A Review on Digital Twins and Its Application in the Modeling of Photovoltaic Installations

被引:6
作者
Angelova, Dorotea Dimitrova [1 ]
Fernandez, Diego Carmona [2 ]
Godoy, Manuel Calderon [2 ]
Moreno, Juan Antonio Alvarez [2 ]
Gonzalez, Juan Felix Gonzalez [1 ]
机构
[1] Univ Extremadura, Ind Engn Sch, Dept Appl Phys, Ave Elvas S-N, Badajoz 06006, Spain
[2] Univ Extremadura, Ind Engn Sch, Dept Elect Engn Elect & Automat, Ave Elvas S-N, Badajoz 06006, Spain
关键词
Industry; 4.0; digital twin (DT); review; photovoltaic installations; renewable energies; POWER POINT TRACKING; FAULT-DIAGNOSIS; RELIABILITY; CHALLENGES; CONVERTERS; FAILURE; SYSTEMS; SINGLE; MPPT;
D O I
10.3390/en17051227
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
Industry 4.0 is in continuous technological growth that benefits all sectors of industry and society in general. This article reviews the Digital Twin (DT) concept and the interest of its application in photovoltaic installations. It compares how other authors use the DT approach in photovoltaic installations to improve the efficiency of the renewable energy generated and consumed, energy prediction and the reduction of the operation and maintenance costs of the photovoltaic installation. It reviews how, by providing real-time data and analysis, DTs enable more informed decision-making in the solar energy sector. The objectives of the review are to study digital twin technology and to analyse its application and implementation in PV systems.
引用
收藏
页数:29
相关论文
共 101 条
[1]   An Enhanced Adaptive P&O MPPT for Fast and Efficient Tracking Under Varying Environmental Conditions [J].
Ahmed, Jubaer ;
Salam, Zainal .
IEEE TRANSACTIONS ON SUSTAINABLE ENERGY, 2018, 9 (03) :1487-1496
[2]   An Overview of Machine Learning within Embedded and Mobile Devices-Optimizations and Applications [J].
Ajani, Taiwo Samuel ;
Imoize, Agbotiname Lucky ;
Atayero, Aderemi A. .
SENSORS, 2021, 21 (13)
[3]  
Al-Isawi O.A., 2023, Adv Sci EngTechnol Int Conf (ASET), DOI DOI 10.1109/ASET56582.2023.10180431
[4]   C2PS: A Digital Twin Architecture Reference Model for the Cloud-Based Cyber-Physical Systems [J].
Alam, Kazi Masudul ;
El Saddik, Abdulmotaleb .
IEEE ACCESS, 2017, 5 :2050-2062
[5]   Digital Twins in greenhouse horticulture: A review [J].
Ariesen-Verschuur, Natasja ;
Verdouw, Cor ;
Tekinerdogan, Bedir .
COMPUTERS AND ELECTRONICS IN AGRICULTURE, 2022, 199
[6]  
Arnautova Y., If You Build Products, You Should Be Using Digital Twins.
[7]   Maximum Power Point Tracker Controller for Solar Photovoltaic Based on Reinforcement Learning Agent with a Digital Twin [J].
Artetxe, Eneko ;
Uralde, Jokin ;
Barambones, Oscar ;
Calvo, Isidro ;
Martin, Imanol .
MATHEMATICS, 2023, 11 (09)
[8]  
Bazzi AM, 2011, APPL POWER ELECT CO, P1223, DOI 10.1109/APEC.2011.5744749
[9]   A generic methodology to efficiently integrate weather information in short-term Photovoltaic generation forecasting models [J].
Bellinguer, Kevin ;
Girard, Robin ;
Bontron, Guillaume ;
Kariniotakis, Georges .
SOLAR ENERGY, 2022, 244 :401-413
[10]   State Observer-Based Sensor Fault Detection and Isolation, and Fault Tolerant Control of a Single-Phase PWM Rectifier for Electric Railway Traction [J].
Ben Youssef, Ahlem ;
El Khil, Sejir Khojet ;
Slama-Belkhodja, Ilhem .
IEEE TRANSACTIONS ON POWER ELECTRONICS, 2013, 28 (12) :5842-5853