A Dispatch Optimization Model for Hybrid Renewable and Battery Systems Incorporating a Battery Degradation Model

被引:1
|
作者
Upadhya, Sahana [1 ]
Wagner, Michael J. [1 ]
机构
[1] Univ Wisconsin, Dept Mech Engn, Energy Syst Optimizat Lab, Madison, WI 53706 USA
关键词
energy storage; energy systems analysis; optimization and control; simulation; LITHIUM-ION BATTERIES; CYCLE LIFE; ENERGY; CALENDAR; STORAGE;
D O I
10.1115/1.4052983
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
A recent increase in the integration of renewable energy systems in existing power grids along with a lack of integrated dispatch models has led to waste in power produced. This paper presents a mixed-integer nonlinear optimization model for hybrid renewable-generator-plus-battery systems, with the objective of maximizing long-term profit. Prior studies have revealed that both high and low state of charge (SOC) of the battery is detrimental to its lifetime and results in reduced battery capacity over time. In addition, increased number of cycles of charge and discharge also causes capacity reduction. This paper models these two factors with a constraint relating capacity loss to the SOC and number of cycles completed by the battery. Loss in capacity is penalized in the objective function of the optimization model, thereby disincentivizing high and low SOCs and frequent cycling. A rolling time horizon optimization approach is used to overcome the computational difficulties of achieving global optimality within a long-term time horizon. By incorporating battery degradation, the model is capable of maximizing the profits from the power dispatch to the grid while also maximizing the life of the battery. This paper exercises the model within a case study using a sample photovoltaic system generation time series that considers multiple battery capacities. The results indicate that the optimal battery lifetime is extended in comparison to conventional models that ignore battery degradation in dispatch decisions. Finally, we analyze the relationship between battery operational decisions and the resultant capacity fade.
引用
收藏
页数:10
相关论文
共 50 条
  • [1] A DISPATCH OPTIMIZATION MODEL FOR HYBRID RENEWABLE AND BATTERY SYSTEMS INCORPORATING A BATTERY DEGRADATION MODEL
    Upadhya, Sahana
    Wagner, Michael J.
    PROCEEDINGS OF THE ASME 2021 15TH INTERNATIONAL CONFERENCE ON ENERGY SUSTAINABILITY (ES2021), 2021,
  • [2] A Review of Hybrid Renewable Energy Systems: Architectures, Battery Systems, and Optimization Techniques
    Gomez, Juan Carlos Leon
    Aldaco, Susana Estefany De Leon
    Alquicira, Jesus Aguayo
    ENG, 2023, 4 (02): : 1446 - 1467
  • [3] Optimized dispatch of energy storage systems based on improved battery model
    Zheng, Wendi
    Lei, Kebo
    JOURNAL OF RENEWABLE AND SUSTAINABLE ENERGY, 2022, 14 (03)
  • [4] A Battery Model for Small Renewable Sources
    Radil, Lukas
    Mastny, Petr
    Kyncl, Jan
    PROCEEDINGS OF THE 12TH INTERNATIONAL SCIENTIFIC CONFERENCE ELECTRIC POWER ENGINEERING 2011, 2011, : 603 - 606
  • [5] Hybrid Swapped Battery Charging and Logistics Dispatch Model in Continuous Time Domain
    Jia, Wenhao
    Ding, Tao
    Bai, Jiawen
    Bai, Linquan
    Yang, Yongheng
    Blaabjerg, Frede
    IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2022, 71 (03) : 2448 - 2458
  • [6] A Design Tool for Battery/Supercapacitor Hybrid Energy Storage Systems Based on the Physical-Electrochemical Degradation Battery Model BaSiS
    Shan, Weiwei
    Schwalm, Michael
    Shan, Martin
    ENERGIES, 2024, 17 (14)
  • [7] Optimal scheduling strategy for hybrid energy storage systems of battery and flywheel combined multi-stress battery degradation model
    Wang, Junyue
    Lyu, Chenghao
    Bai, Yilin
    Yang, Kun
    Song, Zhengxiang
    Meng, Jinhao
    JOURNAL OF ENERGY STORAGE, 2024, 99
  • [8] An Enhanced Hybrid Battery Model
    Kim, Taesic
    Qiao, Wei
    Qu, Liyan
    IEEE TRANSACTIONS ON ENERGY CONVERSION, 2019, 34 (04) : 1848 - 1858
  • [9] Wind and PV Hybrid Renewable System Dispatch using Battery Energy Storage
    Liu, Meng
    Lee, Wei-Jen
    Lee, Lyndon K.
    2013 NORTH AMERICAN POWER SYMPOSIUM (NAPS), 2013,
  • [10] Battery degradation: Impact on economic dispatch
    Schade, Curd
    Egging-Bratseth, Ruud
    ENERGY STORAGE, 2024, 6 (02)