Energy management strategies based on hybrid automata for islanded microgrids with renewable sources, batteries and hydrogen

被引:63
作者
Kafetzis, A. [1 ,3 ]
Ziogou, C. [1 ]
Panopoulos, K. D. [1 ]
Papadopoulou, S. [2 ]
Seferlis, P. [3 ]
Voutetakis, S. [1 ]
机构
[1] Ctr Res & Technol Hellas, Chem Proc & Energy Resources Inst, Thessaloniki, Greece
[2] Int Hellen Univ, Dept Ind Engn & Management, Thermi, Greece
[3] Aristotle Univ Thessaloniki, Dept Mech Engn, Thessaloniki, Greece
基金
欧盟地平线“2020”;
关键词
Hybrid energy storage; Control strategy; Renewable energy; Load; Off-grid; Power to power; POWER-TO-GAS; AGING MECHANISMS; FUEL-CELL; SYSTEM; TECHNOLOGIES;
D O I
10.1016/j.rser.2020.110118
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
In this work, an energy management strategy is proposed for the control of islanded off-grid energy systems with energy storage based on renewable energy sources. The proposed supervisory control framework is based on a hybrid automata algorithm which is combined with propositional-based logic, describing the transitions between different operating states of the integrated system's components. The algorithm can be extended to a variety of cases without compromising the operational objectives. Within the paper, four example cases of application are given. These example cases correspond to different load demands (industrial & residential) as well as different renewable energy sources including solar, wind, hydropower and biomass. In all cases the energy is stored in a combination of batteries and hydrogen (via electrolysis) and then used back in a fuel cell. Compared to the current energy solutions in the example cases based on diesel generation sets, a 95.6%-99.4% curtailment of fossil fuel consumption is achieved. The control algorithm manages to supply power without interruption to the current loads while ensuring the health of the storage components.
引用
收藏
页数:16
相关论文
共 49 条
[21]   Lithium-Ion Battery Storage for the Grid-A Review of Stationary Battery Storage System Design Tailored for Applications in Modern Power Grids [J].
Hesse, Holger C. ;
Schimpe, Michael ;
Kucevic, Daniel ;
Jossen, Andreas .
ENERGIES, 2017, 10 (12)
[22]   Microgrids: A review of technologies, key drivers, and outstanding issues [J].
Hirsch, Adam ;
Parag, Yael ;
Guerrero, Josep .
RENEWABLE & SUSTAINABLE ENERGY REVIEWS, 2018, 90 :402-411
[23]   Calendar aging of a graphite/LiFePO4 cell [J].
Kassem, M. ;
Bernard, J. ;
Revel, R. ;
Pelissier, S. ;
Duclaud, F. ;
Delacourt, C. .
JOURNAL OF POWER SOURCES, 2012, 208 :296-305
[24]   Optimal Operation Control of PV-Biomass Gasifier-Diesel-Hybrid Systems Using Reinforcement Learning Techniques [J].
Kozlov, Alexander N. ;
Tomin, Nikita V. ;
Sidorov, Denis N. ;
Lora, Electo E. S. ;
Kurbatsky, Victor G. .
ENERGIES, 2020, 13 (10)
[25]   Review-Dynamic Models of Li-Ion Batteries for Diagnosis and Operation: A Review and Perspective [J].
Krewer, Ulrike ;
Roeder, Fridolin ;
Harinath, Eranda ;
Braatz, Richard D. ;
Beduerftig, Benjamin ;
Findeisen, Rolf .
JOURNAL OF THE ELECTROCHEMICAL SOCIETY, 2018, 165 (16) :A3656-A3673
[26]   Reinforcement learning for microgrid energy management [J].
Kuznetsova, Elizaveta ;
Li, Yan-Fu ;
Ruiz, Carlos ;
Zio, Enrico ;
Ault, Graham ;
Bell, Keith .
ENERGY, 2013, 59 :133-146
[27]   Review of energy system flexibility measures to enable high levels of variable renewable electricity [J].
Lund, Peter D. ;
Lindgren, Juuso ;
Mikkola, Jani ;
Salpakari, Jyri .
RENEWABLE & SUSTAINABLE ENERGY REVIEWS, 2015, 45 :785-807
[28]  
Luta DN, 2019, 2019 SOUTHERN AFRICAN UNIVERSITIES POWER ENGINEERING CONFERENCE/ROBOTICS AND MECHATRONICS/PATTERN RECOGNITION ASSOCIATION OF SOUTH AFRICA (SAUPEC/ROBMECH/PRASA), P611, DOI [10.1109/robomech.2019.8704834, 10.1109/RoboMech.2019.8704834]
[29]   Dynamical properties of hybrid automata [J].
Lygeros, J ;
Johansson, KH ;
Simic, SN ;
Zhang, J ;
Sastry, SS .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2003, 48 (01) :2-17
[30]   Hybrid energy management with respect to a hydrogen energy system and demand response [J].
Maghami, Mohammad Reza ;
Hassani, Rahman ;
Gomes, Chandima ;
Hizam, Hashim ;
Othman, Mohamad Lutfi ;
Behmanesh, Mohammad .
INTERNATIONAL JOURNAL OF HYDROGEN ENERGY, 2020, 45 (03) :1499-1509