Operation and Maintenance Decision Support System for Photovoltaic Systems

被引:16
|
作者
Livera, Andreas [1 ]
Theristis, Marios [2 ]
Micheli, Leonardo [3 ,4 ]
Fernandez, Eduardo F. [3 ]
Stein, Joshua S. [1 ]
Georghiou, George E. [1 ]
机构
[1] Univ Cyprus, FOSS Res Ctr Sustainable Energy, Dept Elect & Comp Engn, PV Technol Lab, CY-1678 Nicosia, Cyprus
[2] Sandia Natl Labs, POB 5800, Albuquerque, NM 87185 USA
[3] Univ Jaen, CEACTEMA, Adv Photovolta Technol AdPVTech, Jaen 23071, Spain
[4] Sapienza Univ Rome, Dept Astronaut Elect & Energy Engn DIAEE, I-00184 Rome, Italy
基金
欧盟地平线“2020”;
关键词
Maintenance engineering; Cleaning; Decision support systems; Costs; Monitoring; Inverters; Production; Condition monitoring; corrective actions; data analysis; fault detection and diagnosis; operation and maintenance; performance evaluation; performance loss; photovoltaics; FAULT-DETECTION; METHODOLOGY; STRATEGIES; PARAMETERS; LOSSES;
D O I
10.1109/ACCESS.2022.3168140
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Operation and maintenance (O&M) and monitoring strategies are important for safeguarding optimum photovoltaic (PV) performance while also minimizing downtimes due to faults. An O&M decision support system (DSS) was developed in this work for providing recommendations of actionable decisions to resolve fault and performance loss events. The proposed DSS operates entirely on raw field measurements and incorporates technical asset and financial management features. Historical measurements from a large-scale PV system installed in Greece were used for the benchmarking procedure. The results demonstrated the financial benefits of performing mitigation actions in case of near zero power production incidents. Stochastic simulations that consider component malfunctions and failures exhibited a net economic gain of approximately 4.17 euro/kW/year when performing O&M actions. For an electricity price of 59.98 euro/MWh, a minimum of 8.4% energy loss per year is required for offsetting the annualized O&M cost value of 7.45 euro/kW/year calculated by the SunSpec/National Renewable Energy Laboratory (NREL) PV O&M Cost Model.
引用
收藏
页码:42481 / 42496
页数:16
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