Power Generation Technology ›› 2025, Vol. 46 ›› Issue (2): 240-251.DOI: 10.12096/j.2096-4528.pgt.24175
• Modeling, Simulation and Optimal Operation of Integrated Energy System Based on Swarm Intelligence • Previous Articles
Zhong LIU1, Yanming HUANG1, Guangming ZHU2,3, Shuyun ZOU1
Received:
2024-08-05
Revised:
2024-11-10
Published:
2025-04-30
Online:
2025-04-23
Supported by:
CLC Number:
Zhong LIU, Yanming HUANG, Guangming ZHU, Shuyun ZOU. Optimal Capacity Configuration Method for Multi-Microgrid System Utilizing Wind-Solar-Electric-Hydrogen Hybrid Energy Storage[J]. Power Generation Technology, 2025, 46(2): 240-251.
主体 | 单机容量 | 投资成本/万元 | 运维成本/(万元/a) | 置换成本/万元 | 寿命/a |
---|---|---|---|---|---|
风电机组 | 100 kW | 10 | 0.890 | 25 | |
光伏阵列 | 1 kW | 0.32 | 0.003 | 25 | |
蓄电池 | 2 kW | 0.50 | 0.002 | 0.4 | 5 |
电解槽 | 5 kW | 6 | 0.040 | 4.5 | 15 |
储氢罐 | 1 kW | 0.18 | 25 | ||
燃料电池 | 5 kW | 8.75 | 0.440 | 6.0 | 10 |
Tab. 1 Equipment cost parameters
主体 | 单机容量 | 投资成本/万元 | 运维成本/(万元/a) | 置换成本/万元 | 寿命/a |
---|---|---|---|---|---|
风电机组 | 100 kW | 10 | 0.890 | 25 | |
光伏阵列 | 1 kW | 0.32 | 0.003 | 25 | |
蓄电池 | 2 kW | 0.50 | 0.002 | 0.4 | 5 |
电解槽 | 5 kW | 6 | 0.040 | 4.5 | 15 |
储氢罐 | 1 kW | 0.18 | 25 | ||
燃料电池 | 5 kW | 8.75 | 0.440 | 6.0 | 10 |
时段 | 购电价格/[元/(kW | 售电价格/[元/(kW |
---|---|---|
00:00—08:00 | 0.37 | 0.28 |
08:00—12:00; 17:00—21:00 | 0.87 | 0.72 |
12:00—17:00; 21:00—24:00 | 0.69 | 0.53 |
Tab. 2 Time-of-use price
时段 | 购电价格/[元/(kW | 售电价格/[元/(kW |
---|---|---|
00:00—08:00 | 0.37 | 0.28 |
08:00—12:00; 17:00—21:00 | 0.87 | 0.72 |
12:00—17:00; 21:00—24:00 | 0.69 | 0.53 |
微电网 | Nw/台 | Npv/片 | Nele/台 | Nbat/块 | Etank/(kW | Pfc/kW |
---|---|---|---|---|---|---|
MGA | 7 | 551 | 23 | 434 | 978 | 102.7 |
MGB | 9 | 630 | 37 | 433 | 1 168 | 146.7 |
MGC | 13 | 920 | 40 | 389 | 700 | 74.8 |
Tab. 3 Optimal capacity configuration scheme for multi-microgrid
微电网 | Nw/台 | Npv/片 | Nele/台 | Nbat/块 | Etank/(kW | Pfc/kW |
---|---|---|---|---|---|---|
MGA | 7 | 551 | 23 | 434 | 978 | 102.7 |
MGB | 9 | 630 | 37 | 433 | 1 168 | 146.7 |
MGC | 13 | 920 | 40 | 389 | 700 | 74.8 |
电网 | 发电系统装机容量/kW | 电氢混合储能功率/kW | 比例 |
---|---|---|---|
MGA | 1 163.2 | 444.3 | 1∶0.38 |
MGB | 1 505.3 | 508.1 | 1∶0.34 |
MGC | 2 160.6 | 369.4 | 1∶0.17 |
配电网 | 4 829.1 | 1 321.5 | 1∶0.27 |
Tab. 4 Ratio of generation system and energy storage system
电网 | 发电系统装机容量/kW | 电氢混合储能功率/kW | 比例 |
---|---|---|---|
MGA | 1 163.2 | 444.3 | 1∶0.38 |
MGB | 1 505.3 | 508.1 | 1∶0.34 |
MGC | 2 160.6 | 369.4 | 1∶0.17 |
配电网 | 4 829.1 | 1 321.5 | 1∶0.27 |
方案 | Cinv /万元 | f1 /万元 | f2 /万元 | f3/万元 | F/万元 |
---|---|---|---|---|---|
1 | 2 992.50 | 8.85 | 247.35 | 6.83 | 5 557.54 |
2 | 3 002.59 | 8.85 | 245.57 | 6.74 | 4 880.87 |
3 | 3 065.28 | 7.89 | 237.64 | 5.43 | 4 217.50 |
Tab. 5 Comparison of economic indicators of three schemes
方案 | Cinv /万元 | f1 /万元 | f2 /万元 | f3/万元 | F/万元 |
---|---|---|---|---|---|
1 | 2 992.50 | 8.85 | 247.35 | 6.83 | 5 557.54 |
2 | 3 002.59 | 8.85 | 245.57 | 6.74 | 4 880.87 |
3 | 3 065.28 | 7.89 | 237.64 | 5.43 | 4 217.50 |
1 | 李政,陈思源,董文娟,等 .碳约束条件下电力行业低碳转型路径研究[J].中国电机工程学报,2021,41(12):3987-4001. doi:10.13334/j.0258-8013.pcsee.210671 |
LI Z, CHEN S Y, DONG W J,et al .Low carbon transition pathway of power sector under carbon emission constraints[J].Proceedings of the CSEE,2021,41(12):3987-4001. doi:10.13334/j.0258-8013.pcsee.210671 | |
2 | 李立新,周宇昊,郑文广 .能源转型背景下分布式能源技术发展前景[J].发电技术,2020,41(6):571-577. |
LI L X, ZHOU Y H, ZHENG W G .Development prospect of distributed energy technology under the background of energy transformation[J].Power Generation Technology,2020,41(6):571-577. | |
3 | 李红伟,吴佳航,王佳怡,等 .计及P2G及碳捕集的风光氢储综合能源系统低碳经济调度[J].电力系统保护与控制,2024,52(16):26-36. |
LI H W, WU J H, WANG J Y,et al .Low-carbon economic dispatch of a wind,solar,and hydrogen storage integrated energy system considering P2G and carbon capture[J].Power System Protection and Control,2024,52(16):26-36. | |
4 | 钟依庐,刘为雄,郑赟,等 .风火储氢碳多能耦合打捆送出模式研究[J].南方能源建设,2023,10(4):122-130. |
ZHONG Y L, LIU W X, ZHENG Y,et al .Electricity transmission strategy research based on wind-coal-battery-hydrogen-CCUS multi energy coupling and bundling system[J].Southern Energy Construction,2023,10(4):122-130. | |
5 | 姜智霖,郝峰杰,袁志昌,等 .考虑SOC优化设定的电-氢混合储能系统的运行优化[J].电力系统保护与控制,2024,52(8):65-76. |
JIANG Z L, HAO F J, YUAN Z C,et al .Optimal operation of an electro-hydrogen hybrid energy storage system considering SOC optimization setting[J].Power System Protection and Control,2024,52(8):65-76. | |
6 | HE J, WU Y, YONG X,et al .Bi-level optimization of a near-zero-emission integrated energy system considering electricity-hydrogen-gas nexus:a two-stage framework aiming at economic and environmental benefits[J].Energy Conversion and Management,2022,274:116434. doi:10.1016/j.enconman.2022.116434 |
7 | 石梦舒,许小峰,张继广,等 .考虑电-氢市场的虚拟电厂两阶段优化策略研究[J].发电技术,2023,44(5):645-655. |
SHI M S, XU X F, ZHANG J G,et al .A two-stage optimization strategy for virtual power plants considering the electricity-hydrogen market[J].Power Generation Technology,2023,44(5):645-655. | |
8 | ZHU X, GUI P, ZHANG X,et al .Multi-objective optimization of a hybrid energy system integrated with solar-wind-PEMFC and energy storage[J].Journal of Energy Storage,2023,72:108562. doi:10.1016/j.est.2023.108562 |
9 | SHI M, WANG W, HAN Y,et al .Research on comprehensive benefit of hydrogen storage in microgrid system[J].Renewable Energy,2022,194:621-635. doi:10.1016/j.renene.2022.05.125 |
10 | ZHOU S, HAN Y, ZALHAF A S,et al .Risk-averse bi-level planning model for maximizing renewable energy hosting capacity via empowering seasonal hydrogen storage[J].Applied Energy,2024,361:122853. doi:10.1016/j.apenergy.2024.122853 |
11 | 陈凡,卫志农,张小莲,等 .计入风速与风电机组故障相关性的风电场可靠性建模及其应用[J].中国电机工程学报,2016,36(11):2900-2908. |
CHEN F, WEI Z N, ZHANG X L,et al .Reliability modeling of wind farms incorporating correlation between wind speed and failure of wind turbines and its application[J].Proceedings of the CSEE,2016,36(11):2900-2908. | |
12 | XU C, KE Y, LI Y,et al .Data-driven configuration optimization of an off-grid wind/PV/hydrogen system based on modified NSGA-Ⅱ and CRITIC-TOPSIS[J].Energy Conversion and Management,2020,215:112892. doi:10.1016/j.enconman.2020.112892 |
13 | 刘忠,张乐,寇攀高,等 .并网型风电-光伏-抽水蓄能-蓄电池系统容量优化配置[J].动力工程学报,2023,43(9):1151-1159. |
LIU Z, ZHANG L, KOU P G,et al .Capacity allocation optimization on grid connected system consisting of wind power,photovoltaic power,pumped storage and battery[J].Journal of Chinese Society of Power Engineering,2023,43(9):1151-1159. | |
14 | 李蕊睿,李奇,蒲雨辰,等 .计及功率交互约束的含电-氢混合储能的多微电网系统容量优化配置[J].电力系统保护与控制,2022,50(14):53-64. |
LI R R, LI Q, PU Y C,et al .Optimal configuration of an electric-hydrogen hybrid energy storage multi-microgrid system considering power interaction constraints[J].Power System Protection and Control,2022,50(14):53-64. | |
15 | 齐海涛,刘咄,赵东澳,等 .边防哨所风光耦合制氢系统的配置优化[J].北京航空航天大学学报,2024,50(10):3032-3041. |
QI H T, LIU D, ZHAO D A,et al .Configuration optimization of wind/photovoltaic hydrogen production system at frontier sentries[J].Journal of Beijing University of Aeronautics and Astronautics,2024,50(10):3032-3041. | |
16 | 钱仲豪,胡骏,沈思辰,等 .考虑条件风险价值的多源协调优化运行策略[J].发电技术,2023,44(6):781-789. |
QIAN Z H, HU J, SHEN S C,et al .Multi-power coordinated optimization operation strategy considering conditional value at risk[J].Power Generation Technology,2023,44(6):781-789. | |
17 | 张忠会,雷大勇,蒋昌辉,等 .基于二阶锥规划和NNC法的交直流混合配电网双层规划模型及其求解方法[J].中国电机工程学报,2023,43(1):70-85. |
ZHANG Z H, LEI D Y, JIANG C H,et al .A bi-level planning model and its solution method of AC/DC hybrid distribution network based on second-order cone programming and NNC method[J].Proceedings of the CSEE,2023,43(1):70-85. | |
18 | 谢元皓,林声宏,朱建全 .基于双重博弈的含多微网配电网分层协调能量管理[J/OL].电测与仪表,1-12[2024-03-14].. |
XIE Y H, LIN S H, ZHU J Q .Hierarchical energy management of distribution network with multi-microgrids based on two-loop stackelberg game[J/OL].Electric Measurement & Instrumentation,1-12[2024-03-14].. | |
19 | 陈星宇,张亚超,黄张浩,等 .考虑节点边际电价的配电网与多微电网双层鲁棒经济调度[J].电力自动化设备,2023,43(11):51-58. |
CHEN X Y, ZHANG Y C, HUANG Z H,et al .Bi-level robust economic dispatch of distribution network and multiple microgrids considering locational marginal price[J].Electric Power Automation Equipment,2023,43(11):51-58. | |
20 | BRAIK M, HAMMOURI A, ATWAN J,et al .White shark optimizer:a novel bio-inspired meta-heuristic algorithm for global optimization problems[J].Knowledge-Based Systems,2022,243:108457. doi:10.1016/j.knosys.2022.108457 |
21 | 陈维荣,傅王璇,韩莹,等 .计及需求侧的风-光-氢多能互补微电网优化配置[J].西南交通大学学报,2021,56(3):640-649. |
CHEN W R, FU W X, HAN Y,et al .Optimal configuration of wind-solar-hydrogen multi-energy complementary microgrid with demand side[J].Journal of Southwest Jiaotong University,2021,56(3):640-649. |
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