Journal of Shanghai Jiao Tong University ›› 2021, Vol. 55 ›› Issue (7): 791-801.doi: 10.16183/j.cnki.jsjtu.2020.024
Special Issue: 《上海交通大学学报》2021年12期专题汇总专辑; 《上海交通大学学报》2021年“电气工程”专题
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LI Lingfang1, CHEN Zhanpeng2(
), HU Yan2, TAI Nengling2, GAO Mengping1, ZHU Tao1
Received:2020-01-17
Online:2021-07-28
Published:2021-07-30
Contact:
CHEN Zhanpeng
E-mail:chenzhanpeng@sjtu.edu.cn
CLC Number:
LI Lingfang, CHEN Zhanpeng, HU Yan, TAI Nengling, GAO Mengping, ZHU Tao. Expansion Planning of Renewable Energy Power System Considering Flexibility and Economy[J]. Journal of Shanghai Jiao Tong University, 2021, 55(7): 791-801.
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URL: https://xuebao.sjtu.edu.cn/EN/10.16183/j.cnki.jsjtu.2020.024
Tab.4
Line data of IEEE RTS-24 system
| 首末节点 | 电抗(p.u.) | 容量/MW | 线长/km | 已建数目 | 可扩建数目 | 首末节点 | 电抗(p.u.) | 容量/MW | 线长/km | 已建数目 | 可扩建数目 |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 1-2 | 0.0139 | 350 | 3 | 1 | 3 | 11-13 | 0.0476 | 1000 | 33 | 1 | 3 |
| 1-3 | 0.2112 | 350 | 55 | 1 | 3 | 11-14 | 0.0418 | 1000 | 29 | 1 | 3 |
| 1-5 | 0.0845 | 350 | 22 | 1 | 3 | 12-13 | 0.0476 | 1000 | 33 | 1 | 3 |
| 2-4 | 0.1267 | 350 | 33 | 1 | 3 | 12-23 | 0.0966 | 1000 | 67 | 1 | 3 |
| 2-6 | 0.1920 | 350 | 50 | 1 | 3 | 13-23 | 0.0865 | 1000 | 60 | 1 | 3 |
| 3-9 | 0.1190 | 350 | 31 | 1 | 3 | 14-16 | 0.0389 | 1000 | 27 | 1 | 4 |
| 3-24 | 0.0839 | 1200 | 0 | 1 | 0 | 15-16 | 0.0173 | 1000 | 12 | 1 | 3 |
| 4-9 | 0.1037 | 350 | 27 | 1 | 2 | 15-21 | 0.0490 | 1000 | 34 | 2 | 2 |
| 5-10 | 0.0883 | 350 | 23 | 1 | 2 | 15-24 | 0.0519 | 1000 | 36 | 1 | 2 |
| 6-10 | 0.0605 | 350 | 16 | 1 | 2 | 16-17 | 0.0259 | 1000 | 18 | 1 | 2 |
| 7-8 | 0.0614 | 350 | 16 | 2 | 2 | 16-19 | 0.0231 | 1000 | 16 | 1 | 2 |
| 8-9 | 0.1651 | 350 | 43 | 1 | 2 | 17-18 | 0.0144 | 1000 | 10 | 1 | 2 |
| 8-10 | 0.1651 | 350 | 43 | 1 | 2 | 17-22 | 0.1053 | 1000 | 73 | 1 | 2 |
| 9-11 | 0.0839 | 1200 | 0 | 1 | 0 | 18-21 | 0.0259 | 1000 | 18 | 2 | 2 |
| 9-12 | 0.0839 | 1200 | 0 | 1 | 0 | 19-20 | 0.0396 | 1000 | 27.5 | 2 | 2 |
| 10-11 | 0.0839 | 1200 | 0 | 1 | 0 | 20-23 | 0.0216 | 1000 | 15 | 2 | 2 |
| 10-12 | 0.0839 | 1200 | 0 | 1 | 0 | 21-22 | 0.0678 | 1000 | 47 | 1 | 2 |
Tab.7
Comparison of IEEE RTS-24 system planning schemes in typical scenarios
| 方案 | 新建线路 | Ctotal× 10-8/美元 | Ccons× 10-4/美元 | Coper× 10-8/美元 | Cpenalty× 10-8/美元 | FLEXnet |
|---|---|---|---|---|---|---|
| A | l1-2=1, l6-10=3, l8-9=2, l11-13=1, l12-23=1 l14-16=1, l15-24=1, l16-17=2, l17-18=1, l17-22=1 | 8.314 | 1939.8 | 8.120 | 0 | 0.2894 |
| B | l1-2=1, l6-10=1, l7-8=1, l11-13=1 | 11.180 | 314.8 | 11.148 | 1.044 | 0.1316 |
| C | l1-2=1, l6-10=1, l8-9=1, l11-13=1, l13-23=1 l14-16=1, l16-17=2, l17-18=1, l17-22=1 | 8.291 | 1393.5 | 8.152 | 0 | 0.1842 |
| [1] | 康重庆, 姚良忠. 高比例可再生能源电力系统的关键科学问题与理论研究框架[J]. 电力系统自动化, 2017, 41(9): 2-11. |
| KANG Chongqing, YAO Liangzhong. Key scientific issues and theoretical research framework for power systems with high proportion of renewable energy[J]. Automation of Electric Power Systems, 2017, 41(9): 2-11. | |
| [2] | 周孝信, 鲁宗相, 刘应梅, 等. 中国未来电网的发展模式和关键技术[J]. 中国电机工程学报, 2014, 34(29): 4999-5008. |
| ZHOU Xiaoxin, LU Zongxiang, LIU Yingmei, et al. Development models and key technologies of future grid in China[J]. Proceedings of the CSEE, 2014, 34(29): 4999-5008. | |
| [3] |
YUAN X M. Overview of problems in large-scale wind integrations[J]. Journal of Modern Power Systems and Clean Energy, 2013, 1(1): 22-25.
doi: 10.1007/s40565-013-0010-6 URL |
| [4] | 程浩忠, 李隽, 吴耀武, 等. 考虑高比例可再生能源的交直流输电网规划挑战与展望[J]. 电力系统自动化, 2017, 41(9): 19-27. |
| CHENG Haozhong, LI Jun, WU Yaowu, et al. Challenges and prospects for AC/DC transmission expansion planning considering high proportion of renewable energy[J]. Automation of Electric Power Systems, 2017, 41(9): 19-27. | |
| [5] | 肖定垚, 王承民, 曾平良, 等. 考虑可再生能源电源功率不确定性的电源灵活性评价[J]. 电力自动化设备, 2015, 35(7): 120-125. |
| XIAO Dingyao, WANG Chengmin, ZENG Ping-liang, et al. Power source flexibility evaluation con-sidering renewable energy generation uncertainty[J]. Electric Power Automation Equipment, 2015, 35(7): 120-125. | |
| [6] | 朱凌志, 陈宁, 韩华玲. 风电消纳关键问题及应对措施分析[J]. 电力系统自动化, 2011, 35(22): 29-34. |
| ZHU Lingzhi, CHEN Ning, HAN Hualing. Key problems and solutions of wind power accommodation[J]. Automation of Electric Power Systems, 2011, 35(22): 29-34. | |
| [7] | 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[J]. 电力系统自动化, 2016, 40(13): 147-158. |
| LU Zongxiang, LI Haibo, QIAO Ying. Power system flexibility planning and challenges considering high proportion of renewable energy[J]. Automation of Electric Power Systems, 2016, 40(13): 147-158. | |
| [8] | International Energy Agency. Harnessing variable renewables: A guide to the balancing challenge[M]. Paris: International Energy Agency, 2011: 41-67. |
| [9] | INTERNITTENT N, FORCE V G T. Accommodating high levels of variable generation[R]. Atlanta, Georgia: North American Electric Reliability Corporation (NERC), 2009. |
| [10] | LANNOYE E, FLYNN D, O’MALLEY M. The role of power system flexibility in generation planning [C]// Power & Energy Society General Meeting. Detroit, MI, USA: IEEE, 2011. |
| [11] |
LANNOYE E, FLYNN D, O’MALLEY M. Evaluation of power system flexibility[J]. IEEE Transactions on Power Systems, 2012, 27(2): 922-931.
doi: 10.1109/TPWRS.2011.2177280 URL |
| [12] |
LANNOYE E, FLYNN D, O’MALLEY M. Transmission, variable generation, and power system flexibility[J]. IEEE Transactions on Power Systems, 2015, 30(1): 57-66.
doi: 10.1109/TPWRS.2014.2321793 URL |
| [13] | 李海波, 鲁宗相, 乔颖, 等. 大规模风电并网的电力系统运行灵活性评估[J]. 电网技术, 2015, 39(6): 1672-1678. |
| LI Haibo, LU Zongxiang, QIAO Ying, et al. Assessment on operational flexibility of power grid with grid-connected large-scale wind farms[J]. Power System Technology, 2015, 39(6): 1672-1678. | |
| [14] | 肖定垚, 王承民, 曾平良, 等. 电力系统灵活性及其评价综述[J]. 电网技术, 2014, 38(6): 1569-1576. |
| XIAO Dingyao, WANG Chengmin, ZENG Ping-liang, et al. A survey on power system flexibility and its evaluations[J]. Power System Technology, 2014, 38(6): 1569-1576. | |
| [15] | CAPASSO A, FALVO M C, LAMEDICA R, et al. A new methodology for power systems flexibility evaluation [C]// Power Tech, 2005 IEEE Russia. St,. Petersburg, Russia: IEEE 2005. |
| [16] | BOUFFARD F, ORTEGA-VAZQUEZ M. The value of operational flexibility in power systems with signi-ficant wind power generation [C]// 2011 IEEE Power and Energy Society General Meeting. Detroit, MI, USA: IEEE, 2011. |
| [17] | 王晞, 叶希, 唐权, 等. 基于广义灵活性指标体系的输电网扩展规划[J]. 电力建设, 2019, 40(3): 67-76. |
| WANG Xi, YE Xi, TANG Quan, et al. Transmission network expansion planning based on generalized flexibility index system[J]. Electric Power Construction, 2019, 40(3): 67-76. | |
| [18] | 梁子鹏, 陈皓勇, 郑晓东, 等. 考虑风电极限场景的输电网鲁棒扩展规划[J]. 电力系统自动化, 2019, 43(16): 58-68. |
| LIANG Zipeng, CHEN Haoyong, ZHENG Xiao-dong, et al. Robust expansion planning of transmission network considering extreme scenario of wind power[J]. Automation of Electric Power Systems, 2019, 43(16): 58-68. | |
| [19] |
ALISMAIL F, XIONG P, SINGH C. Optimal wind farm allocation in multi-area power systems using distributionally robust optimization approach[J]. IEEE Transactions on Power Systems, 2018, 33(1): 536-544.
doi: 10.1109/TPWRS.2017.2695002 URL |
| [20] | 黄英, 刘宝柱, 王坤宇, 等. 考虑风电接纳能力的储输联合规划[J]. 电网技术, 2018, 42(5): 1480-1489. |
| HUANG Ying, LIU Baozhu, WANG Kunyu, et al. Joint planning of energy storage and transmission network considering wind power accommodation capabi-lity[J]. Power System Technology, 2018, 42(5): 1480-1489. | |
| [21] | 史智萍, 王智敏, 吴玮坪, 等. 基于态势感知的电网消纳可再生能源发电评估与扩展规划方法[J]. 电网技术, 2017, 41(7): 2180-2186. |
| SHI Zhiping, WANG Zhimin, WU Weiping, et al. Evaluation of renewable energy integration capability and network expansion planning based on situation awareness theory[J]. Power System Technology, 2017, 41(7): 2180-2186. | |
| [22] | 于晗, 钟志勇, 黄杰波, 等. 考虑负荷和风电出力不确定性的输电系统机会约束规划[J]. 电力系统自动化, 2009, 33(2): 20-24. |
| YU Han, ZHONG Zhiyong, HUANG Jiebo, et al. A chance constrained transmission network expansion planning method associated with load and wind farm variations[J]. Automation of Electric Power Systems, 2009, 33(2): 20-24. | |
| [23] | 刘万宇, 李华强, 张弘历, 等. 考虑灵活性供需平衡的输电网扩展规划[J]. 电力系统自动化, 2018, 42(5): 56-63. |
| LIU Wanyu, LI Huaqiang, ZHANG Hongli, et al. Expansion planning of transmission grid based on coordination of flexible power supply and demand[J]. Automation of Electric Power Systems, 2018, 42(5): 56-63. | |
| [24] |
CESEÑA E M, CAPUDER T, MANCARELLA P. Flexible distributed multienergy generation system expansion planning under uncertainty[J]. IEEE Transactions on Smart Grid, 2016, 7(1): 348-357.
doi: 10.1109/TSG.2015.2411392 URL |
| [25] | 于海波. 基于负载率均衡度的电力系统调度策略与风电规划研究[D]. 哈尔滨: 哈尔滨工业大学, 2013. |
| YU Haibo. Research of power system dispatching strategy and wind power planning based on load rate balance degree[D]. Harbin: Harbin Institute of Technology, 2013. | |
| [26] |
DEB K, PRATAP A, AGARWAL S, et al. A fast and elitist multiobjective genetic algorithm: NSGA-II[J]. IEEE Transactions on Evolutionary Computation, 2002, 6(2): 182-197.
doi: 10.1109/4235.996017 URL |
| [27] |
WANG J, ZHENG X, TAI N, et al. Resilience-oriented optimal operation strategy of active distribution network[J]. Energies, 2019, 12(17): 3380.
doi: 10.3390/en12173380 URL |
| [28] | 姜惠兰, 安星, 王亚微, 等. 基于改进NSGA2算法的考虑风机接入电能质量的多目标电网规划[J]. 中国电机工程学报, 2015, 35(21): 5405-5411. |
| JIANG Huilan, AN Xing, WANG Yawei, et al. Improved NSGA2 algorithm based multi-objective planning of power grid with wind farm considering power quality[J]. Proceedings of the CSEE, 2015, 35(21): 5405-5411. | |
| [29] | 孙洪波. 电力网络规划[M]. 重庆: 重庆大学出版社, 1996. |
| SUN Hongbo. Power network planning[M]. Chongqing: Chongqing University Press, 1996. |
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