Adaptive Detection of Islanding and Power Quality Disturbances in a Grid-Integrated Photovoltaic System

被引:13
作者
Prakash, Satya [1 ]
Purwar, Shubhi [1 ]
Mohanty, Soumya R. [2 ]
机构
[1] Motilal Nehru Natl Inst Technol Allahabad, Dept Elect Engn, Prayagraj, India
[2] Bananas Hindu Univ, Indian Inst Technol, Dept Elect Engn, Varanasi, Uttar Pradesh, India
关键词
Islanding detection; Power quality; Empirical mode decomposition; Mathematical morphology; RENEWABLE DISTRIBUTED GENERATION; EMPIRICAL-MODE DECOMPOSITION; SIGNAL-PROCESSING TECHNIQUES; HILBERT TRANSFORM; PROTECTION; ALGORITHM; STORAGE; WAVELET; SERIES; ROCOF;
D O I
10.1007/s13369-020-04378-w
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Global photovoltaic (PV) generation is increasing steadily at about 30%\growth rate over the last decade. Depleting environment owing to extensive use of fossil fuels is expected to further continue with this growth rate. With such large PV penetration in the utility grid, perturbation-based active islanding detection methods are becoming detrimental, marred with issues like degradation of power quality and deteriorating system stability. This paper uses morphological filters combined with empirical mode decomposition (EMD) to implement an efficient adaptive signal processing-based detection for islanding as well as PQ disturbances. Two-stage morphological median filter (MMF-2) is used to overcome the noise vulnerability associated with EMD. Field programmable gate array implementation is developed for real-time detection of PQ events. Classification of power quality disturbances is obtained using a support vector machine classifier. The results demonstrate fast and accurate real-time detection under various noisy scenarios without applying any parameter perturbations.
引用
收藏
页码:6297 / 6310
页数:14
相关论文
共 36 条
[1]   A digital architecture for support vector machines: Theory, algorithm, and FPGA implementation [J].
Anguita, D ;
Boni, A ;
Ridella, S .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 2003, 14 (05) :993-1009
[2]  
[Anonymous], 2017, ENERGIES
[3]   IEEE 1547 series of standards: Interconnection issues [J].
Basso, TS ;
DeBlasio, R .
IEEE TRANSACTIONS ON POWER ELECTRONICS, 2004, 19 (05) :1159-1162
[4]   Hybrid islanding detection with optimum feature selection and minimum NDZ [J].
Chandak, Sheetal ;
Mishra, Manohar ;
Rout, Pravat Kumar .
INTERNATIONAL TRANSACTIONS ON ELECTRICAL ENERGY SYSTEMS, 2018, 28 (10)
[5]   Islanding Detection of Hybrid Distributed Generation Under Reduced Non-Detection Zone [J].
Cui, Qiushi ;
El-Arroudi, Khalil ;
Joogs, Geza .
IEEE TRANSACTIONS ON SMART GRID, 2018, 9 (05) :5027-5037
[6]   Adaptive threshold based new active islanding protection scheme for multiple PV based microgrid application [J].
Dhar, Snehamoy ;
Dash, Pradipta Kishore .
IET GENERATION TRANSMISSION & DISTRIBUTION, 2017, 11 (01) :118-132
[7]   Shifting of research trends in islanding detection method - a comprehensive survey [J].
Dutta S. ;
Sadhu P.K. ;
Jaya Bharata Reddy M. ;
Mohanta D.K. .
Protection and Control of Modern Power Systems, 2018, 3 (01)
[8]   A New Approach for Flexible Molecular Docking Based on Swarm Intelligence [J].
Fu, Yi ;
Wu, Xiaojun ;
Chen, Zhiguo ;
Sun, Jun ;
Zhao, Ji ;
Xu, Wenbo .
MATHEMATICAL PROBLEMS IN ENGINEERING, 2015, 2015
[9]  
Gautam S, 2009, IEEE POW ENER SOC GE, P3523, DOI 10.1109/PES.2009.5275190
[10]   Active ROCOF Relay for Islanding Detection [J].
Gupta, Pankaj ;
Bhatia, R. S. ;
Jain, D. K. .
IEEE TRANSACTIONS ON POWER DELIVERY, 2017, 32 (01) :420-429