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论文
Li Haibo; Qiao Ying Lu Zongxiang. Probabilistic Flexibility Evaluation for Power System Planning , IEEE Transactions on Power Systems, 2018.05, Considering Its Association With Renewable Power Curtailment. 33(3)：3285~3295, SCIE, EI.
Zhang Fan ; Qiao Ying;(#)Lu Zongxiang, Extreme wind power forecast error analysis application in day-ahead reserve capacity planning, IET Renewable Power Generation, 2018, 12(16)：1923~1930, SCIE, EI,
Lu Zongxiang, Ye Yida, Qiao Ying; An Adaptive Frequency Regulation Method With Grid-Friendly Restoration for VSC-HVDC Integrated Offshore Wind Farms, IEEE Transactions on Power Systems, 2019-9, 34(5)：3582-3593. SCIE.
Yida Ye, Ying Qiao, Le Xie, Zongxiang Lu, A Comprehensive Power Flow Approach for Multi-terminal VSC-HVDC System Considering Cross-regional Primary Frequency Responses, Journal of Modern Power Systems and Clean Energy, 2020, 8(2)：238-248.
Hao Li, Zongxiang Lu, Ying Qiao, Baosen Zhang, Yisha Lin. The Flexibility Test System for Studies of Variable Renewable Energy Resources. IEEE Transactions on Power Systems, 2020
乔颖; 郭晓茜; 鲁宗相; 孙荣富; 考虑系统频率二次跌落的风电机组辅助调频参数确定方法, 电网技术, 2020, (03)：807-815
Hao Li, Ying Qiao, Zongxiang Lu, Baosen Zhang and Fei Teng, Frequency-Constrained Stochastic Planning Towards a High Renewable Target Considering Frequency Response Support From Wind Power, in IEEE Transactions on Power Systems, vol. 36, no. 5, pp. 4632-4644, Sept. 2021, doi: 10.1109/TPWRS.2021.3066991
专著
鲁宗相; 乔颖; 李海波. 高比例可再生能源电力系统灵活性：概念、理论及应用, 中国电力出版社, 2021
Zongxiang Lu, Shuangxi Zhou. Integration of Large Scale Wind Energy with Electrical Power Systems in China, Wiley, 2018
曾平良，鲁宗相，王秀丽，程林，等. 大规模新能源并网规划，中国电力出版社，2017
鲁宗相，闵勇，乔颖. 微电网分层运行控制技术及应用，电子工业出版社，2017
杨汾艳，唐景星，鲁宗相. 500kV终端变电站可靠性分析，中国电力出版社，2013
胡文堂，余绍峰，鲁宗相，高胜友. 输变电设备风险评估与检修策略优化，中国电力出版社，2011
周双喜，鲁宗相. 风力发电与电力系统, 中国电力出版社, 2011
鲁宗相. 电厂事故的可靠性预测与防范, 中国电力出版社, 2007
Book Chapter
姚强、于永达、朱桂萍、麻林巍、蔡文佳、齐天宇，等. 中国资源能源与可持续发展. 第13、14章，390-450页，科学出版社，2015，ISBN：978-7-03-045976-3
周孝信，鲁宗相等. 能源革命中电网技术发展预测和对策. 总论部分，3-142页，科学出版社，2015，ISBN：978-7-03-045536-9
Guiping Zhu, Zongxiang Lu, Zanji Wang. Sustainable Automotive Energy System in China, Pages 271–299, Edited by China Automotive Energy Research Center. New York, USA: Springer Press, 2013, ISBN 978-3-642-36847-9
肖立业，齐智平，鲁宗相等. 中国战略性新兴产业研究与发展-智能电网. 第五章5.1,5.2节，199-231页，机械工业出版社，2013，ISBN：978-7-111-43192-3
清华大学中国车用能源研究中心. 中国车用能源展望2012. 第9章，220-240页，科学出版社，2012，ISBN：978-7-03-032796-3
国际期刊论文选(2013以来)
Caixia Wang, Zongxiang Lu, Ying Qiao. A Consideration of the Wind Power Benefits in Day-Ahead Scheduling of Wind-Coal Intensive Power Systems, IEEE TRANSACTIONS ON POWER SYSTEMS, 2013, 28(1): 236-245(DOI: 10.1109/TPWRS.2012.2205280)
Ye, Xi; Qiao, Ying; Lu, Zongxiang. Study on Multi-scale Unit Commitment Optimization in the Wind-Coal Intensive Power System, JOURNAL OF ELECTRICAL ENGINEERING & TECHNOLOGY, 2013, 8(6): 1596-1604(DOI: 10.5370/JEET.2013.8.6.1596)
Nan Ding &, Zongxiang Lu*, Ying Qiao, Yong Min. Simplified equivalent models of large-scale wind power and their application on small signal stability, Journal of Modern Power Systems and Clean Energy, 2013, 1(1): 58-64(DOI: 10.1007/s40565-013-0005-3)
Ying Qiao, Zong-Xiang Lu, Ji Lu, Jia-Yang Ruan, Lin-lin Wu. Investigation and Simulation Study on the Cascading Trip-off Fault of a Large Number of Wind Turbines in China on May 14, 2012 [J]. Journal of Electrical Engineering & Technology, 2015, 10(6): 2240-2248.( DOI: 10.5370/JEET.2015.10.6.2240)
Zongxiang Lu, Xi Ye, Ying Qiao and Yong Min. Initial exploration of wind farm cluster hierarchical coordinated dispatch based on virtual power generator concept. CSEE Journal of Power and Energy Systems, 2015, 1(2): 62-67. (DOI: 10.17775/CSEEJPES.2015.00020)
Jia-Yang Ruan, Zong-Xiang Lu, Ying Qiao, Yong Min, Guang-Hui Shao, Xing-Wei Xu, and Kai-Yuan Hou. Transient Stability of Wind Turbine Adopting a Generic Model of DFIG and Singularity-Induced Instability of Generators/Units with Power–Electronic Interface [J]. IEEE TRANSACTIONS ON ENERGY CONVERSION, 2015, 30(3): 1069-1080.( DOI: 10.1109/TEC.2015.2423689)
Ye, X.; Lu, Z.; Qiao, Y.; Min, Y.; O'Malley, M. Identification and Correction of Outliers in Wind Farm Time Series Power Data [J]. IEEE Transactions on Power Systems, 2016, 31(6): 4197-4205.( DOI: 10.1109/TPWRS.2015.2512843)
Jia-Yang Ruan; Zong-Xiang Lu; Ying Qiao; Yong Min. Analysis on Applicability Problems of the Aggregation-Based Representation of Wind Farms Considering DFIGs' LVRT Behaviors. IEEE Transactions on Power Systems, 2016, 31(6): 4953-4965.( DOI: 10.1109/TPWRS.2016.2539251)
Man Xu, Pierre Pinson, Zongxiang Lu, Ying Qiao and Yong Min. Adaptive robust polynomial regression for power curve modeling with application to wind power forecasting. Wind Energy, 2016 December, 19(12): 2321–2336 (DOI: 10.1002/we.1985)
Xu, Man; Lu, Zongxiang; Qiao, Ying; Yong Min. Modelling of wind power forecasting errors based on kernel recursive least-squares method. JOURNAL OF MODERN POWER SYSTEMS AND CLEAN ENERGY, 2017, 5(5): 735-745
Haibo Li; Zongxiang Lu; Ying Qiao; Ningbo Wang. A Non-sequential Probabilistic Production Simulation Method for Wind Energy Curtailment Evaluation Considering the Seasonal Heat Supply Constraints. IEEE Transactions on Sustainable Energy, 2018, 9(1): 462-473
Zongxiang Lu, Haibo Li, Ying Qiao. Probabilistic Flexibility Evaluation for Power System Planning Considering Its Association With Renewable Power Curtailment. IEEE Transactions on Power Systems, 2018, 3(3): 3285-3295
Xiaoqian Guo, Zongxiang Lu, Ying Qiao*. Fast Optimal Power Allocation Algorithm for Multi-Terminal AC/DC Hybrid Grids With Wind Power Integration. IET Renewable Power Generation, 2018, 12(15): 1762 – 1770
Kunpeng Shi, Ying Qiao, Wei Zhao, Qing Wang, Menghua Liu, Zongxiang Lu*. An improved random forest model of short-term wind-power forecasting to enhance accuracy, efficiency, and robustness. Wind Energy, 2018, 21(12): 1383–1394
Fan Zhang, Ying Qiao, Zongxiang Lu*. Extreme Wind Power Forecast Error Analysis Considering its Application in Day-ahead Reserve Capacity Planning. IET Renewable Power Generation, 2018, 12(16): 1923-1930
Ershun Du, Ning Zhang*, Bri-Mathias Hodge, Qin Wang, Zongxiang Lu*, Chongqing Kang, Benjamin Kroposki, 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
Wei HU*, Zongxiang LU, Shuang WU, Weiling ZHANG, Yu DONG, Rui YU, Baisi LIU. Real-time transient stability assessment in power system based on improved SVM. Journal of Modern Power Systems and Clean Energy, 2019, 7(1): 26-37 (DOI: 10.1007/s40565-018-0453-x)
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 (DOI: 10.1016/j.apenergy.2018.10.078)
FU Yiwei, LU Zongxiang, HU Wei*, WU Shuang, WANG Yiting, DONG Ling, ZHANG Jietan. Research on Joint Optimal Dispatching Method for Hybrid Power System Considering System Security. Applied Energy, 2019, 238: 147–163 (DOI: 10.1016/j.apenergy.2019.01.034)
Yaohua Cheng, Ning Zhang*, Zongxiang Lu*, Chongqing Kang. Planning Multiple Energy Systems towards Low-Carbon Society: A Decentralized Approach. IEEE Transactions on Smart Grid, 2018 (early access, 2018/8/26) (DOI: 10.1109/TSG.2018.2870323)
Zongxiang Lu, Yida Ye, Ying Qiao*. An Adaptive Frequency Regulation Method with Grid-Friendly Restoration for VSC-HVDC Integrated Offshore Wind Farms. IEEE Transactions on Power Systems, 2019 (early access, 2019/2/27) (DOI: 10.1109/TPWRS.2019.2901986)
ZHANG Hongxuan, LU Zongxiang, HU Wei*, WANG Yiting, DONG Ling, ZHANG Jietan. Coordinated Optimal Operation of Hydro-Wind-Solar Integrated Systems. Applied Energy, 2019, (early access, 2019/3/7) (DOI: )
国际会议论文选(2018)
Jiheng Jiang, Ying Qiao, Zongxiang Lu. The Probabilistic Production Simulation for Renewable Energy Power System Considering the Operation of Hydropower. 2018 International Conference on Power System Technology, Guangzhou, China, 6-8 November 2018: 331-338.
Jiheng Jiang, Ying Qiao, Zongxiang Lu. The Probabilistic Production Simulation Incorporating the Correlation between PV Power and Loads. 2018 International Conference on Power System Technology, Guangzhou, China, 6-8 November 2018: 339-344.
Shangqiang Li, Ying Qiao, Zongxiang Lu, Linlin Wu, Man Xu. Sensitivity Analysis of Reactive Power and Voltage in Power Grid Based on Radial Basis Function Neural Network. 2018 International Conference on Power System Technology, Guangzhou, China, 6-8 November 2018: 4349-4356.
Hao Li, Zongxiang Lu, Ying Qiao. Bi-level Coordinated Planning with Multiple Flexible Resources Considering Transmission Expansion. 2018 International Conference on Power System Technology, Guangzhou, China, 6-8 November 2018: 311-316.
Yujing Zhang, Ying Qiao, Zongxiang Lu, Wei Wang. New Dimensionality Reduction Method of Wind Power Curve Based on Deep Learning. 2018 International Conference on Power System Technology, Guangzhou, China, 6-8 November 2018: 4357-4361.
Tanghai Xu, Zongxiang Lu, Ying Qiao, Jun An. A source-load-storage integrated planning model for power systems with high penetration of renewable energy. 2018 International Conference on Power System Technology, Guangzhou, China, 6-8 November 2018: 1653-1660.
Yisha Lin, Ying Qiao, Zongxiang Lu. Full-Link Energy Efficiency Analysis of Wind Powered Heating System based on Energy Flow Chart. 2018 International Conference on Power System Technology, Guangzhou, China, 6-8 November 2018: 4349-4356.
Jing Wu, Liangzhong Yao, Yan Li, Lijun Xie, Zongxiang Lu. AC System Frequency Support Method of the MTDC System Connected with Wind Farms. 2018 IEEE Power and Energy Society General Meeting, Portland, OR USA, 5 – 9 August 2018.
Yida Ye, Zongxiang Lu, Le Xie, Ying Qiao. A Coordinated Frequency Regulation Strategy for VSC-HVDC Integrated Offshore Wind Farms. 2018 IEEE Power and Energy Society General Meeting, Portland, OR USA, 5 – 9 August 2018.
Hao Li, Zongxiang Lu, Ying Qiao, Xiaoqian Guo. Transnational Grid Interconnection Planning Considering Effect of Country Risks. 2018 IEEE Power and Energy Society General Meeting, Portland, OR USA, 5 – 9 August 2018.
国内期刊论文选(2011年以来)
鲁宗相,李海波,乔颖. 含高比例可再生能源电力系统灵活性规划及挑战. 电力系统自动化，2016，40（13）：147-158
鲁宗相,徐曼,乔颖,等. 风电功率预测的新型互联网运营模式设计. 电网技术，2016，40（1）：125-131
周孝信，鲁宗相，刘应梅，陈树勇. 中国未来电网的发展模式和关键技术，中国电机工程学报，2014,34（29）：4999-5008（获评中国科技期刊2016年度优秀论文奖）
李立，鲁宗相，周双喜，邱阿瑞. 柔性交流输电系统设备对电力系统暂态失稳风险的影响，电力系统自动化，2012,36（6）：11-16
叶希，鲁宗相，乔颖，等. 大规模风电机组连锁脱网事故机理初探，电力系统自动化，2012,36（8）：11-17
王震，鲁宗相，段晓波，李晓明. 分布式光伏发电系统的可靠性模型及指标体系，电力系统自动化，2011，35（15）：18-24
王彩霞，鲁宗相. 风电功率预测信息在日前机组组合中的应用，电力系统自动化，2011，35（7）：13-18
学术兼职
学术组织任职
IET Fellow (2018-present)
IEEE Senior Member (2018-present), Member (2002-2018)
中国电机工程学会，高级会员（2015-），咨询委员会（2020-）、电力名词委员会（2020-）
北京电机工程学会可再生能源专业委员会，副主任委员（2019-）
中国电机工程学会能源互联网专委会，委员（2018-），秘书长（2018-2020）
中国能源研究会电能专委会电力系统可靠性学组，委员（2018-）
中国能源研究会储能专业委员会，委员（2016-）
中电联电力行业可靠性管理委员会，委员（2010-）
北京电机工程学会风能发电专业委员会，委员（2010-）
中国电工技术学会电工产品可靠性研究会，委员（2005-）
中国电机工程学会可靠性专委会，委员（2004-）
国内外期刊编委
《供用电》编委，2014-
《分布式能源》编委，2016-
《电力系统保护与控制》编委，2018-
《电气工程学报》编委，2019-
《电力系统自动化》编委，2019-
《电力系统自动化》，高比例可再生能源电力系统第二辑特约专刊主编，2017-2018
《全球能源互联网》中文刊，高比例可再生能源未来电力系统特约专刊主编，2018-2019
《电网技术》，高比例可再生能源电力系统的灵活性规划和运行特约专刊主编，2019-2020
Wind Energy, member of editorial board, 2019-
Protection and Control of Modern Power Systems, member of editorial board，2018-
International Transactions on Electrical Energy Systems, Guest Editor-in-Chief of Special Issue on Shaping Future Power Systems with High Penetration Renewable Generation, 2018-2019
国际会议
Session chair of “Panel 10: Key Technologies for Planning and Operation of Offshore Wind Power” in IEEE Sustainable Power & Energy Conference (iSPEC 2020) , Chengdu, China, 22-25 Nov 2020
Session chair of “National Smart Grid Key R&D Program Session 12: Planning Theory and Methods for Power Systems with High Proportion of Renewable Energy” in the 4th IEEE Conference on Energy Internet and Energy System Integration (EI2 2020), Wuhan, China, 30 October-1 November 2020
Session chair of “Oral Session 4: Smart Grid and Renewable Energy Integration” in 2018 International Conference on Power System Technology (Powercon 2018), Guangzhou, China, 6-8 November 2018
Panel Chair of “Panel 6 - Topological evolution of future power systems” in 2018 International Conference on Power System Technology (Powercon 2018), Guangzhou, China, 6-8 November 2018
Session chair of “Paper forum 12: Planning, operation and control of EI²” in the 2nd IEEE Conference on Energy Internet and Energy System Integration, Beijing, China, 20-22 October 2018
Session chair of “A5. Renewable Energy Integration 1” in the 14th IET International Conference on AC and DC Power Transmission (2018 ACDC), Chengdu, China, 27-30 June 2018
Session chair of “Session 25 - Correlations in power systems” in 2016 International Conference on Probabilistic Methods Applied to Power Systems (2016 PMAPS), Beijing, China, 16-20 October 2016
Keynote speaker, “Key technologies and applications of transmission system planning for large-scale offshore wind power clusters in the middle and far sea”, IEEE Sustainable Power & Energy Conference (iSPEC 2020), Chengdu, China, 22-25 Nov 2020
Keynote speaker, “Planning for power systems with high renewable energy share”, 2020 Global Energy Interconnection (Asia) Conference on Green Low-Carbon Sustainable Development, Beijing, China, 1-4 November 2020
Keynote speaker, “The Flexibility Test System for Studies of Variable Renewable Energy Resources”, the 4th IEEE Conference on Energy Internet and Energy System Integration (EI2 2020), Wuhan, China, 30 October-1 November 2020
Keynote speaker, “Transition of Power System with High Share of RE based on the View of Flexibility”, IEEE Sustainable Power & Energy Conference (iSPEC 2019) , Beijing, China, 22-23 Nov 2019
Keynote speaker, “Wind Power Forecast Method Considering its Application in Power Grid Dispatching”, 2019 IEEE 3rd International Electrical and Energy Conference, Beijing, China, 7-9 September 2019
Keynote speaker, “Flexible Resource Planning in Future Power System with High Penetration of Renewable Energy”, 2018 International Conference on Power System Technology (Powercon 2018) , Guangzhou, China, 6-8 November 2018
Keynote speaker, “A Coordinated Strategy for VSC-HVDC Integrated Offshore Wind Farms to Enhance Two-Stage Frequency Regulation Capability”, the 14th IET International Conference on AC and DC Power Transmission (2018 ACDC) , Chengdu, China, 27-30 June 2018
Member of International Technical Committee of 2018 International Conference on Power System Technology (Powercon 2018), Guangzhou, China, 6-8 November 2018
Member of Organizing Committee of 2016 International Conference on Probabilistic Methods Applied to Power Systems (2016 PMAPS), Beijing, China, 16-20 October 2016ber 2016
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