Journal of Shanghai Jiao Tong University ›› 2025, Vol. 59 ›› Issue (11): 1732-1741.doi: 10.16183/j.cnki.jsjtu.2024.009
• New Type Power System and the Integrated Energy • Previous Articles Next Articles
YE Jun1, HE Yibing1, LI Xianfeng1, YAN Guocan2, YAN Lei2(
)
Received:2024-01-05
Revised:2024-04-02
Accepted:2024-04-30
Online:2025-11-28
Published:2025-12-02
Contact:
YAN Lei
E-mail:yan_lei@zju.edu.cn
CLC Number:
YE Jun, HE Yibing, LI Xianfeng, YAN Guocan, YAN Lei. System Dynamics Modeling Analysis of Urban Power System Evolution Path[J]. Journal of Shanghai Jiao Tong University, 2025, 59(11): 1732-1741.
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URL: https://xuebao.sjtu.edu.cn/EN/10.16183/j.cnki.jsjtu.2024.009
Tab.1
Symbolic regression results of total power consumption equation
| 表达式 | C | L | S |
|---|---|---|---|
| y=716.3 | 1 | 1.608×104 | 0.0 |
| y=x1-270.9 | 3 | 2955 | 0.8469 |
| y=0.030 61x0+353.4 | 5 | 365.9 | 1.045 |
| y=0.030 61x0+353.4 | 7 | 365.9 | 1.639×10-5 |
| y=0.032 93x0-0.075 95x1+400.9 | 9 | 353.3 | 0.01746 |
| y=0.032 90x0-0.074 72x1+400.1 | 11 | 353.3 | 6.623×10-6 |
| y=0.032 90x0-0.075 13x1+400.4 | 15 | 353.3 | 2.105×10-5 |
| [1] | 阮前途, 梅生伟, 黄兴德, 等. 低碳城市电网韧性提升挑战与展望[J]. 中国电机工程学报, 2022, 42(8): 2819-2830. |
| RUAN Qiantu, MEI Shengwei, HUANG Xingde, et al. Challenges and research prospects of resilience enhancement of low-carbon power grid[J]. Proceedings of the CSEE, 2022, 42(8): 2819-2830. | |
| [2] | 钟永光, 贾晓菁, 钱颖, 等. 系统动力学[M]. 2版. 北京: 科学出版社, 2013. |
| ZHONG Yongguang, JIA Xiaojing, QIAN Ying. System dynamics[M]. 2nd ed. Beijing: Science Press, 2013. | |
| [3] | 赵盛楠, 王蓓蓓, 李扬, 等. 基于系统动力学的分布式可再生能源激励机制分析[J]. 电力系统自动化, 2017, 41(24): 97-104. |
| ZHAO Shengnan, WANG Beibei, LI Yang, et al. System dynamics based analysis on incentive mechanism of distributed renewable energy resources[J]. Automation of Electric Power Systems, 2017, 41(24): 97-104. | |
| [4] |
曾博, 穆宏伟, 董厚琦, 等. 考虑5G基站低碳赋能的主动配电网优化运行[J]. 上海交通大学学报, 2022, 56(3): 279-292.
doi: 10.16183/j.cnki.jsjtu.2021.367 |
| ZENG Bo, MU Hongwei, DONG Houqi, et al. Optimization of active distribution network operation considering decarbonization endowment from 5G base stations[J]. Journal of Shanghai Jiao Tong University, 2022, 56(3): 279-292. | |
| [5] |
YU X Y, DONG Z J, ZHOU D Q, et al. Integration of tradable green certificates trading and carbon emissions trading: How will Chinese power industry do?[J]. Journal of Cleaner Production, 2021, 279: 123485.
doi: 10.1016/j.jclepro.2020.123485 URL |
| [6] |
陈文溆乐, 向月, 彭光博, 等. “双碳” 目标下电力系统供给侧形态发展系统动力学建模与分析[J]. 上海交通大学学报, 2021, 55(12): 1567-1576.
doi: 10.16183/j.cnki.jsjtu.2021.294 |
| CHEN Wenxule, XIANG Yue, PENG Guangbo, et al. System dynamic modeling and analysis of power system supply side morphological development with “dual carbon” targets[J]. Journal of Shanghai Jiao Tong University, 2021, 55(12): 1567-1576. | |
| [7] |
TANG L, GUO J, ZHAO B Y, et al. Power generation mix evolution based on rolling horizon optimal approach: A system dynamics analysis[J]. Energy, 2021, 224: 120075.
doi: 10.1016/j.energy.2021.120075 URL |
| [8] | 彭光博, 向月, 陈文溆乐, 等. “双碳” 目标下电力系统风电装机与投资发展动力学推演及分析[J]. 电力自动化设备, 2022, 42(11): 70-77. |
| PENG Guangbo, XIANG Yue, CHEN Wenxule, et al. Kinetic deduction and analysis of installed capacity and investment development for wind power in power system under “dual carbon” target[J]. Electric Power Automation Equipment, 2022, 42(11): 70-77. | |
| [9] |
ZHAO X G, WANG W, WU L. A dynamic analysis of research and development incentive on China’s photovoltaic industry based on system dynamics model[J]. Energy, 2021, 233: 121141.
doi: 10.1016/j.energy.2021.121141 URL |
| [10] | 张汀荟, 谢明成, 王蓓蓓, 等. 分布式光伏的共享价值及其对配电网影响的系统动力学仿真[J]. 电力系统自动化, 2021, 45(18): 35-44. |
| ZHANG Tinghui, XIE Mingcheng, WANG Beibei, et al. System dynamics simulation of shared value of distributed photovoltaic and its impact on distribution network[J]. Automation of Electric Power Systems, 2021, 45(18): 35-44. | |
| [11] |
FU X Q, GUO Q L, SUN H B. Statistical machine learning model for stochastic optimal planning of distribution networks considering a dynamic correlation and dimension reduction[J]. IEEE Transactions on Smart Grid, 2020, 11(4): 2904-2917.
doi: 10.1109/TSG.5165411 URL |
| [12] | ORZECHOWSKI P, LA CAVA W, MOORE J H. Where are we now? A large benchmark study of recent symbolic regression methods[C]// Proceedings of the Genetic and Evolutionary Computation Conference. Kyoto, Japan: ACM, 2018: 1183-1190. |
| [13] |
周雅, 李永平, 黄国和. 深圳市可持续电力规划模型及节能减排分析[J]. 电力建设, 2014, 35(6): 75-80.
doi: 10,3969/j.issn,1000-7229,2014,06,014 |
|
ZHOU Ya, LI Yongping, HUANG Guohe. Sustainable electric power planning model and energy-saving & emission-reduction analysis in Shenzhen[J]. Electric Power Construction, 2014, 35(6): 75-80.
doi: 10,3969/j.issn,1000-7229,2014,06,014 |
|
| [14] |
黄强, 郭怿, 江建华, 等. “双碳” 目标下中国清洁电力发展路径[J]. 上海交通大学学报, 2021, 55(12): 1499-1509.
doi: 10.16183/j.cnki.jsjtu.2021.272 |
| HUANG Qiang, GUO Yi, JIANG Jianhua, et al. Development pathway of China’s clean electricity under carbon peaking and carbon neutrality goals[J]. Journal of Shanghai Jiao Tong University, 2021, 55(12): 1499-1509. | |
| [15] | 鲁宗相, 林弋莎, 乔颖, 等. 极高比例可再生能源电力系统的灵活性供需平衡[J]. 电力系统自动化, 2022, 46(16): 3-16. |
| LU Zongxiang, LIN Yisha, QIAO Ying, et al. Flexibility supply-demand balance in power system with ultra-high proportion of renewable energy[J]. Automation of Electric Power Systems, 2022, 46(16): 3-16. | |
| [16] | CRANMER M. SymbolicRegression. Interpretable machine learning for science with PySR and jl[EB/OL]. (2023-05-02) [2023-11-30]. https://arXiv.org/abs/2305.01582v3. |
| [17] | 刘志强, 赵毅, 潘荔. 中外火电节能减排效率分析与比较[J]. 热力发电, 2021, 50(3): 9-18. |
| LIU Zhiqiang, ZHAO Yi, PAN Li. Analysis and comparison of energy saving efficiency and emission reduction efficiency of thermal power between China and foreign countries[J]. Thermal Power Generation, 2021, 50(3): 9-18. | |
| [18] | IRENA. Renewable power generation costs in 2022[R]. Abu Dhabi, UAE: International Renewable Energy Agency, 2023. |
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