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Faculties

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Zhang Ning

Associate Professor

Research Direction

Power system planning, multiple energy system integration, wind power photovoltaic, concentrated solar power, solar thermoelectric power, power system operation optimization

West Main Building, 3-206 Department of Electrical Engineering, Tsinghua University Beijing, 100084, P. R. China

ningzhang@tsinghua.edu.cn

010-62794361

  • Biography
  • Teaching
  • Research Project
  • Publications
  • Social service

Biography

Ning Zhang got B.Sc. degree of electrical engineering and Excellent Graduate Student Award from Tsinghua University, Beijing, China in 2007. He got his Ph.D of electrical engineering, Excellent Doctoral Thesis Award and Excellent Graduate Student Award from Tsinghua University in 2012. He completed my two-year research as a post doctor and was assigned to work in Tsinghua University in 2014. He was a research associate in The University of Manchester from Oct. 2010 to Jul. 2011 and a research assistant in Harvard University from Dec. 2013 to Mar 2014. His research interests include power system planning, multiple energy system integration, wind power photovoltaic, concentrated solar power research projects including National Natural Science Foundation of China, National Key Research and Development Program of China (sub-task), The State Key Laboratories Development Program of China, and several projects from industry. He was awarded The Twelfth Tsinghua University-Yokoyama Ryoji Outstanding Paper Award, one hundred most influential papers and top articles in outstanding S&T journal of China in 2012, Electric Power System Research Reviewer Award form Elsevier in 2013, Applied Energy Reviewer Award in 2015 and Power System Technology Reviewer Award in 2016. He serves as the associate editor of CSEE Journal of Power and Energy Systems (CSEE JPES) and the Editorial Board Member of Protection and Control of Modern Power Systems (PCMP). He is the peer reviewer of more than 10 international journal including IEEE TPWRS, IEEE TSTE, IEEE TSG, IEEE TEC, IEEE PESL, IET RPG, IET GTD. He is also the peer reviewer of Proceedings of the CSEE, Automation of Electric Power Systems, Power System Technology, Electric Power Construction and Southern Power System Technology.

Educational Background

2007/09-2012/07 Ph.D, Power System Automation, Department of Electrical Engineering, Tsinghua University, China

2003/09-2007/07 Bachelor degree of Electrical Engineering, Department of Electrical Engineering, Tsinghua University, China

work experience

2017/01-Present, Associate Professor, Department of Electrical Engineering, Tsinghua University, Beijing, China

2016/06-2016/12, Assistant Professor, Department of Electrical Engineering, Tsinghua University, Beijing, China

2014/09-2016/06, Lecturer, Department of Electrical Engineering, Tsinghua University, Beijing, China

2013/12-2014/03, Research Assistant, School of Engineering and Applied Sciences, Harvard University, US

2012/07-2014/07, Research Assistant (Post doctor), Department of Electrical Engineering, Tsinghua University, China

2010/10-2011/07, Research Assistant, School of Electrical & Electronic Engineering, The University of Manchester, UK

Honors and Awards

Research Award

Silver Medal, International Exhibition of Inventions of Geneva 2016

Silver award, Beijing Invention and Innovation Contest 2016.

Reviewer Award, Power System Technology, 2016

Reviewer Award, Applied Energy, 2015

Institute Prize, IEEE Global Energy Forecasting Competition 2015

The Twelfth Tsinghua University-Yokoyama Ryoji Outstanding Thesis Award, for the thesis of “Dependent probabilistic sequence operation in wind power outputs analysis”, 2015

Best Paper Reward, Wind energy Grid-Adaptive Technologies, for the paper of “Clustered wind farms planning considering the capacity credit using ordinal optimization technique”, 2014

Reviewer Award, Electric Power System Research, 2013

Annual Award for Publishing a Paper of One-hundred Most Influential Scholar Papers, for the paper of “Impact of large-scale wind farm connecting with power grid on peak load regulation demand”, 2012

Frontrunner 5000, Top Articles in Outstanding S&T Journals of China, for the paper of “Impact of large-scale wind farm connecting with power grid on peak load regulation demand”, 2012

Excellent Doctoral Thesis of Tsinghua University, for the thesis of “Clustered wind power analysis and decision making methodology considering spatial dependency”, 2012/09

Excellent Graduate Student of Tsinghua University, 2012/07

Excellent Graduate Student of Beijing, 2012/07

The third prize, State Grid of China, Prize for Progress in Science and Technology, for the project of “Market Mechanism and Decision Analysis for Large-scale Outgoing Power Bases for Gansu Provincial Power Grid”, 2011

The second prize, Southern Grid Corporation of China, Prize for Progress in Science and Technology, for the project of “Technology Supporting and Information Management System for Energy-shaving Power Generation Dispatch in Guangdong Province”, 2009

Undergraduate Courses

2018~2019 Postgraduate course “Multiple Energy System: Modeling and Analysis” (in charge of 32 hours out of 48 hours)

2018~2019 Postgraduate course “Energy Internet Planning, Operation and Control” (in charge of 6 hours out of 48 hours)

2018 Undergraduate course “Big Data Technology and Application” (in charge of 8 hours out of 32 hours)

2015~2019 Undergraduate course “Special English of Electrical Engineering” (32 hours)

2015~2017 Undergraduate course “Renewable Energy and Its Integration” (in charge of 4 hours out of 16 hours)

Teaching Assistance

2007, Undergraduate course “Power System Forecasting” (32 hours, Teacher: Prof. Chongqing Kang)

2012, Postgraduate course “Renewable Energy in Power System” (16 hours, Teacher: Prof. Mark O’Malley)

Graduate Advising

Post-doc: Jian Zhang (2018)

Ph.D Student: Hai Li (2017), Haiyang Jiang (2018), Jiawei Zhang (2019)

B. S. Student: Zehan Qin (2015), Jiangnan Cheng (2017), Haoran Li (2017), Dingrui Li (2017), Dahua Gan (2018), Fangyu Li (2018), Zhihan Lu (2018), Jiawei Zhang (2019), Jiawei Zhang (2019), Zijie Liu (2019), Yujian Pan (2019)


(1)Research Interests

Multiple Energy System Integration (MES)

Energy hub modeling, operation and planning

Network modeling and planning of multiple energy system integration

Low carbon multiple energy system integration

Power System Planning & Operation (Planning & Operation)

Generation & transmission expansion planning model and algorithms

Power system operation simulation

Power system risk assessment

Stochastic unit commitment

Cloud energy storage

Renewable Energy Analytic and Optimization (Renewables)

Modeling and output simulation of the stochastic behavior of wind power, photovoltaic

The capacity credit of renewable energy

Concentrated solar power operation and planning

Data Analytics in Power System (Data Analytics)

Data analytics in power system operation simulation

Power system probabilistic forecasting

Data driven power flow calculation and topology identification

(2)Selected Academic Funds

2019-2022, Socio-Techno-Economic Pathways for sustainable Urban energy DeveloPment-STEP-UP, (JPI-NSFC project) (71961137004) (Participator)

2017-2018, Flexible Urban sysTems in mUlti-eneRgy Environment – FUTURE, The Ministry of Science and Technology International Cooperation Project: Eighth China-Croatia Cooperation Committee Project (PI)

2017-2020, Complementary coordinated scheduling and control for multi energy power systems, The National Key Research and Development Program of China (Sub-task PI)

2017-2020, Flexible operation mechanism and planning methodology for concentrated solar power integrated power system to promote the accommodation of intermittent energy, National Natural Science Foundation of China (51677096) (PI)

2017-2020, Generalized dynamic demand response theory and method for urban energy system, National Natural Science Foundation of China (Participator)

2016-2020, Fundamental theory of planning and operation for power systems with high share of renewable energy generations, The National Key Research and Development Program of China (2016YFB0900102) (Sub-task)

2017-2021, Fundamental research on low-carbon and efficient multiple energy systems towards renewable energy integration, National Natural Science Foundation of China (51620105007) (Participator)

2015-2018, Coordinated operation and planning of electric power / heat / cold / gas integrated energy system based on concentrated solar thermal power station. Tsinghua University Initiative Scientific Research Program (No. 20151080418) (PI)

2015-2016, Methodology of flexible operation and planning optimization for concentrated solar power with complementary multiple energy sources. State Key Lab funded Project (No.SKLD1M08) (PI)

2014-2016, Power system short-term operation optimization and decision-making methodology considering intermittent energy spatio-temporal correlation. National Natural Science Foundation of China (51307092) (PI)

2013-2014, Power generation and transmission coordination planning method considering spatio-temporal correlated wind power integration. China Postdoctoral Science Foundation special funded project (2013T60113) (PI)

2012-2014, Decision making and assessment of power system planning considering large scale clustered wind power integration. China Postdoctoral Science Foundation funded project (2012M520272) (PI)

(3)Selected Industry Projects

2019-2020, Research and application of grid-scale energy storage planning technology for received end power system. State Grid of China (PI)

2018-2019, Theoretical and Empirical Research of the Key Technology for the Whole process management of power grid operation risk based on multi source data mining. State Grid of China (PI)

2018-2018, Modeling and analysis of integrated energy system in Suzhou and its industrial parks. State Grid (Suzhou) City Energy Research Institute Co., Ltd., (PI)

2017-2018, Development of power system operation simulation software. State Grid Economic Research Institute (PI)

2017-2017, Hydropower optimization modeling considering reservoir capacity and multi-energy capacity benefit evaluation. State Grid Economic Research Institute (PI)

2017-2018, Regional renewable energy accommodation peak shaving coordination in Qinghai Northwest Power Grid. Economic Research Institute of Qinghai Province Electric Power Company (PI)

2017-2018, The key technology research and application of wind power and photovoltaic power accommodation assessment, State Grid of China (PI)

2017-2018, Power gird evaluation method under wide area grid connection and high penetration of renewable energy, Economic Institute of Shandong Electric Power Company of State Grid (PI)

2016-2017, Key technologies of power system planning based on the integration of operation simulation and power flow analyses, State Grid of China (PI)

2015-2016, Key technologies of large scale UHV and UHVDC hybrid power system planning and operation simulation. State Grid of China (PI)

2015-2016, Spatial and temporal characteristics of high altitude large PV / wind power base and its impact on the power supply adequacy. Economic Institute of Qinghai Electric Power Company of State Grid (PI)

2014-2016, Power system planning technology considering large scale renewable energy, models and evaluation methods. Energy Research Institute of State Grid (Participator)

2013-2014, Long term renewable energy accommodation assessment in China Southern Power Grid. China Southern Power Grid Company (Participator)

2012-2013, Key technology to construct large-scale power grid. State Grid of China (Participator)

2014-2015, Operation efficiency of planning scheme of Jiangsu power grid, methodology and platform development. Economic Institute of Jiangsu Electric Power Company of State Grid (Participator)

2013-2014, Research and application of wind power planning technology considering resource and grid flexibility. State Grid of China (Participator)


Ning Zhang has published more than 100 papers, including more than 37 papers in IEEE Transactions and 6 ESI high cited paper. He has 13 invention patents and 8 computer software copyrights. His papers have over 2000 citations with an H index of 24 on Google Scholar.

(1)International Journal Papers

(2019)

[1].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, in press.

[2].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.

[3].Yi Wang, Ning Zhang, Yushi Tan, Tao Hong, Daniel Kirschen, and Chongqing Kang, “Combining probabilistic load forecasts,” IEEE Transactions on Smart Grid, in press.

[4].Yi Wang, Dahua Gan, Mingyang Sun, Ning Zhang*, Zongxiang Lu and Chongqing Kang. Probabilistic individual load forecasting using pinball loss guided LSTM, Applied Energy, 2019, 235: 10-20. (EI indexed: 20184506038811)

[5].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, 2018. accepted, in press. (EI indexed: 20184706107707)

[6].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. (EI indexed: 20184606058015)

[7].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. (EI indexed: 20184406022030)

[8].Yaohua Cheng, Ning Zhang*, Zongxiang Lu and Chongqing Kang. Planning multiple energy systems towards low-carbon society: a decentralized approach, IEEE Transactions on Smart Grid, 2018. accepted, in press. (EI indexed: 20183805834926)

[9].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. (SCI Indexed: WOS: 000454252800013, IDS: HF5DM; EI indexed: 20183605782548)

[10].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. (EI indexed: 20182605367343)

[11].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, 2018. accepted, in press. (EI indexed: 20181905146203)

[12].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. (EI indexed: 20180704801701)

[13].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, 2018. accepted, in press. (EI indexed: 20183305699993)

[14].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 (EI indexed: 20174504371326)

[15].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. (SCI Indexed: WOS: 000455180900024, IDS: HG7OI; EI indexed: 20173704154432)

[16].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 (EI indexed: 20183905855566)

[17].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.

(2018)

[18].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. (SCI indexed: WOS: 000447834200144, IDS: GX5ZE; EI indexed: 20183705791401)

[19].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. (SCI indexed: WOS: 000447834200073, IDS: GX5ZE; EI indexed: 20182005188328)

[20].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. (SCI indexed: WOS: 000438181000094, IDS: GM5MH; EI indexed: 20181605031210)

[21].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. (SCI indexed: WOS: 000443079800004, IDS: GR9LC; EI indexed: 20180604772201)

[22].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. (SCI indexed: WOS: 000425075600056, IDS: FW1QX; EI indexed: 20174804467242)

[23].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. (SCI indexed: WOS: 000430733300093, IDS: GD8AA; EI indexed: 20174304297156)

[24].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. (SCI indexed: WOS: 000430733300059, IDS: GD8AA; EI indexed: 20174104260129)

[25].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. (SCI indexed: WOS: 000419813100090, IDS: FS5DF; EI indexed: 20173504084305)

[26].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. (SCI indexed: WOS: 000425530300082, IDS: FW7UH; EI indexed: 20173904216784)

[27].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. (SCI indexed: WOS: 000443200700081, IDS: GS0OG; EI indexed: 20183605786502)

[28].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. (SCI indexed: WOS: 000447834200034, IDS: GX5ZE; EI indexed: 20182105222785)

[29].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. (SCI indexed: WOS: 000430733300109, IDS: GD8AA; EI indexed: 20181004879609)

[30].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. (EI indexed: 20184406004815)

[31].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. (SCI indexed: WOS: 000448226600041, IDS: GY0QL)

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

(2017)

[33].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. (SCI indexed: WOS: 000417229300017, IDS: FO9RP; EI indexed: 20172603848713)

[34].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. (SCI indexed: WOS: 000393003100020, IDS: EJ1XF; EI indexed: 20165303204982)

[35].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. (SCI indexed: WOS: 000407854900026, IDS: FD9PP; EI indexed: 20173704138311)

[36].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. (SCI indexed: WOS: 000404251100010, IDS: EY8NG; EI indexed: 20173704143964)

[37].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. (SCI indexed: WOS: 000399998000073, IDS: ET1AL; EI indexed: 20173404059420)

[38].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. (SCI indexed: WOS: 000407854900070, IDS: FD9PP; EI indexed: 20173704138216)

[39].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. (SCI indexed: WOS: 000395639800003, IDS: EM9OA; EI indexed: 20170703357787)

[40].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. (SCI indexed: WOS: 000404046600006, IDS: EY5US; EI indexed: 20172703874905)

[41].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. (SCI indexed: WOS: 000395865900039, IDS: EN2UO; EI indexed: 20170903395243)

[42].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. (SCI indexed: WOS: 000398871400019, IDS: ER5VH; EI indexed: 20170903393353)

[43].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. (SCI indexed: WOS: 000416270100001, IDS: FN8JL; EI indexed: 20181104910372)

[44].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. (SCI indexed: WOS: 000416270100007, IDS: FN8JL; EI indexed: 20181104910447)

[45].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. (SCI indexed: WOS: 000399388200005, IDS: ES2WI)

[46].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. (SCI indexed: WOS: 000416973300012, IDS: FO6KZ)

(2016)

[47].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. (SCI indexed: WOS: 000389785200083, IDS: EE7GZ; EI indexed: 20161902360280)

[48].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. (SCI indexed: WOS: 000391580900099, IDS: EH2ES; EI indexed: 20160701928028)

[49].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. (SCI indexed: WOS: 000367299800041, IDS: CZ7SH; EI indexed: 20150100400687)

[50].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. (SCI indexed: WOS: 000372017600022, IDS: DG4CH; EI indexed: 20152000854681)

[51].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. (SCI indexed: WOS: 000387774500008, IDS: EC0FT)

(2015)

[52].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. (SCI indexed: WOS: 000353641000050, IDS: CG9MX; EI indexed: 20151800801671)

[53].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. (SCI indexed: WOS: 000360165600002, IDS: CP8SW; EI indexed: 20153501208912)

[54].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. (SCI indexed: WOS: 000361680800012, IDS: CR9MS; EI indexed: 20152300925534)

[55].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. (SCI indexed: WOS: 000364203200021, IDS: CV3YS; EI indexed: 20154401474017)

[56].Dong Xiaoming, Kang Chongqing, Ning Zhang, Yan Huaguang, Meng Junxia, Niu Xinsheng and Tian Xin. 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. (SCI indexed: WOS: 000364376000013, IDS: CV6JH)

(2014 and before)

[57].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. (SCI indexed: WOS: 000335399100032, IDS: AG4OH; EI indexed: 20141917691782)

[58].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. (SCI indexed: WOS: 000325451200013, IDS: 231XH; EI indexed: 20131416173219)

[59].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. (SCI indexed: WOS: 000323560600009, IDS: 206XU; EI indexed: 20133516677902)

[60].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. (SCI indexed: WOS: 000325978200044, IDS: 238VA; EI indexed: 20134416911467)

[61].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. (EI indexed: 20110913703964)

[62].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. (SCI indexed: WOS: 000209527200005, IDS: V41DP)

(2)Chinese Journal Papers

(2019)

[63].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.

[64].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.org/10.19595/j.cnki.1000-6753.tces.190112.

[65].Yi Wang, Ning Zhang, Chongqing Kang, Weiming Xi, Molin Huo. Electrical Consumer Behavior Model: Basic Concept and Research Framework. Transactions of China Electrotechnical Society, 1-13[2019-05-24]. https://doi.org/10.19595/j.cnki.1000-6753.tces.190073.

[66].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.

[67].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)

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

[69].Wujing Huang, Ning Zhang, Ruibiao Dong, Yongxiao Liu, Chongqing Kang. Coordinated Planning of Multiple Energy Networks and Energy Hubs. Proceedings of the CSEE. 2018,38(18):5425-5437

[70].Di Wu, Jiaming Wang, Hui Li, Zhidong Wang, Ning Zhang, Chongqing Kang. Research on Capacity and Delivery Sequence of Interconnected Northwestern-Southwestern Power Grid Towards Renewable Energy Accommodation. Power System Technology. 2018,42(07):2103-2110.

[71].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. (EI indexed: 20182105217799)

[72].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. (EI indexed: 20181805125883)

(2017)

[73].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. (EI indexed: 20173704147451)

[74].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. (EI indexed: 20173103998576)

[75].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. (EI indexed: 20175104560062)

[76].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. (EI indexed: 20173704154062)

[77].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. (EI indexed: 20174304293698)

[78].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. (EI indexed: 20173704153914)

[79].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. (EI indexed: 20171703596504)

[80].Haozhong Cheng, Jun Li, Yaowu Wu, Haoyong Chen, Ning Zhang and Lu Liu. Challenges and Prospects for AC/DC Transmission Expansion Planning Considering High Proportion of Renewable Energy, Dianli Xitong Zidonghua/Automation of Electric Power Systems, 2017, 41(9): 19-27. (EI indexed: 20172603839232)

(2016)

[81].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. (EI indexed: 20164803052549)

[82].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. (EI indexed: 20163402733979)

[83].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. (EI indexed: 20164903102006)

[84].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. (DOI:10.13648/j.cnki.issn1674-0629.2016.03.003)

[85].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. (DOI:10.7667/PSPC201502)

[86].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. (EI indexed: 20161002073294)

[87].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. (EI indexed: 20164603004705)

(2015)

[88].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. (EI indexed: 20155101695965)

[89].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. (EI indexed: 20154401475271)

[90].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. (EI indexed: 20153601240688)

[91].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. (EI indexed: 20150600502512)

(2014 and before)

[92].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. (DOI:10.7667/j.issn.1674-3415.2014.14.001)

[93].Xi Zhang, Chongqing Kang, Ning Zhang, Yuehui Huang, Chun Liu and Jianfei Xu. Analysis of mid/long term random characteristics of photovoltaic power generation, Dianli Xitong Zidonghua/Automation of Electric Power Systems, 2014, 38(6): 6-13. (EI indexed: 20141617585999)

[94].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. (DOI:10.7667/j.issn.1674-3415.2013.01.017)

[95].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. (EI indexed: 20140117165757)

[96].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. (EI indexed: 20140317203698)

[97].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. (EI indexed: 20121915004248)

[98].Ning Zhang and Chongqing Kang. Numerical characteristics of dependent probabilistic sequence operations, Qinghua Daxue Xuebao/Journal of Tsinghua University, 2012, 52(11): 1559-1564. (EI indexed: 20122815240473)

[99].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. (EI indexed: 20131416174419)

[100].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. (DOI:10.13648/j.cnki.issn1674-0629.2012.01.016)

[101].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.

[102].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. (EI indexed: 20113914375430)

[103].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. (EI indexed: 20101912917918)

[104].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.

[105].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.

[106].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. (DOI:10.13335/j.1000-3673.pst.2008.24.005)

(3)Conference Papers

(2019)

[107].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.

[108].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.

[109].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.

[110].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)

[111].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.

[112].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.

[113].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.

[114].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.

[115].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 (EI indexed: 20184405996135)

(2017)

[116].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. (SCI indexed: WOS: 000426921802173, IDS: BJ6QU; EI indexed: 20181905143196)

[117].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. (SCI indexed: WOS: 000426921802034, IDS: BJ6QU; EI indexed: 20181905143058)

(2016)

[118].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. (SCI indexed: WOS: 000392327900130, IDS: BG8IQ; EI indexed: 20171203453500)

[119].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. (SCI indexed: WOS: 000392327900106, IDS: BG8IQ; EI indexed: 20171203453476)

[120].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. (SCI indexed: WOS: 000399937901064, IDS: BH3QT; EI indexed: 20165003116932)

[121].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. (SCI indexed: WOS: 000399937902047, IDS: BH3QT; EI indexed: 20165003116658)

[122].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. (SCI indexed: WOS: 000399937901124, IDS: BH3QT; EI indexed: 20165003117131)

[123].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.

[124].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. (SCI indexed: WOS: 000386833900031, IDS: BG1JP; EI indexed: 20161902347954)

(2015)

[125].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. (SCI indexed: WOS: 000371397501099, IDS: BE3YU; EI indexed: 20160601898421)

[126].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)

[127].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

[128].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. (SCI indexed: WOS: 000412590400076, IDS: BI5NZ; EI indexed: 20145100345385)

[129].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.

[130].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. (SCI indexed: WOS: 000297469604107, IDS: BXX66; EI indexed: 20114914586309)

[131].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. (SCI indexed: WOS: 000407001900088, IDS: BI1WO; EI indexed: 20122015016286)

[132].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.

(4)Books and Book Chapters

[1].Ning Zhang, Chongqing Kang, Ershun Du, Yi Wang, “Analytics and Optimization for Renewable Energy Integration,” 380 pages, CRC Press, 2019. [Monograph]

[2].Ning Zhang, Chongqing Kang, Yi Wang, Ershun Du. “Research on the Development of Energy Internet” Chapter 12: Energy Internet and Renewable Energy Accommodation. Tsinghua University Press. 2017.01

[3].Ning Zhang, Chongqing Kang, Ershun Du, Yi Wang. High proportion renewable energy integration and power system reform: release power system flexibility. Chapter 11: research and evaluation of wind capacity credit and its application in power system planning and operation. China Electric Power Publishing. 2017.08

(5)Patent

[1].Ning Zhang, Chongqing Kang, Qing Xia, DU Ershun. Fast model generating and solving method for security-constrained power system operation simulation. US Chinese Patent of Invention, US10289765B2, 2019/05/14

[2].Chongqing Kang, Yaohua Cheng, Ning Zhang, Qixin Chen, Qing Xia. System for measuring carbon emission in power system. US10203312B2, 2019/2/12

[3].Jingkun Liu, Ning Zhang, Chongqing Kang, Qing Xia. A capacity calculation method of shared batteries considering battery life. Chinese Patent of Invention, Publication No: ZL201710131632.5, 2019/01/21

[4].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, 2018/11/08

[5].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, 2017/8/11

[6].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.

[7].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.

[8].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.

[9].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.

[10].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.

[11].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.

[12].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.

[13].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.

(6)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. 2018/3/28. 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. 2016/11/14, 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. 2013/6/3.

[4].Chongqing Kang, Ning Zhang, Qing Xia, Xinyu Chen. Renewable energy capacity credit evaluation software TH-RECC. Chinese Computer Software Copyright. 2013/6/3.

[5].Chongqing Kang, Ning Zhang, Qing Xia, Qianyao Xu, Tianrui Zhou. Clustered wind farm operation simulation software, TH-WPOS. Chinese Computer Software Copyright. 2013/6/3.

[6].Ning Zhang, Chongqing Kang, Qing Xia, Ershun Du, Zhuang Tian. Transmission network planning optimization software TH-TSEP. Chinese Computer Software Copyright, 2013/10/16.

[7].Ning Zhang, Chongqing Kang, Qing Xia,Jingkun Liu, Di Wu, Tianen Huang. Power system risk analysis software TH-PSRA. Chinese Computer Software Copyright. 2013/10/16.

[8].Chongqing Kang, Zhen Ji, Ning Zhang, Qixin Chen, Qing Xia, Low-carbon power planning optimization software TH-PSEP. Chinese Computer Software Copyright. 2013/10/1.


(1) Professional Society Membership

IEEE Senior Member (from 2018)

IET Member (from 2012)

Cigre Member (from 2016)

Cigre WG C1.39 Secretary

Cigre WG C6/C1.33 Member

Cigre WG C6/C2.34 Member

Journal of China Electric Power Research Institute, Committee of Experts (from 2016, Special Contribution Award, 2017)

The Energy Systems Integration Group (EISG), Member (from 2018)

China Energy Research Association. Member of Power System Reliability Group (from 2018)

(2) Editor and Guest Editor in Journals

Editor of IEEE Transactions on Power System (TPWRS)

Editor of IEEE Power Engineering Letters (PESL)

Editor of Journal of Modern Power Systems and Clear Energy (MPCE)

Editor of International Transactions on Electrical Energy Systems (ITEES, Best editor award 2017,2018)

Editor of CSEE Journal of Power and Energy Systems (CSEE JPES, Best Young Editor 2018)

Editor of Protection and Control of Modern Power Systems (PCMP)

Editor of Electrical Engineering (ELEN)

Guest Editor: “Enabling very high penetration renewable energy integration in future power systems” IEEE Transactions on Power Systems (TPWRS)

Guest Editor: “Data analytics for energy water, and Environment”, IEEE Transactions on Engineering Management (TEM)

Guest Editor: “Forecasting in Modern Power Systems”, Journal of Modern Power Systems and Clean Energy (MPCE)

Guest Editor: “Research and application of Blockchain technique in the Energy Internet”, Proceedings of the Chinese Society of Electrical Engineering (in Chinese)

Guest Editor: “Integrated demand response”, Electric Power Construction (in Chinese)

(2) Peer reviewer in Journals

IEEE Transactions on Power Systems

IEEE Transactions on Sustainable Energy

IEEE Transactions on Smart Grid (Best Reviewer Award, 2017)

IEEE Transactions on Energy Conversion

IEEE Transactions on Industrial Electronics

IEEE Power Engineering Letters

IET Generation, Transmission and Distribution

IET Renewable Power Generation

Applied Energy (Best Reviewer Award, 2015)

Electric Power Systems Research (Best Reviewer Award, 2013, 2015)

IEEE Transactions on Engineering Management

Journal of Modern Power Systems and Clean Energy (MPCE, Best Reviewer Award 2016)

CSEE Journal of Power and Energy Systems (CSEE JPES) (Best Reviewer Award, 2017)

Protection and Control of Modern Power Systems (PCMP)

Proceedings of the Chinese Society of Electrical Engineering (in Chinese, Special Contribution Award, 2017,2018)

Automation of Electric Power Systems (in Chinese, Best Reviewer Award, 2017, 2018)

Power System Technology (in Chinese), (Best Reviewer Award 2016, 2017, 2018)

Southern Power System Technology (in Chinese)

Electric Power Construction (in Chinese)

Power System Protection and Control (in Chinese)

Power Generation Technology (in Chinese), (Best Reviewer Award 2018)

Journal of Electrical Engineering and Technology

(3) Peer reviewer in Conferences

The 11th Mediterranean Conference on Power Generation, Transmission, Distribution and Energy Conversion, (MEDPOWER 2018)

IEEE PES General Meeting (PESGM) 2015, 2016, 2017, 2018,2019

IEEE International Conference on Probabilistic Methods Applied to Power System 2016 (PMAPS 2016)

IEEE Electrical Power and Energy Conference 2016 (EPEC 2016)

Power Systems Computation Conference (PSCC'16, PSCC'18)

(3) Peer reviewer for Foundations

National Science foundation of China 2016, 2017, 2018, 2019

(4) Chair and Technical Committee of Conference

Panel Session Chair: IEEE PES General Meeting 2019, Ultra-High Penetration of Renewable Energy Integration

Technical Committee & Session Chair: The 11th Mediterranean Conference on Power Generation, Transmission, Distribution and Energy Conversion, (MEDPOWER 2018)

Organizing Committee & Session Chair: IEEE International Conference on Probabilistic Methods Applied to Power System 2016 (PMAPS 2016)

Panel Session Chair: IEEE PES General Meeting 2017, Accommodating intermittent renewable energy by multiple energy systems integration: forecasting, operations and planning

Panel Session Chair: IEEE PES General Meeting 2016, Offering, pricing and managing uncertainty and variability in power system operations with significant renewable energy integration

Seminar Chair: 2016 THU-DTU Joint Seminar on Renewable Energy

Session Chair: International Conference on Renewable Power Generation, RPG 2015 PV systems technology

Session Chair: The 2nd China-Korea Joint Seminar on Wind Energy Grid-Adaptive Technology 2013, 16–18 Oct., 2012, Beijing China