山东大学学报 (工学版) ›› 2022, Vol. 52 ›› Issue (5): 14-23.doi: 10.6040/j.issn.1672-3961.0.2022.267
韩学山1,李克强2
HAN Xueshan1, LI Keqiang2
摘要: 结合新形态电力系统发展实际,阐释电力系统调度必须走向协同的必要性。提出在协调有功平衡过程中,挖掘协同效应,合作地化解不确定性,实现协同调度的研究思路。研究借助主动负荷来消除强不确定性的源协同调度、网络结构形态趋同于源的源网协同调度的理论问题,以及分布自治与全局统筹结合的源网协同聚类框架下的分布一致性的定位与追踪的时变建模、算法及实现。
中图分类号:
[1] 阮前途,陈赟,潘智俊. 新型电力系统对实现沿海城市双碳目标贡献的探讨[J]. 电力系统自动化, 2022,46(14):11-18. RUAN Qiantu, CHEN Yun, PAN Zhijun. Discussion on contributions of novel power system to achieving carbon emission peak and carbon neutrality of coastal city[J]. Automation of Electric Power Systems, 2022, 46(14):11-18. [2] 韩肖清,李廷钧,张东霞,等.双碳目标下的新型电力系统规划新问题及关键技术[J]. 高电压技术,2021,47(9):3036-3046. HAN Xiaoqing, LI Tingjun, ZHANG Dongxia, et al. New issues and key technologies of new power system planning under double carbon goals[J]. High Voltage Engineering, 2021, 47(9):3036-3046. [3] 于尔铿,刘广义. 能量管理系统[M]. 北京:科学出版社,1998. [4] 李文沅.电力系统安全经济运行模型与方法[M]. 重庆:重庆大学出版社,1989. [5] WOOD A J, WOLLENBERG B F. Power generation operation and control[M]. New York: Wiley, 1996. [6] STEINBERG M J, SMITH T H. The theory of incr-emental rates and their practical application to load division part I[J]. Transactions of the American Institute of Electrical Engineers, 1934, 53(3): 432-445. [7] KIRCHMAYER L K, STAGG G W. Evaluation of methods of coordinating incremental fuel costs and incremental transmission losses[J]. AIEE Transactions on Power Apparatus and Systems, 1934, 71(1): 513-520. [8] CARPENTIER J. Contribution a'l'etude du dispatching economique[J]. Bulletin de la Societe Francaise des Electriciens, 1962, 3(1): 431-447. [9] ALSAC O, STOTT B. Optimal load flow with steady-state security[J]. IEEE Transactions on Power Systems, 1974, 93(3):745-751. [10] MONTICELLI A J, PEREIRA M V P, GRANVILLE S. Security-constrained optimal flow with post-contingency corrective rescheduling[J]. IEEE Transactions on Power Systems, 1987, 2(1): 175-180. [11] 余贻鑫,陈礼义. 电力系统的安全性和稳定性[M]. 北京:科学出版社,1988. [12] 张伯明,陈寿孙,严正.高等电力网络分析[M]. 2版. 北京:清华大学出版社,2007. [13] 韩学山,柳焯,陈小虎.动态优化调度研究的回顾与展望[J].电力系统自动化, 1994,18(9):64-68. HAN Xueshan, LIU Zhuo, CHEN Xiaohu. Review of research of dynamic economic dispatch[J]. Automation of Electric Power Systems, 1994, 18(9):64-68. [14] HAN X S, GOOI H B, KIRSCHEN D S. Dynamic economic dispatch: feasible and optimal solutions[J]. IEEE Transactions on Power Systems, 2010, 16(1): 22-28. [15] 韩学山,柳焯. 考虑发电机组输出功率限制速度限制的机组组合[J]. 电网技术,1994,18(6):11-16. HAN Xueshan, LIU Zhuo. Unit commitment considering ramp rate limits of generators[J]. Power System Technology, 1994, 18(6):11-16. [16] 王永刚,韩学山,王宪荣,等. 动态优化潮流[J].中国电机工程学报, 1997, 17(3):195-198. WANG Yonggang, HAN Xueshan, WANG Xianrong, et al. Dynamic optimal power flow[J]. Proceedings of the CSEE, 1997, 17(3):195-198. [17] 查浩,韩学山,杨朋朋. 电网运行状态下的概率优化调度[J].中国电机工程学报,2008,28(28):54-60. ZHA Hao, HAN Xueshan, YANG Pengpeng. Prob-abilistic optimal dispatching under operating condition of power network[J]. Proceedings of the CSEE, 2008, 28(28):54-60. [18] 查浩,韩学山,王勇,等. 电力系统安全经济协调的概率调度理论研究[J]. 中国电机工程学报, 2009, 29(13):16-22. ZHA Hao, HAN Xueshan, WANG Yong, et al. Study of power system probabilistic dispatching with security-economy coordinations[J]. Proceedings of the CSEE, 2009, 29(13):16-22. [19] 杨明,韩学山,梁军,等. 基于等响应风险约束的动态经济调度[J].电力系统自动化,2009, 33(1):14-17. YANG Ming, HAN Xueshan, LIANG Jun, et al. Dynamic economic dispatch with equal response risk constraints[J]. Automation of Electric Power Systems, 2009, 33(1):14-17. [20] 杨明,韩学山,梁军, 等. 计及用户停电损失的动态经济调度方法[J]. 中国电机工程学报, 2009, 29(31):103-108. YANG Ming, HAN Xueshan, LIANG Jun, et al. Novel solution to dynamic economic dispatch considering customer interruption costs[J]. Proceedings of the CSEE, 2009, 29(31):103-108. [21] 韩力,韩学山,雷鸣,等. 节点负荷预测与发电控制结合的状态预估方法[J]. 电力系统自动化, 2009,33(4):16-20. HAN Li, HAN Xueshan, LEI Ming, et al. Method for state forecasting and estimation based on nodal load forecasting and generation control[J]. Automation of Electric Power Systems, 2009, 33(4):16-20. [22] 杨朋朋. 机组组合理论与算法研究[D]. 济南:山东大学, 2008. YANG Pengpeng. Studies on theory and arithmetic of unit commitment[D]. Jinan:Shandong University, 2008. [23] 刘道伟,韩学山,王勇,等. 在线电力系统静态稳定域的研究及其应用[J]. 中国电机工程学报,2009,29(34):42-49. LIU Daowei, HAN Xueshan, WANG Yong, et al. Studies on the on-line static stability region in power systems and its application[J]. Proceedings of the CSEE, 2009, 29(34):42-49. [24] 刘道伟,韩学山,韩力,等. 实时环境下有功损耗及静态电压稳定裕度与功率因数角的关系[J]. 中国电机工程学报,2010,30(16):38-46. LIU Daowei, HAN Xueshan, HAN Li, et al. Active power loss and static voltage stability related to power factor angel under real-time conditions[J]. Proceedings of the CSEE, 2010, 30(16):38-46. [25] 刘道伟,韩学山,杨明,等. 基于全参量灵敏度的电网静态稳定实用判据[J]. 中国电机工程学报,2012,32(7):91-100. LIU Daowei, HAN Xueshan, YANG Ming, et al. Applied criterion of power system static stability based on comprehensive parameters sensitivity technique[J]. Proceedings of the CSEE, 2012, 32(7):91-100. [26] 王威. 配电网运行决策中的优化算法研究[D].济南:山东大学,2008. WANG Wei. Research on optimization algorithm in the operation of distribution systems[D]. Jinan: Shandong University, 2008. [27] KIRSCHEN D, STRBAC G. Fundamentals of power system economics[M]. New York: Wiley, 2004. [28] 赵建国. 电力市场环境下有功调度与决策机制若干问题的研究[D]. 武汉:华中科技大学,2004. ZHAO Jianguo. Some issues on the active power dispatch and decision-making under the environment of the electric power market[D]. Wuhan: Huazhong University of Science and Technology, 2004. [29] 张利. 电力市场中的机组组合理论研究[D].济南:山东大学,2006. ZHANG Li. Studies on unit commitment in electricity market[D]. Jinan: Shandong University, 2006. [30] 孟祥星. 市场环境下电力系统有功调度与无功优化的经济规律研究[D]. 济南:山东大学,2007. MENG Xiangxing. Research on economic rules of power system active power dispatch and reactive power optimization in electricity market[D]. Jinan: Shandong University, 2007. [31] 韩学山. 市场环境下电力系统运行调度理论研究的思考[J].电力系统及其自动化学报,2008,20(2):17-21. HAN Xueshan. Consideration of power system operation dispatch study under electricity market[J].Proceedings of the CSU-EPSA, 2008, 20(2):17-21. [32] WRUBEL J N, RAPCIENSKI P S. Practical experience with corrective switching algorithm for on-line app-lications[J].IEEE Transactions on Power Systems, 1996, 11(1): 415-421. [33] MAZI A A, WOLLENBERG B F, HESSE M H. Corrective control of power system flows by line and bus-bar switching[J]. IEEE Transactions on Power Systems, 1986, 1(3): 258-264. [34] BACHER R, GLAVITSCH H. Network topology optimization with security constraints[J]. IEEE Transactions on Power Systems, 1986, 6(11): 103-111. [35] MAKRAM E B, THORNTON K P, BROWN H E. Selection of lines to be switched to eliminate overloaded lines using a Z-matrix method[J]. IEEE Transactions on Power Systems, 1989, 4(2): 653-661. [36] SHAHIDEHPOUR S M, YAMIN H, LI Z Y. Market operations in electric power system-forecasting scheduling and risk management[M]. New York, USA: Wiley, 2002. [37] DOLL A, VERSTEGE J F. An evolution strategy based approach for a congestion management system[C] // 2001 IEEE Porto Power Tech Conference. Porto, Portugal: IEEE, 2001. [38] GRANELLI G, MONTAGNA M, ZANELLINI F. Optimal network reconfiguration for congestion management by deterministic and genetic algorithms[J]. Electric Power Systems Research, 2006, 76(617): 549-556. [39] FISHER E B, O'NEILL R P, FERRIS M C. Optimal transmission switching[J]. IEEE Transactions on Power Systems, 2008, 23(3): 1346-1355. [40] HEDMAN K W, O'NEILL R P, FISHER E B. Optimal transmission switching with contingency analysis[J]. IEEE Transactions on Power Systems, 2009, 24(3): 1577-1586. [41] HEDMAN K W, O'NEILL R P, FISHER E B, et al. Optimal transmission switching-sensitivity analysis and extensions [J]. IEEE Transactions on Power Systems, 2008, 23(3): 1469-1479. [42] HEDMAN K W, FERRIS M C, O'NEILL R P. Co-optimization of generation unit commitment and transmission switching with N-1 reliability[J]. IEEE Transactions on Power Systems, 2010, 25(2): 1052-1063. [43] O'NEILL R P, HEDMAN K W, KRALL E A, et al. Economic analysis of the N-1 reliable unit commitment and transmission switching problem using duality concepts[J]. Energy Systems, 2010, 1(2): 165-195. [44] 张伯明,吴文传,郑太一,等. 消纳大规模风电的多时间尺度协调的有功调度系统设计[J]. 电力系统自动化,2011,35(1):1-6. ZHANG Boming, WU Wenchuan, ZHENG Taiyi, et al. Design of a multi-time scale coordinated active power dispatching system for accommodating large scale wind power penetration[J]. Automation of Electric Power Systems, 2011, 35(1):1-6. [45] 杨明,朱思萌,韩学山,等. 风电场输出功率的多时段联合概率密度预测[J]. 电力系统自动化, 2013, 37(10):23-28. YANG Ming, ZHU Simeng, HAN Xueshan, et al. Joint probability density forecast for wind farm output in multi-time-interval[J]. Automation of Electric Power Systems, 2013, 37(10):23-28. [46] 严欢,卢继平,覃俏云,等. 基于多属性决策和支持向量机的风电功率非线性组合预测[J]. 电力系统自动化, 2013, 37(10):29-34. YAN Huan, LU Jiping, QIN Qiaoyun, et al. A nonlinear combined model for wind power forecasting based on multi-attribute decision-making and support vector machine[J]. Automation of Electric Power Systems, 2013, 37(10):29-34. [47] 颜伟,任洲洋,赵霞,等.光伏电源输出功率的非参数核密度估计模型[J]. 电力系统自动化, 2013, 37(10):35-40. YAN Wei, REN Zhouyang, ZHAO Xia, et al. Probabilistic photovoltaic power modeling based on nonp-arametric kernel density estimation[J]. Automation of Electric Power Systems, 2013, 37(10):35-40. [48] 王成福,梁军,张利,等.基于机会约束规划的风电预测功率分级处理[J]. 电力系统自动化, 2011, 35(17):14-19. WANG Chengfu, LIANG Jun, ZHANG Li, et al. Classified treatment of wind power predictive power based on chance constrained programming[J]. Automation of Electric Power Systems, 2011, 35(17):14-19. [49] 杨明,韩学山,王士柏,等. 不确定运行条件下电力系统鲁棒调度的基础研究[J]. 中国电机工程学报, 2011, 31(增刊1):100-107. YANG Ming, HAN Xueshan, WANG Shibo, et al. Fundamental research for power system robust dispatch under uncertain operating condition[J]. Proceedings of the CSEE, 2011, 31(Suppl.1):100-107. [50] 魏韡,刘锋,梅生伟.电力系统鲁棒经济调度:(一)理论基础[J]. 电力系统自动化, 2013, 37(17):37-43. WEI Wei, LIU Feng, MEI Shengwei. Robust and economical scheduling methodology for power systems part one theoretical foundations[J]. Automation of Electric Power Systems, 2013, 37(17):37-43. [51] 魏韡,刘锋,梅生伟. 电力系统鲁棒经济调度:(二)应用实例[J]. 电力系统自动化, 2013, 37(18):60-67. WEI Wei, LIU Feng, MEI Shengwei. Robust and economical scheduling methodology for power systems part two application examples[J]. Automation of Electric Power Systems, 2013, 37(18):60-67. [52] BERTSIMAS D, LITVINOV E, SUN X. A. Adaptive robust optimization for the security constrained unit commitment problem[J]. IEEE Transactions on Power Systems, 2013, 28(1): 52-63. [53] 李智,韩学山,杨明,等. 计及接纳风电能力的电网调度模型[J]. 电力系统自动化, 2010, 34(19):15-19. LI Zhi, HAN Xueshan, YANG Ming, et al. Power system dispatch considering wind power grid integration[J]. Automation of Electric Power Systems, 2010, 34(19):15-19. [54] LEE Yenyu, BALDICK R. A frequency-constrained stochastic economic dispatch model[J]. IEEE Transactions on Power Systems, 2013, 28(3): 2301-2312. [55] 王士柏,韩学山,杨明.计及机组备用响应能力的电力系统区间经济调度[J]. 中国电机工程学报, 2013, 33(7):99-108. WANG Shibo, HAN Xueshan, YANG Ming. Interval economic dispatch of power system considering unit reserve responsiveness[J]. Proceedings of the CSEE, 2013, 33(7):99-108. [56] 赵俊华,文福拴,薛禹胜,等. 计及电动汽车和风电出力不确定性的随机经济调度[J]. 电力系统自动化, 2010, 34(20):22-29. ZHAO Junhua, WEN Fushuan, XUE Yusheng, et al. Power system stochastic economic dispatch considering uncertain outputs from plug-in electric vehicles and wind generators[J]. Automation of Electric Power Systems, 2010, 34(20):22-29. [57] 于大洋,韩学山,梁军,等. 基于NASA地球观测数据库的区域风电功率波动特性分析[J]. 电力系统自动化, 2011, 35(5):77-81. YU Dayang, HAN Xueshan, LIANG Jun, et al. Study on the profiling of china's regional wind power fluctuation using geos-5 data assimilation system of national aeronautics and space administration of America[J]. Automation of Electric Power Systems, 2011, 35(5):77-81. [58] 于大洋,宋曙光,张波,等. 区域电网电动汽车充电与风电协调调度的分析[J]. 电力系统自动化, 2011, 35(14):24-28. YU Dayang, SONG Shuguang, ZHANG Bo, et al. Synergistic dispatch of pevs charging and wind power in Chinese regional power grids[J]. Automation of Electric Power Systems, 2011, 35(14):24-28. [59] 于大洋,黄海丽,雷鸣, 等. 电动汽车充电与风电协同调度的碳减排效益分析[J]. 电力系统自动化, 2012, 36(10):14-18. YU Dayang, HUANG Haili, LEI Ming, et al. CO2 reduction benefit by coordinated dispatch of electric vehicle charging and wind power[J]. Automation of Electric Power Systems, 2012, 36(10):14-18. [60] 王贵斌,赵俊华,文福拴,等. 配电系统中电动汽车与可再生能源的随机协同调度[J]. 电力系统自动化, 2012, 36(19):22-29. WANG Guibin, ZHAO Junhua, WEN Fushuan, et al. Stochastic optimization dispatching of plug-in hybrid electric vehicles in coordination with renewable gen-eration in distribution systems[J]. Automation of Electric Power Systems, 2012, 36(19):22-29. [61] 王成福,梁军,张利,等. 考虑风功率分布规律的风电场无功补偿容量优化决策[J]. 电力系统自动化, 2012, 36(14):119-124. WANG Chengfu, LIANG Jun, ZHANG Li, et al. Optimization decision method of wind farm reactive power compensation capacity considering wind power dist-ribution[J]. Automation of Electric Power Systems, 2012, 36(14):119-124. [62] 王成福,梁军,张利,等. 基于静止同步补偿器的风电场无功电压控制策略[J]. 中国电机工程学报, 2010, 30(25):23-28. WANG Chengfu, LIANG Jun, ZHANG Li, et al. Reactive power and voltage control strategy for wind farm based on STATCOM[J]. Proceedings of the CSEE, 2010, 30(25):23-28. [63] AHMIDI A, GUILLAUD X, BESANGER Y, et al. A multilevel approach for optimal participating of wind farms at reactive power balancing in transmission power system[J]. IEEE Systems Journal, 2012, 6(2): 260-269. [64] 杨硕,王伟胜,刘纯,等. 双馈风电场无功电压协调控制策略[J]. 电力系统自动化, 2013,37(12):1-6. YANG Shuo, WANG Weisheng, LIU Chun, et al. Coordinative control strategy for reactive power and voltage of wind farms with doubly-fed induction generators[J]. Automation of Electric Power Systems, 2013, 37(12):1-6. [65] 陈海焱,陈金富,段献忠. 含风电机组的配网无功优化[J]. 中国电机工程学报, 2008, 28(7):40-45. CHEN Haiyan, CHEN Jinfu, DUAN Xianzhong. Reactive power optimization in distribution system with wind power generators[J]. Proceedings of the CSEE, 2008, 28(7):40-45. [66] 赵晶晶,符杨,李东东.考虑双馈电机风电场无功调节能力的配电网无功优化[J]. 电力系统自动化, 2011, 35(11):33-38. ZHAO Jingjing, FU Yang, LI Dongdong. Reactive power optimization in distribution network considering reactive power regulation capability of dfig wind farm[J]. Automation of Electric Power Systems, 2011, 35(11):33-38. [67] GABASH A, LI P. Active-reactive optimal power flow in distribution networks with embedded generation and battery storage[J]. IEEE Transactions on Power Systems, 2012, 27(4):2026-2035. [68] HATZIARGYRIOU N D, KARAKATSANIS T S, LORENTZOU M I. Voltage control settings to increase wind power based on probabilistic load flow[J]. Electrical Power and Energy Systems, 2005, 27(9):651-661. [69] 张国强,张伯明. 考虑风电接入后二次备用需求的优化潮流算法[J]. 电力系统自动化, 2009, 33(8):25-28. ZHANG Guoqiang, ZHANG Boming. Optimal power flow approach considering secondary reserve demand with wind power integration[J]. Automation of Electric Power Systems, 2009, 33(8):25-28. [70] HAJIAN M, GLAVIC M, ROSEHART W D. A chance-constrained optimization approach for control of transmission voltages[J].IEEE Transactions on Power Systems, 2012, 27(3):1568-1576. [71] RATHER Z H, CHEN Z, THOGERSEN P. Impact of wind energy integration on reactive power reserve and its smart solution: a danish power system case study[C] // 2012 IEEE International Conference on Power System Technology(POWERCON). New York, USA: IEEE, 2012: 1-6. [72] 刘国静,韩学山,杨明,等. 经济调度中源网间的三种状态分析及验证[J]. 电网技术,2013,37(2):431-437. LIU Guojing, HAN Xueshan, YANG Ming, et al. Analysis and verification on three states between source and network in economic dispatch[J]. Power System Technology, 2013, 37(2):431-437. [73] LI Chiaoting, AHN Changsun, PENG Huei, et al. Synergistic control of plug-in vehicle charging and wind power scheduling[J]. IEEE Transactions on Power Systems, 2013, 28(2): 1113-1121. [74] 王士柏. 应对不确定性电力系统经济调度的理论研究[D]. 济南:山东大学, 2015. WANG Shibo. Theoretical studies on economic dispatch of power system to address uncertainties[D]. Jinan:Shandong University, 2015. [75] 刘国静. 电力系统协同的经济调度理论研究[D]. 济南:山东大学, 2016. LIU Guojing. Theoretical study of power system synergistic economic dispatch[D]. Jinan:Shandong University, 2016. [76] 李本新. 检修与机组组合的优化决策理论研究[D]. 济南:山东大学, 2018. LI Benxin. Theoretical studies on optimization decision-making of maintenance scheduling and unit commitment[D]. Jinan: Shandong University, 2018. [77] 蒋哲. 计及多元效益的电动汽车换电站与风电协同优化研究[D]. 哈尔滨:哈尔滨工业大学, 2018. JIANG Zhe. Research on synergistic optimization of wind power and electric vehicle battery switch station considering its multiple benefits[D]. Harbin:Harbin Institute of Technology, 2018. [78] 王尚. 实现风电场自律的调控与配置策略研究[D]. 济南:山东大学, 2015. WANG Shang. Studies on regulation and storage allocation strategies of wind farm self-discipline[D]. Jinan: Shandong University, 2015. [79] 张玉敏. 应对不确定性的机组组合决策理论研究[D]. 济南:山东大学, 2019. ZHANG Yumin. Theoretical research on decision-making of unit commitment to address uncertainties[D]. Jinan:Shandong University, 2019. [80] 菅学辉. 高比例可再生能源并网下的调峰调频机制研究[D]. 济南:山东大学, 2018. JIAN Xuehui. Research on mechanism of peak regulation and frequency regulation under high-penetration renewable energy[D]. Jinan: Shandong University, 2018. [81] 李文博. 输配电网潮流与优化的理论研究[D]. 济南:山东大学, 2013. LI Wenbo. Studies on theory of power flow and optimization in power transmission-distribution grid[D]. Jinan: Shandong University, 2013. [82] 杨思. 风电并网的电压支撑规律研究[D]. 济南:山东大学, 2013. YANG Si. Studies on grid-voltage support rules with wind power intergration[D]. Jinan:Shandong Univer-sity, 2013. [83] 孙东磊. 电力系统源、网协同调度的理论研究[D]. 济南:山东大学, 2016. SUN Donglei. Theoretical studies on synergistic dispatch of power source and electric network in power system[D]. Jinan: Shandong University, 2016. [84] 王云鹏. 交直流系统潮流计算及相互关联特性分析[D]. 济南:山东大学, 2016. WANG Yunpeng. Power flow algorithm of AC/DC system and its interconnected characteristics[D]. Jinan:Shandong University, 2016. [85] 张心怡. 柔性交直流电网潮流算法的研究[D]. 济南:山东大学, 2017. ZHANG Xinyi. Study of flexible AC/DC power grid power flow algorithm[D]. Jinan:Shandong Univer-sity, 2017. [86] 李璐璐. 并网风电系统的时变追踪优化策略研究[D]. 济南:山东大学, 2019. LI Lulu. Study on time-varying tracking optimal strategy of grid-connected wind power system[D]. Jinan: Shandong University, 2019. [87] 叶平峰. 在线静态电压稳定评估的源网荷关联电网等值理论研究[D]. 济南:山东大学, 2021. YE Pingfeng. Theoretical research on power grid equivalence considering source-gird-load correlation for online static voltage stability assessment[D]. Jinan: Shandong University, 2021. [88] 郝广涛. 全景可观下的聚合电网调控理论研究[D]. 济南:山东大学, 2016. HAO Guangtao. Studies on the theory of aggregated grid dispatch and control based on power system operation states panorama observation[D]. Jinan: Shandong University, 2016. [89] 魏强. 发电机转子角控制及其在电力系统中的作用研究[D]. 济南:山东大学, 2015. WEI Qiang. Generator rotor angle control and its application in power system operation[D]. Jinan:Shandong University, 2015. [90] 王俊雄. 电网分布式优化与控制平台的搭建与应用[D]. 济南:山东大学, 2018. WANG Junxiong. Construction and application of power grid distributed optimization and control platform[D]. Jinan:Shandong University, 2018. [91] 朱星旭. 电力系统运行的分布式在线优化算法研究[D]. 济南:山东大学, 2020. ZHU Xingxu. Distributed online optimization algorithm for the operation of electrical power systems[D]. Jinan:Shandong University, 2020. [92] 李克强. 主动配电网运行优化与分布式算法的理论研究[D]. 济南:山东大学, 2022. LI Keqiang. Theoretical study on optimal operation of active distribution networks and distributed algorithms[D]. Jinan: Shandong University, 2022. |
[1] | 刘振,孙媛媛,李亚辉,许庆燊,于涛,庞延庆. 基于用户行为预测的分布式光伏智能社区需求响应策略[J]. 山东大学学报 (工学版), 2022, 52(5): 24-34. |
[2] | 徐震,张涛,葛向东,高峰,张来仪,张欣,田利. 风荷载作用下输电塔-线体系不确定性分析[J]. 山东大学学报 (工学版), 2021, 51(4): 99-105. |
[3] | 孙东磊,赵龙,秦敬涛,韩学山,杨明,王明强. 基于学习理论的含光储联合系统的输电网双层规划[J]. 山东大学学报 (工学版), 2020, 50(4): 90-97. |
[4] | 崔恒斌,周瑾,董继勇,金超武. V-Gap度量磁悬浮推力轴承系统H∞控制器设计[J]. 山东大学学报(工学版), 2018, 48(2): 86-93. |
[5] | 褚晓东,唐茂森,高旭,刘伟生,贾善杰,李笋. 基于集中式信息系统的主动配电网鲁棒优化调度[J]. 山东大学学报(工学版), 2017, 47(6): 20-25. |
[6] | 何东之,张吉沣,赵鹏飞. 不确定性传播算法的MapReduce并行化实现[J]. 山东大学学报 (工学版), 2015, 45(5): 22-28. |
[7] | 张慧慧, 夏建伟. 不确定随机多时滞系统鲁棒随机稳定性分析[J]. 山东大学学报(工学版), 2015, 45(1): 54-63. |
[8] | 赵文忠 史军. 复功率注入空间的电力系统概率安全性指标研究[J]. 山东大学学报(工学版), 2009, 39(6): 135-138. |
|