, Weimin Xi, Molin Huo. Fast Multi-Energy Systems Reliability Evaluation Using Multi-Parametric Linear Programming. 2019 IEEE Power & Energy Society General Meeting, Article number: 19PESGM1601. Atlanta, GA, United States, 2019.8.4.

  10. Haiyang Jiang, Ershun Du, Miao Miao, Ning Zhang. Stochastic Transmission Expansion Planning Considering the Transmission Overload Risk. 2019 IEEE Power & Energy Society General Meeting, Article number: 19PESGM2714. Atlanta, GA, United States, 2019.8.4.
    … … 2018… …

  11. Wujing Huang, Ning Zhang, Chongqing Kang Tomislav Capuder, Ninoslav Holjevac, Igor Kuzle, Beijing subsidiary administrative center multi-energy systems: an optimal configuration planning, MedPower2018, Beijing, China, 2018.

  12. Yaohua Cheng, Ning Zhang, Chongqing Kang, Qing Xia. Bi-level expansion planning of multiple energy systems under carbon emission constraints. 2018 IEEE Power & Energy Society General Meeting, Article number: 18PESGM1278. Portland, OR, United States, 2018.8.5.

  13. Qingchun Hou, Ning Zhang, Jingwei Yang, Chongqing Kang, Qing Xia, Miao Miao. Linearized model for active and reactive LMP considering bus voltage constraints. 2018 IEEE Power & Energy Society General Meeting, Article number: 18PESGM1810. Portland, OR, United States, 2018.8.5.

  14. Zhenyu Zhuo, Ning Zhang, Chongqing Kang, RuiBiao Dong, Yongxiao Liu. Optimal operation of hybrid AC/DC distribution network with high penetrated renewable energy. 2018 IEEE Power & Energy Society General Meeting, Article number: 18PESGM0955. Portland, OR, United States, 2018.8.5.

  15. Jiawei Zhang, Yi Wang, Mingyang Sun, Ning Zhang, Chongqing Kang. Constructing Probabilistic Load Forecast From Multiple Point Forecasts: A Bootstrap Based Approach. IEEE PES ISGT Asia 2018, 22-25 May, 2018. Singapore “Link”
    … … 2017… …

  16. Jingwei Yang, Ning Zhang, Chongqing Kang, Pierre Pinson. Modeling the transient security constraints of natural gas network in day-ahead power system scheduling. 2017 IEEE Power & Energy Society General Meeting, Article number: 17PESGM0967. Chicago, IL, United States, 2017.7.16. “Link”

  17. Yuxiao Liu, Ning Zhang, Chonqqing Kang, Qing Xia, Hongliang Wu, Zheng Chen. Impact of carbon market on china's electricity market: an equilibrium analysis. 2017 IEEE Power & Energy Society General Meeting, Article number: 17PESGM0955. Chicago, IL, United States, 2017.7.16. “Link”
    … … 2016… …

  18. Qi Zeng, Ning Zhang, Yi Wang, Yuxiao Liu, Chongqing Kang, Zhijian Zeng, Wei Yang, Min Luo. An Optimum regression approach for analyzing weather influence on the energy consumption. 2016 International Conference on Probabilistic Methods Applied to Power Systems (2016 PMAPS), Beijing, China, 2016.10.16-20. “Link”

  19. Jiangnan Cheng, Ning Zhang, Yi Wang, Chongqing Kang. Evaluating the spatial correlations of multi-area load forecasting errors. 2016 International Conference on Probabilistic Methods Applied to Power Systems (2016 PMAPS), Beijing, China, 2016.10.16-20. “Link”

  20. Jianqiang Miao, Ning Zhang, Chongqing Kang. Generalized steady-state model for energy router with applications in power flow calculation. 2016 IEEE Power & Energy Society General Meeting, Article number: 16PESGM0765. Boston, MA, United States, 2016.7.17. “Link”

  21. Ershun Du, Ning Zhang, Chonqqing Kang, Miao Miao, Xu Tian. Exploring the flexibility of CSP for wind power integration using interval optimization. 2016 IEEE Power & Energy Society General Meeting, Article number: 16PESGM1253. Boston, MA, United States, 2016.7.17. “Link”

  22. Jingwei Yang, Ning Zhang, Chongqing Kang, Qing Xia, Miao Miao, Xu Tian. Assessing the dispatch flexibility of coordinated solar and hydro generation. 2016 IEEE Power & Energy Society General Meeting, Article number: 16PESGM0907. Boston, MA, United States, 2016.7.17. “Link”

  23. Ershun Du, Ning Zhang, Chongqing Kang. Comparison between deterministic and probabilistic methods for evaluating grid-accommodative wind power capacity. Proceedings of the International Council on Large Electric Systems 2016 (CIGRE 2016), 2016.8.21-26.

  24. Ershun Du, Ning Zhang, Chongqing Kang, Jianhui Bai and Lu Cheng, Yi Ding. Impact of wind power scenario reduction techniques on stochastic unit commitment. Proceedings of the Second International Symposium on Stochastic Models in Reliability Engineering, Life Science and Operations Management (SMRLO’16), 2016. 2.15-18, Be'er-Sheva, Israel. “Link”
    … … 2015… …

  25. Jingkun Liu, Ning Zhang, Chongqing Kang, Jianhua Bai, Lu Cheng, Jian Tan, Zhenjian Xie, Junhui Huang. Geographical impacts of natural disaster on power system reliability. 2015 IEEE Power & Energy Society General Meeting, Article number:15PESGM0906, Denver, CO, United States, 2015.7.26. “Link”

  26. Qianyao Xu, Ning Zhang, Jianhua Bai, Lu Cheng, Dawei He, Chongqing Kang and Shan Li. Day-ahead tie-line power flow scheduling considering wind power integration based on the renewable portfolio standard in China. International Conference on Electrical Engineering (ICEE 2015). Hong Kong, China, 2015.7.5.
    … … 2014 and before… …

  27. Ning Zhang, Chongqing Kang, Qianyao Xu, Hui Li, Jinyu Xiao, Zhidong Wang, Rui Shi, Shuai Wang. Clustered wind farms planning considering the capacity credit using ordinal optimization technique. Wind energy Grid-Adaptive Technologies 2014, 2014:123-130

  28. Qianyao Xu, Ning Zhang, Chongqing Kang, Ruoyang Wang, Jiangran Wang, Zhengpai Cui, Zhigang Yang. Day-ahead battery scheduling in microgrid considering wind power uncertainty using ordinal optimization. 2014 North American Power Symposium (NAPS). Pullman, WA, US. “Link”

  29. Ning Zhang, Chongqing Kang, Xu Qianyao, Evaluating the spatial-temporal correlations of clustered wind power, Proceedings of International Conference on Wind energy Grid-Adaptive Technologies 2012, Jeju, Korea, 2012.

  30. Ning Zhang, Chongqing Kang. D. S. Kirschen, Weimin Xi, Junhui Huang, Qian Zhang. Thermal generation operating cost variations with wind power integration. 2011 IEEE Power & Energy Society General Meeting, Detroit, USA, 2011. “Link”

  31. Ning Zhang, Luis F. Ochoa, Daniel S. Kirschen. Investigating the impact of demand side management on residential customers, Proceedings of IEEE/PES Innovative Smart Grid Technologies, Manchester, UK, 2011. “Link”

  32. Ning Zhang, Chongqing Kang, Qing Xia. Monthly load forecasting model considering seasonal decomposition and calendar effects. The International Conference on Electrical Engineering, Shenyang, China, 2009.

Published Journal Papers in Chinese

… … 2021… …

  1. Ning Zhang, Guoming Ma, Yonggang Guan, Jun Hu, Chao Lu, Jinyu Wen, Shijie Cheng, Weijiang Chen, Jinliang He. Panoramic Information Perception and Intelligent Grid. Proceeding of the CSEE, 2021,41(04):1274-1283+1535.

  2. Pei Yong, Ning Zhang, Song Ci, Chongqing Kang. 5G Communication Base Stations Participating in Demand Response: Key Technologies and Prospects. Proceeding of the CSEE, 2021,41(16):5540-5552.

  3. Zhenyu Zhuo, Ning Zhang, Xiaorong Xie, Haozhi Li, Chongqing Kang. Key Technologies and Developing Challenges of Power System with High Proportion of Renewable Energy. Automation of Electric Power Systems, 2021,45(09):171-191.

  4. Jiaxin Ning, Yuxiao Liu, Jiawei Zhang, Hai Li, Guiping Zhu, Minhui Qian, Ning Zhang. Data-driven Topology and Line Parameter Identification of Three-phase Distribution Grid. Proceeding of the CSEE, 2021,41(08):2615-2628.

  5. Qingchun Hou, Ershun Du, Xu Tian, Fei Liu, Ning Zhang, Chongqing Kang. Data-driven Power System Operation Mode Analysis. Proceeding of the CSEE, 2021,41(01):1-12+393.

  6. Haiyang Jiang, Ershun Du, Chen Jin, Jinyu Xiao, Jinming Hou, Ning Zhang. Optimal Planning of Multi-time Scale Energy Storage Capacity of Cross-national Interconnected Power System With High Proportion of Clean Energy. Proceeding of the CSEE, 2021,41(06):2101-2115.

  7. Lu Liu, Haozhong Cheng, Yaowu Wu, Haoyong Chen, Ning Zhang, Zhidong Wang. Research Progress and Prospects of Transmission Expansion Planning Method for High Proportion of Renewable Energy. Automation of Electric Power Systems, 2021,45(13):176-183.

  8. Aowei Li, Lu Liu, Haozhong Cheng, Dundun Liu, Ning Zhang, Jun Xiao. Transmission Expansion Planning Test System Considering Transmission and Distribution Coordination with Integration of High Proportion of Renewable EnergyJ. Automation of Electric Power Systems, 2021,45(11):19-27.
    … … 2020… …

  9. Haiyang Jiang, Ershun Du, Guiping Zhu, Junhui Huang, Minhui Qian, Ning Zhang. Review and Prospect of Seasonal Energy Storage Towards Power System with High Proportion of Renewable Energy. Automation of Electric Power Systems.2020.

  10. Yaohua Chen, Ershun Du, Xu Tian, Ning Zhang, Chongqing Kang. Carbon capture power plants in power systems: research review and new development trends. Global Energy Internet. 2020,3(04):339-350. DOI：10.19705/j.cnki.issn2096-5125.2020.04.003.

  11. Jingwei Yang, Ning Zhang, Chongqing Kang. Analysis Theory of Generalized Electric Circuit for Multi-energy Networks - Part One Branch Model. Automation of Electric Power Systems,2020,44(9):21-32.DOI:10.7500/AEPS20200209001

  12. Jingwei Yang, Ning Zhang, Chongqing Kang. Analysis Theory of Generalized Electric Circuit for Multi-energy Networks - Part Two Network Model. Automation of Electric Power Systems,2020,44(10):10-21. DOI: 10.7500/AEPS20200209002.

  13. Hongjie He,Ning Zhang, Ershun Du, et al. Review on Modeling Method for Operation Efficiency and Lifespan Decay of Large-scale Electrochemical Energy Storage System on Power Grid Side. Automation of Electric Power Systems, http:doi.org10.7500AEPS20190820005.

  14. Sijie Chen, Haoran Wang, Zheng Yan, Zeyu Shen, Jian Ping, Ning Zhang, Chongqing Kang. Rethinking the Value of Blockchain: Direction and Boundary of Blockchain Applications. Proceeding of the CSEE, 2020, 40(7): 2123-2132.

  15. Wang Yongzhen,Zhang Ning,Guan Yonggang,et al.Inheritance and Expansion Analysis of Research Topics Between Energy Internet and Smart Grid. Automation of Electric Power Systems,2020,44(4):1-7. DOI: 10.7500/AEPS20190710007.
    … … 2019… …

  16. Ruibiao Dong, Yongxiao Liu, Wujing Huang, Sheng Yang, Yang Jin, Ning Zhang. A Pricing Method for Energy Internet Operators Based on Comprehensive Energy System Value Analysis.Electric Power Construction, 2019,40 (11): 87-96.

  17. Yi Wang, Ning Zhang, Chongqing Kang, Weimin Tong, Molin Huo. Behavioral model of power users: basic concepts and research framework.Transactions of China Electrotechnical Society, 2019,34 (10): 2056-2068.

  18. Chenghui Tang, Fan Zhang, Ning Zhang, Haoyuan Qu, Li Ma. A secondary planning method for economic dispatch of power systems based on the distribution of total power conditions in wind farms. Transactions of China Electrotechnical Society, 2019, 34 (10): 2069- 2078.

  19. Ning Zhang, Jingwei Yang, Yi Wang, Qixin Chen, Chongqing Kang. 5G Communication for the Ubiquitous Internet of Things in Electricity: Technical Principles and Typical Applications. Proceedings of the CSEE. 2019, 39(13).

  20. Yi Wang, Qixin Chen, Ning Zhang, Cheng Feng, Fei Teng, Mingyang Sun, Chongqing Kang. Fusion of the 5G Communication and the Ubiquitous Electric Internet of Things: Application Analysis and Research Prospects. Power System Technology, 2019,43(05):1575-1585.

  21. Chenghui Tang, Fan Zhang, Ning Zhang, Haoyuan Qu, Li Ma, Quadratic Programming for Power System Economic Dispatch Based on the Conditional Probability Distribution of Wind Farms Sum Power. Transactions of China Electrotechnical Society, 1-10 2019-05-29. https:doi.org10.19595j.cnki.1000-6753.tces.190112.

  22. Yi Wang, Ning Zhang, Chongqing Kang, Weiming Xi, Molin Huo. Electrical Consumer Behavior Model: Basic Concept and Research Framework. Transactions of China Electrotechnical Society, 1-132019-05-24. https:doi.org10.19595j.cnki.1000-6753.tces.190073.

  23. Hai Li, Ning Zhang, Chongqing Kang, Guohui Xie, Qionghui Li. Analytics of Contribution Degree for Renewable Energy Accommodation Factors. Proceedings of the CSEE. 2019, 39(4): 1009-1017.

  24. Yaohua Cheng, Ning Zhang, Jiaming Wang, Hui Li, Zhidong Wang. Comprehensive Evaluation of Transmission Network Planning for Integration of High-penetration Renewable Energy. Automation of Electric Power Systems, 2019,43(03):33-42+57.
    … … 2018… …

  25. Wujing Huang, Ning Zhang, Ruibiao Dong, Changhua Yin, Yongxiao Liu and Chongqing Kang. Construction of Regional Energy Internet: Concept and Practice, Journal of Global Energy Interconnection, 2018, 1(2): 103-111.

  26. Wujing Huang, Ning Zhang, Ruibiao Dong, Yongxiao Liu and Chongqing Kang. Coordinated Planning of Multiple Energy Networks and Energy Hubs, Zhongguo Dianji Gongcheng XuebaoProceedings of the Chinese Society of Electrical Engineering/, 2018, 38(18): 5425-5437.

  27. Di Wu, Jiaming Wang, Hui Li, Zhidong Wang, Ning Zhang and Chongqing Kang. Research on Capacity and Delivery Sequence of Interconnected Northwestern-Southwestern Power Grid Towards Renewable Energy Accommodation, Dianwang JishuPower System Technology/, 2018, 42(7): 2103-2110.

  28. Yuxiao Liu, Ning Zhang and Chongqing Kang. A Review on Data-driven Analysis and Optimization of Power Grid, Dianli Xitong Zidonghua/Automation of Electric Power Systems, 2018, 42(6): 157-167.

  29. Jingwei Yang, Ning Zhang, Yi Wang and Chongqing Kang. Multi-energy System Towards Renewable Energy Accommodation: Review and Prospect, Dianli Xitong Zidonghua/Automation of Electric Power Systems, 2018, 42(4): 11-24.
    … … 2017… …

  30. Jingkun Liu, Ning Zhang and Chongqing Kang. Research Framework and Basic Models for Cloud Energy Storage in Power System, Zhongguo Dianji Gongcheng Xuebao/Proceedings of the Chinese Society of Electrical Engineering, 2017, 37(12): 3361-3371.

  31. Jianqiang Miao, Ning Zhang and Chongqing Kang. Analysis on the Influence of Energy Router on the Optimal Operation of Distribution Network, Zhongguo Dianji Gongcheng Xuebao/Proceedings of the Chinese Society of Electrical Engineering, 2017, 37(10): 2832-2839.

  32. Chongqing Kang, Jingkun Liu and Ning Zhang. A New Form of Energy Storage in Future Power System: Cloud Energy Storage, Dianli Xitong Zidonghua/Automation of Electric Power Systems, 2017, 41(21): 2-8.

  33. Yaohua Cheng, Ning Zhang, Chongqing Kang, Daniel Kirschen and Baosen Zhang. Research Framework and Prospects of Low-carbon Multiple Energy Systems, Zhongguo Dianji Gongcheng Xuebao/Proceedings of the Chinese Society of Electrical Engineering, 2017, 37(14): 4060-4069.

  34. Chongqing Kang, Yaohua Cheng, Yanlong Sun, Ning Zhang, Junxia Meng and Huaguang Yan. Recursive Calculation Method of Carbon Emission Flow in Power Systems, Dianli Xitong Zidonghua/Automation of Electric Power Systems, 2017, 41(18): 10-16.

  35. Jian Ping, Sijie Chen, Ning Zhang, Zheng Yan and Liangzhong Yao. Decentralized Transactive Mechanism in Distribution Network Based on Smart Contract, Zhongguo Dianji Gongcheng Xuebao/Proceedings of the Chinese Society of Electrical Engineering, 2017, 37(13): 3682-3690.

  36. Hongliang Wu, Yuxiao Liu, Ning Zhang, Siyu Lu, Nan Dong and Chongqing Kang. Carbon trading models and benefit analysis in CSG west-to-east power transmission, Dianwang Jishu/Power System Technology, 2017, 41(3): 745-751.

  37. Haozhong Cheng, Jun Li, Yaowu Wu, Haoyong Chen, Ning Zhang and Lu Liu. Challenges and Prospects for ACDC Transmission Expansion Planning Considering High Proportion of Renewable Energy, Dianli Xitong ZidonghuaAutomation of Electric Power Systems, 2017, 41(9): 19-27.
    … … 2016… …

  38. Ershun Du, Ning Zhang, Chongqing Kang and Miao Miao. Reviews and prospects of the operation and planning optimization for grid integrated concentrating solar power, Zhongguo Dianji Gongcheng Xuebao/Proceedings of the Chinese Society of Electrical Engineering, 2016, 36(21): 5765-5775.

  39. Ning Zhang, Yi Wang, Chongqing Kang, Jiangnan Cheng and Dawei He. Blockchain technique in the Energy Internet: preliminary research framework and typical applications, Zhongguo Dianji Gongcheng Xuebao/Proceedings of the Chinese Society of Electrical Engineering, 2016, 36(15): 4011-4022.

  40. Yaohua Cheng, Ning Zhang, Chongqing Kang, Junxia Meng and Huaguang Yan. Low carbon transmission expansion planning considering demand side management, Dianli Xitong Zidonghua/Automation of Electric Power Systems, 2016, 40(23): 61-69.

  41. Chongqing Kang, Ershun Du, Ning Zhang, Qixin Chen, Han Huang and Shengyu Wu. Renewable energy trading in electricity market:review and prospect, Southern Power System Technology, 2016, 10(3): 16-23.

  42. Xiao Chen, Xing Tong, Ning Zhang, Yongxian Yi, Kaining Luan and Yu Zhou. Intelligent multi-agent system for orderly power utilization: architecture and coordination mechanism design, Power System Protection and Control, 2016, 44(9): 75-82.

  43. Qingguo Yan, Xing Tong, Ning Zhang, Xiao Chen and Yongxian Yi. A dynamic multi-level temporal and spatial coordination method for orderly power utilization based on customer load curtailment cost characteristics, Dianwang Jishu/Power System Technology, 2016, 40(2): 425-432.

  44. Hongliang Wu, Yaohua Cheng, Ning Zhang, Baorong Zhou, Siyu Lu and Chongqing Kang. A study on power carbon emission quota allocation in interprovincial carbon trading mechanism, Dianwang Jishu/Power System Technology, 2016, 40(11): 3440-3445.
    … … 2015… …

  45. Yi Wang, Ning Zhang and Chongqing Kang. Review and prospect of optimal planning and operation of energy hub in energy internet, Zhongguo Dianji Gongcheng Xuebao/Proceedings of the Chinese Society of Electrical Engineering, 2015, 35(22): 5669-5681.

  46. Ershun Du, Yanlong Sun, Ning Zhang, Songsong Chen, Guixiong He and Chongqing Kang. Transmission expansion planning modelfacilitating low-carbon power sources’ development, Dianwang Jishu/Power System Technology, 2015, 39(10): 2725-2730.

  47. Weijia Zhao, Ning Zhang, Chongqing Kang, Yuefeng Wang, Peng Li and Shuo Ma. A method of probabilistic distribution estimation of conditional forecast error for photovoltaic power generation, Dianli Xitong Zidonghua/Automation of Electric Power Systems, 2015, 39(16): 8-15.

  48. Ning Zhang, Chongqing Kang, Jinyu Xiao, Hui Li, Zhidong Wang, Rui Shi and Shuai Wang. Review and prospect of wind power capacity credit, Zhongguo Dianji Gongcheng Xuebao/Proceedings of the Chinese Society of Electrical Engineering, 2015, 35(1): 82-94.
    … … 2014 and before… …

  49. Jingkun Liu, Yong Li, Ning Zhang, Nan Liu and Guoqiang Chen. Approximately evaluating power system transient angle stability based on typical failure set, Power System Protection and Control, 2014, 42(14): 1-7.

  50. Xi Zhang, Chongqing Kang, Ning Zhang, Yuehui Huang, Chun Liu and Jianfei Xu. Analysis of midlong term random characteristics of photovoltaic power generation, Dianli Xitong ZidonghuaAutomation of Electric Power Systems, 2014, 38(6): 6-13.

  51. Ning Zhang and Jingkun Liu. The ultra high voltage grid risk analysis and its assessment framework, Power System Protection and Control, 2013, 41(1): 109-114.

  52. Bo Peng, Xu Chen, Qianyao Xu, Ning Zhang and Chongqing Kang. Preliminary research on power grid planning method aiming at accommodating new energy, Dianwang Jishu/Power System Technology, 2013, 37(12): 3386-3391.

  53. Ning Zhang, Chongqing Kang, Yutian Zhou, Zhiping Chen, Dan Li, Zhixu Chen and Jun Liu. Evaluation of receiving-end credible capacity for joint delivery of wind power and conventional electricity generation, Zhongguo Dianji Gongcheng Xuebao/Proceedings of the Chinese Society of Electrical Engineering, 2012, 32(10): 72-79.

  54. Ning Zhang and Chongqing Kang. Dependent probabilistic sequence operations for wind power output analyses, Qinghua Daxue Xuebao/Journal of Tsinghua University, 2012, 52(5): 704-709.

  55. Ning Zhang and Chongqing Kang. Numerical characteristics of dependent probabilistic sequence operations, Qinghua Daxue Xuebao/Journal of Tsinghua University, 2012, 52(11): 1559-1564.

  56. Qianyao Xu, Chongqing Kang, Ning Zhang, Yang Fan and Haojun Zhu. A discussion on offshore wind power output characteristics and its accommodation, Dianli Xitong Zidonghua/Automation of Electric Power Systems, 2011, 35(22): 54-59.

  57. Yang Fan, Yong Lin, Qianyao Xu, Ning Zhang and Xinyu Chen. Analysis on the characteristics of wind power output in guangdong power grid and its economic evaluation, Southern Power System Technology, 2012, 6(1): 8-12.

  58. Qianyao Xu, Chongqing Kang, Ning Zhang, Yang Fan and Haojun Zhu. A discussion on offshore wind power output characteristics and its accommodation, Dianli Xitong Zidonghua/Automation of Electric Power Systems, 2011, 35(22): 54-59.

  59. Ning Zhang, Chongqing Kang, Zhiping Chen, Yutian Zhou, Weimin Xi, Junhui Huang and Qian Zhang. Wind power credible capacity evaluation model based on sequence operation, Zhongguo Dianji Gongcheng Xuebao/Proceedings of the Chinese Society of Electrical Engineering, 2011, 31(25): 1-9.

  60. Ning Zhang, Tian-Rui Zhou, Chang-Gang Duan, Xiao-Jun Tang, Jian-Jun Huang, Zhan Lu and Chong-Qing Kang. Impact of large-scale wind farm connecting with power grid on peak load regulation demand, Dianwang Jishu/Power System Technology, 2010, 34(1): 152-158.

  61. Tianrui Zhou, Xu Wang, Qian Zhang, Ning Zhang, Junhui Huang, Zhiwei Wang and Chongqing Kang. Empirical research on impact of large-scale wind power on Jiangsu power system planning, Electric Power, 2010, 42(2): 11-15.

  62. Qian Zhang, Xueling Zhu, Junhui Huang, Ning Zhang and Hu Li. Mathematical model and forecasting method of load duration curve, Electric Power, 2009, 42(9): 49-53.

  63. Ning Zhang, Huikun Chen, Xiaoming Luo, Jialong Li, Qing Xia and Chongqing Kang. Model and algorithm of energy-conservation based generation dispatching for guangdong power grid, Power System Technology, 2008, 32(24): 11-12.