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, Chongqing Kang, Yi Wang and Ershun Du. Energy Internet and Renewable Energy Accommodation, in Research on the Development of Energy Internet. Beijing: Tsinghua University Press. 2017.

  3. Ning Zhang, Chongqing Kang, Ershun Du and Yi Wang. Research and evaluation of wind capacity credit and its application in power system planning and operation, in High proportion renewable energy integration and power system reform: release power system flexibility. Beijing: China Electric Power Publishing. 2017.

Accepted Journal Papers

  1. 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. accepted, in press.

  2. Ziyang Zhang, Ershun Du, Guiping Zhu, Ning Zhang, Chongqing Kang, Huimin Qian, Joao P. S. Catalao. Modeling Frequency Response Dynamics in Power System Scheduling. Electric Power Systems Research accepted, in press.

  3. Yi Wang, Gabriela Hug, Zijie Liu, Ning Zhang. Modeling Load Forecast Uncertainty Using Generative Adversarial Networks. Electric Power Systems Research. accepted, in press.

  4. Wujing Huang, Ning Zhang, Yaohua Cheng, Jingwei Yang, Yi Wang, Chongqing Kang. Multi-Energy Networks Analytics: Standardized Modeling, Optimization and Low Carbon Analysis. Proceedings of IEEE. accepted, in press.

  5. 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, accepted, in press, doi: 10.1109/TSG.2020.2979368 “Link

  6. Jiawei Zhang, Yi Wang, Mingyang Sun, and Ning Zhang, Two-Stage Bootstrap Sampling for Probabilistic Load Forecasting, IEEE Transactions on Engineering Management, accepted, in press, doi: 10.1109/TEM.2020.2967352.“Link

  7. 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. accepted, in press, doi: 10.1109/TSTE.2020.2967860 “Link

  8. Zhenyu Zhuo, Ning Zhang, Jingwei Yang, Chongqing Kang, Charlie Smith, Mark J. O'Malley, and Benjamin Kroposki. Transmission Expansion Planning Test System for AC/DC Hybrid Grid with High Variable Renewable Energy Penetration. IEEE Transactions on Power Systems. accepted, in press. “Link

  9. 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

  10. 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. accepted, in press. “Link

Published Journal Papers

… … 2020… …

  1. 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”.

  2. 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

  3. 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”.

  4. 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”.

  5. 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

  6. 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

  7. 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

  8. 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

  9. 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

  10. 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

  11. 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

  12. 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… …

  13. 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

  14. 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

  15. 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

  16. 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

  17. 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

  18. 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

  19. 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

  20. 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

  21. 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

  22. 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

  23. 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

  24. 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

  25. 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

  26. 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

  27. 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

  28. 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

  29. 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… …

  30. 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

  31. 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

  32. 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

  33. 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

  34. 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

  35. 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

  36. 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

  37. 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

  38. 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

  39. 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

  40. 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

  41. 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

  42. 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

  43. 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

  44. 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… …

  45. 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

  46. 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

  47. 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

  48. 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

  49. 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

  50. 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

  51. 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

  52. 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

  53. 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

  54. 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

  55. 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

  56. 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

  57. 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

  58. 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… …

  59. 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

  60. 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

  61. 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

  62. 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

  63. 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… …

  64. 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

  65. 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

  66. 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

  67. 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

  68. 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… …

  69. 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

  70. 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

  71. 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

  72. 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

  73. 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

  74. 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

… … 2019… …

  1. 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.

  2. 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.

  3. 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.

  4. 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.

  5. 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.

  6. 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… …

  7. 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.

  8. 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.

  9. 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.

  10. 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.

  11. 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… …

  12. 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

  13. 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… …

  14. 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

  15. 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

  16. 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

  17. 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

  18. 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

  19. 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.

  20. 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… …

  21. 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

  22. 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… …

  23. 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

  24. 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

  25. 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.

  26. 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

  27. 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

  28. 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

… … 2020… …

  1. Yang Jingwei,Zhang Ning,Kang Chongqing. 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

  2. Yang Jingwei,Zhang Ning,Kang Chongqing. 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.

  3. He Hongjie,Zhang Ning,Du Ershun,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.

  4. 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… …

  5. 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.

  6. 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.

  7. 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.

  8. 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).

  9. 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.

  10. 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.

  11. 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.

  12. 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.

  13. 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… …

  14. 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.

  15. 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.

  16. 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.

  17. 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.

  18. 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… …

  19. 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.

  20. 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.

  21. 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.

  22. 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.

  23. 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.

  24. 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.

  25. 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.

  26. 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… …

  27. 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.

  28. 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.

  29. 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.

  30. 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.

  31. 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.

  32. 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.

  33. 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… …

  34. 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.

  35. 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.

  36. 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.

  37. 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… …

  38. 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.

  39. 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.

  40. 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.

  41. 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.

  42. 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.

  43. 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.

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

  45. 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.

  46. 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.

  47. 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.

  48. 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.

  49. 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.

  50. 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.

  51. 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.

  52. 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.

Patent

  1. Ning Zhang, Chongqing Kang, Qing Xia, Ershun Du. Fast model generating and solving method for security-constrained power system operation simulation. US Patent US 10289765B2, 2019.05.

  2. Chongqing Kang, Yaohua Cheng, Ning Zhang, Qixin Chen, Qing Xia, System for Measuring Carbon Emission in Power System. US Patent US 10203312B2, 2019.02.

  3. Miao Miao, Xu Tian, Zuoxia Bai, Xue Ma, Fei Peng, Ning Zhang, Chongqing Kang, Qing Xia, Jingwei Yang. An analytic method on the impact of renewable energy output on power flow in power grid, Chinese Patent of Invention, Publication No: ZL201610778272.3, 2018. 11

  4. Chongqing Kang, Zepeng Gu, Ning Zhang. peak load balancing for wind power integration based on scenario library, Chinese Patent of Invention, Publication No: ZL201410520063.X, 2017. 08

  5. Ning Zhang, Chongqing Kang, Qing Xia, Ershun Du. Fast model generating and solving method for security-constrained power system operation simulation, Chinese Patent of Invention, Publication No: ZL 201510611268.3, 2017. 09.

  6. Hui Li, Ning Zhang, Zhidong Wang, Rui Shi, Liaoyi Ning, Yingwei Song, Yan Liu, Zhuoran Song. Fast wind power capacity credit evaluation method using reliability function. Chinese Patent of Invention, Publication No: 201410387911, 2015.05.

  7. Kaijun Liu, Ning Zhang, Kun Liujing, Weijiang Chen, Hui Li, Yong Li, Zhidong Wang, Shuai Wang. Fast identification method of power system transient angle stability based on typical fault set. Chinese Patent of Invention, Publication No: 201310669444, 2013.12.

  8. Qianyao Xu, Chongqing Kang, Ning Zhang, Qing Xia. An identification method of multi-dimensional wind power consumption ability based on simulation of wind power. Chinese Patent of Invention, Publication No: ZL201210154906.X, 2014.01.

  9. Ning Zhang, Chongqing Kang, Qing Xia, Di Wu, Kun Liujing, Bo Xinjian, Junbiao Wan, Ning Xiong, Hui Li, Zhidong Wang. Power system weakness identification method based on the risk assessment. Chinese Patent of Invention, Publication No.: 103426056A, 2013.12.

  10. Ning Zhang, Chongqing Kang, Qing Xia, Jingkun Liu, Tianen Huang, Di Wu, Jianbo Xin, Junbiao Wan, Jing Hu, Ning Xiong. Power system risk assessment method considering disaster. Chinese Patent of Invention, Publication No.: 103440400A, 2013.12.

  11. Jing Hu, Junbiao Wan, Ning Xiong, Chongqing Kang, Ning Zhang, Jingkun Liu, A cascading failure sampling method for power system risk assessment, Chinese Patent of Invention, Publication No.: ZL 201310519636.2, 2016.05.

  12. Jing Hu, Jianbo Xin, Junbiao Wan, Chongqing Kang, Ning Zhang, Jingkun Liu, An accelerated sampling method for power system risk assessment based on fault set matching, Chinese Patent of Invention, Publication No.: ZL 201310522382.X, 2016.08.

Computer Software Copyright

  1. Ersheng Pan, Hua Zheng, Chongqing Kang, Zhidong Wang, Ning Zhang. Integrated software for power system operation simulation and power flow analysis, Chinese Computer Software Copyright. 2018328. 2018SR215328.

  2. Ning Zhang, Di Wu, Ershun Du, Chongqing Kang, Junhui Hunag, Zhenjian Xie, Yi Ge. Software of power planning decision and power grid operation efficiency evaluation Chinese Computer Software Copyright. 20161114, 2016SR329844.

  3. Chongqing Kang, Ning Zhang, Qing Xia, Qianyao Xu, Ershun Du, Zhen Ji. Power system chronological simulation software TH-DSED. Chinese Computer Software Copyright. 201363, 2013SR053997.

  4. Chongqing Kang, Ning Zhang, Qing Xia, Xinyu Chen. Renewable energy capacity credit evaluation software TH-RECC. Chinese Computer Software Copyright. 201363, 2013SR053940.

  5. Chongqing Kang, Ning Zhang, Qing Xia, Qianyao Xu, Tianrui Zhou. Clustered wind farm operation simulation software, TH-WPOS. Chinese Computer Software Copyright. 201363, 2013SR053943.

  6. Ning Zhang, Chongqing Kang, Qing Xia, Ershun Du, Zhuang Tian. Transmission network planning optimization software TH-TSEP. Chinese Computer Software Copyright, 20131016, 2013SR109181.

  7. Ning Zhang, Chongqing Kang, Qing Xia,Jingkun Liu, Di Wu, Tianen Huang. Power system risk analysis software TH-PSRA. Chinese Computer Software Copyright. 20131016, 2013SR109333.

  8. Chongqing Kang, Zhen Ji, Ning Zhang, Qixin Chen, Qing Xia, Low-carbon power planning optimization software TH-PSEP. Chinese Computer Software Copyright. 2013101, 2013SR109338.