Assessing Degradation-Aware Model Predictive Control for Energy Management of a Grid-Connected PV-Battery Microgrid

被引:2
|
作者
Li, Alan Gen [1 ]
Preindl, Matthias [1 ]
机构
[1] Columbia Univ, Dept Elect Engn, New York, NY 10027 USA
关键词
Microgrids; Energy management; Photovoltaics; Battery storage; Battery degradation; SYSTEMS;
D O I
10.1109/ITEC53557.2022.9813768
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
Grid-connected residential solar-photovoltaic (PV) and battery systems are increasingly popular types of microgrids. Determining the optimal energy management system (EMS) strategy for such microgrids depends on many factors, such as power demand, solar irradiation, and system costing. The energy flow for a residential PV-battery microgrid is thus studied in detail. Three algorithms are used, including load-levelling, peak-shifting, and an original model predictive control (MPC) EMS. PV cells, battery overpotentials and degradation are simulated with physically-meaningful models. Real data from Long Island, New York, are used to simulate the load power demand, solar irradiation, utility costs, degradation costs, and PV credits. Both load and PV forecasting error are considered. Results for the base cases demonstrate the advantage of MPC EMS. Simulation parameters are then varied to show that the simulated cost savings depend on the costing assumptions and forecasting error.
引用
收藏
页码:546 / 551
页数:6
相关论文
共 50 条
  • [41] A Predictive Energy Management Strategy with Pre-emptive Load Shedding for an Islanded PV-Battery Microgrid
    Michaelson, Dennis
    Mahmood, Hisham
    Jiang, Jin
    39TH ANNUAL CONFERENCE OF THE IEEE INDUSTRIAL ELECTRONICS SOCIETY (IECON 2013), 2013, : 1501 - 1506
  • [42] Continuous Control Set Model Predictive Control in Grid-Connected Solar PV Inverter
    Smith, Cameron
    Gargoom, Ameen
    Haque, M. E.
    Oo, Aman
    PROCEEDINGS OF 2021 31ST AUSTRALASIAN UNIVERSITIES POWER ENGINEERING CONFERENCE (AUPEC), 2021,
  • [43] A Robust and Model Predictive Control based Energy Management Scheme for Grid-Connected Microgrids
    Zhu, Junjie
    Liu, Yajie
    Lei, Hongtao
    Zhang, Tao
    2018 2ND IEEE CONFERENCE ON ENERGY INTERNET AND ENERGY SYSTEM INTEGRATION (EI2), 2018,
  • [44] A Rule-based Power Management Controller using Stateflow for Grid-Connected PV-Battery Energy System supplying Household load
    Kermadi, Mostefa
    Salam, Zainal
    Berkouk, El Madjid
    2018 9TH IEEE INTERNATIONAL SYMPOSIUM ON POWER ELECTRONICS FOR DISTRIBUTED GENERATION SYSTEMS (PEDG), 2018,
  • [45] An Energy Management System for the Control of Battery Storage in a Grid-Connected Microgrid Using Mixed Integer Linear Programming
    Sigalo, Marvin Barivure
    Pillai, Ajit C.
    Das, Saptarshi
    Abusara, Mohammad
    ENERGIES, 2021, 14 (19)
  • [46] A model predictive control strategy of PV-Battery microgrid under variable power generations and load conditions
    Hu, Jiefeng
    Xu, Yinliang
    Cheng, Ka Wai
    Guerrero, Josep M.
    APPLIED ENERGY, 2018, 221 : 195 - 203
  • [47] Bi-Level Energy Management Model of Grid-Connected Microgrid Community
    Cao H.
    Dong H.
    Ren Y.
    Wang Y.
    Li N.
    Zeng M.
    Energy Engineering: Journal of the Association of Energy Engineering, 2022, 119 (03): : 965 - 984
  • [48] Optimal control and energy management of grid-connected PV- diesel-battery hybrid power system
    Guichi, Amar
    Berkouk, El-Madjid
    Talha, Abdelaziz
    2019 INTERNATIONAL CONFERENCE ON ADVANCED ELECTRICAL ENGINEERING (ICAEE), 2019,
  • [49] Control and Management of Grid Connected PV-Battery Hybrid System Based on Three-level DCI
    Abderrahim, Telli
    Said, Barkat
    2017 6TH INTERNATIONAL CONFERENCE ON SYSTEMS AND CONTROL (ICSC' 17), 2017, : 439 - 444
  • [50] Optimum Filtering Theory Based Control for Grid Tied PV-Battery Microgrid System
    Kumar, Shailendra
    Singh, Bhim
    2018 IEEE INTERNATIONAL CONFERENCE ON POWER ELECTRONICS, DRIVES AND ENERGY SYSTEMS (PEDES), 2018,