Remote Control System for New Energy Grid Connected Power Generation Based on Artificial Intelligence

被引:0
作者
Ma, Xiang [1 ]
Lv, Leiyan [1 ]
Wo, Jiandong [1 ]
Qi, Yuchen [1 ]
Ling, Kaiyuan [1 ]
Fang, Xuan [1 ]
机构
[1] Jinhua Power Supply Co, State Grid Zhejiang Elect Power Co Ltd, Jinhua, Zhejiang, Peoples R China
来源
PROCEEDINGS OF 2024 INTERNATIONAL CONFERENCE ON POWER ELECTRONICS AND ARTIFICIAL INTELLIGENCE, PEAI 2024 | 2024年
关键词
New Energy Grid Connected Power Generation; Island Detection; Photovoltaic System; Adaboost Algorithm; ENHANCEMENT; PERFORMANCE; INVERTERS;
D O I
10.1145/3674225.3674375
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Currently, China's demand for energy is increasing. In order to reduce China's dependence on traditional mineral energy, some achievements have been made in increasing research and development efforts in new energy. With the continuous increase in the scale of new energy grid connection, the proportion of new energy grid connection is constantly increasing, and problems such as grid stability and power quality degradation are becoming increasingly prominent, which directly affects the widespread application of new energy generation technology. This article explored the research on a remote control system for new energy grid connected power generation based on artificial intelligence. Taking the island detection of photovoltaic grid connected inverters based on Adaboost algorithm as an example, the feasibility of the technology was verified through experiments. The experimental data showed that the accuracy, recall, and F0.5 of island effect prediction based on Adaboost algorithm were 0.98, 0.9523, and 0.7811, respectively, which were higher than other algorithms.
引用
收藏
页码:828 / 833
页数:6
相关论文
共 20 条
[1]   Passivity Enhancement of Voltage-Controlled Inverters in Grid-Connected Microgrids Considering Negative Aspects of Control Delay and Grid Impedance Variations [J].
Akhavan, Ali ;
Golestan, Saeed ;
Vasquez, Juan C. ;
Guerrero, Josep M. .
IEEE JOURNAL OF EMERGING AND SELECTED TOPICS IN POWER ELECTRONICS, 2021, 9 (06) :6637-6649
[2]   Performance enhancement of grid-connected PV systems using adaptive reference PI controller [J].
Alhejji, Ayman ;
Mosaad, Mohamed I. .
AIN SHAMS ENGINEERING JOURNAL, 2021, 12 (01) :541-554
[3]   Robust L1 fuzzy adaptive controller for three-phase grid-connected photovoltaic system [J].
Boubakir, Ahsene ;
Labiod, Salim ;
Boudjerda, Nasserdine .
JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS, 2022, 359 (05) :1852-1880
[4]   Line Voltage Sensorless Control of Grid-Connected Inverters Using Multisampling [J].
He, Shan ;
Zhou, Dao ;
Wang, Xiongfei ;
Blaabjerg, Frede .
IEEE TRANSACTIONS ON POWER ELECTRONICS, 2022, 37 (04) :4792-4803
[5]   A Modified Robust Adaptive Super-twisting Sliding Mode Controller for Grid-connected Converters [J].
Hollweg, Guilherme Vieira ;
Evald, Paulo Jefferson Dias de Oliveira ;
Tambara, Rodrigo Varella ;
Su, Wencong ;
Grundling, Hilton Abilio .
INTERNATIONAL JOURNAL OF CONTROL AUTOMATION AND SYSTEMS, 2023, 21 (10) :3151-3165
[6]   Power Quality Improvement for Grid-connected PV System Based on Distribution Static Compensator with Fuzzy Logic Controller and UVT/ADALINE-based Least Mean Square Controller [J].
Kumar, Amit ;
Kumar, Pradeep .
JOURNAL OF MODERN POWER SYSTEMS AND CLEAN ENERGY, 2021, 9 (06) :1289-1299
[7]   Sliding Mode Control of Grid-Connected Neutral-Point-Clamped Converters Via High-Gain Observer [J].
Liu, Jianxing ;
Shen, Xiaoning ;
Marquez, Abraham ;
Yin, Yunfei ;
Leon, Jose, I ;
Vazquez, Sergio ;
Wu, Ligang ;
Franquelo, Leopoldo G. .
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2022, 69 (04) :4010-4021
[8]   Passivity-Based Control of Single-Phase Cascaded H-Bridge Grid-Connected Photovoltaic Inverter [J].
Moeini, Narges ;
Bahrami-Fard, Milad ;
Shahabadini, Masoud ;
Azimi, Seyed Mohammad ;
Iman-Eini, Hossein .
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2023, 70 (02) :1512-1520
[9]   Hybrid SCA and adaptive controller to enhance the performance of grid-connected PV system [J].
Mokhtar, Mohamed ;
Marei, Mostafa, I ;
Attia, Mahmoud A. .
AIN SHAMS ENGINEERING JOURNAL, 2021, 12 (04) :3775-3781
[10]   A Novel Unified Controller for Grid-Connected and Islanded Operation of PV-Fed Single-Stage Inverter [J].
Moustafa, Mohamed M. Zakaria ;
Aboushal, Mohamed ;
EL-Fouly, Tarek ;
Al-Durra, Ahmed ;
Zeineldin, Hatem .
IEEE TRANSACTIONS ON SUSTAINABLE ENERGY, 2021, 12 (04) :1960-1973