Skip to main content
EXTENDED SEARCH
Log in
Top
Electrical Engineering
Published in:

13-06-2024 | Original Paper

A novel LF-TLBO-based optimisation scheme for islanding detection in microgrids

Authors: Gourav Kumar Suman, Suman Yadav, Josep M. Guerrero

Published in: Electrical Engineering | Issue 1/2025

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

The article presents a novel LF-TLBO-based optimisation scheme for detecting islanding in microgrids. It addresses the challenges posed by the interconnection of renewable DG units with the grid, including issues like protection coordination and power quality. The proposed scheme combines the problem-solving abilities of ANN with the flexibility of fuzzy logic, making it more adaptable and versatile. The LF-TLBO algorithm enhances the optimisation process by implementing Lévy flights, which improve both local and global exploitation of the search space. The developed ANFIS model, validated through various test scenarios, demonstrates effective islanding detection with high accuracy and minimal impact on power quality. This innovative approach shows promise in advancing the reliability and efficiency of microgrid systems.
AI Generated

This summary of the content was generated with the help of AI.

previous article Hardware implementation of improved transformer-less grid-connected pv inverter topologies with constant common mode voltage and enhanced efficiency
next article A novel digital protection scheme for microgrid

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Business + Economics & Engineering + Technology"

Online-Abonnement

Springer Professional "Business + Economics & Engineering + Technology" gives you access to:

  • more than 102.000 books
  • more than 537 journals

from the following subject areas:

  • Automotive
  • Construction + Real Estate
  • Business IT + Informatics
  • Electrical Engineering + Electronics
  • Energy + Sustainability
  • Finance + Banking
  • Management + Leadership
  • Marketing + Sales
  • Mechanical Engineering + Materials
  • Insurance + Risk


Secure your knowledge advantage now!

inform now

Springer Professional "Engineering + Technology"

Online-Abonnement

Springer Professional "Engineering + Technology" gives you access to:

  • more than 67.000 books
  • more than 390 journals

from the following specialised fileds:

  • Automotive
  • Business IT + Informatics
  • Construction + Real Estate
  • Electrical Engineering + Electronics
  • Energy + Sustainability
  • Mechanical Engineering + Materials





 

Secure your knowledge advantage now!

inform now

Springer Professional "Business + Economics"

Online-Abonnement

Springer Professional "Business + Economics" gives you access to:

  • more than 67.000 books
  • more than 340 journals

from the following specialised fileds:

  • Construction + Real Estate
  • Business IT + Informatics
  • Finance + Banking
  • Management + Leadership
  • Marketing + Sales
  • Insurance + Risk



Secure your knowledge advantage now!

inform now
Literature
1.
Abushamah HAS, Haghifam M, Bolandi TG (2021) A novel approach for distributed generation expansion planning considering its added value compared with centralized generation expansion. Sustain Energy Grids Netw 25:100417MATH
2.
Ghiasi M, Wang Z, Mehrandezh M, Jalilian S, Ghadimi N (2023) Evolution of smart grids towards the internet of energy: concept and essential components for deep decarbonisation. IET Smart Grid 6(1):86–102
3.
Ebrahimi J, Abedini M, Rezaei MM (2020) Optimal scheduling of distributed generations in microgrids for reducing system peak load based on load shifting. Sustain Energy Grids Netw 23:100368MATH
4.
Reigosa DD, Briz F, Charro CB, Guerrero JM (2017) Passive islanding detection using inverter nonlinear effects. IEEE Trans Power Electron 32(11):8434–8445
5.
Jiang W, Wang X, Huang H, Zhang D, Ghadimi N (2022) Optimal economic scheduling of microgrids considering renewable energy sources based on energy hub model using demand response and improved water wave optimization algorithm. J Energy Storage 55:105311MATH
6.
Xie X, Huang C, Li D (2020) A new passive islanding detection approach considering the dynamic behavior of load in microgrid. Int J Electr Power Energy Syst 117:105619MATH
7.
Dutta S, Reddy MJB, Mohanta DK, Kushwah MS, Sadhu PK (2020) \(\mu \)pmu-based intelligent island detection-the first crucial step toward enhancing grid resilience with mg. IET Smart Grid 3(2):162–173
8.
Kim M-S, Haider R, Cho G-J, Kim C-H, Won C-Y, Chai J-S (2019) Comprehensive review of islanding detection methods for distributed generation systems. Energies 12(5):837MATH
9.
Subramanian K, Loganathan AK (2020) Islanding detection using a micro-synchrophasor for distribution systems with distributed generation. Energies 13(19):5180MATH
10.
IEEE standard for interconnection and interoperability of distributed energy resources with associated electric power systems interfaces (2018) IEEE Std 1547-2018 (Revision of IEEE Std 1547-2003), pp 1–138
11.
Do HT, Zhang X, Nguyen NV, Li SS, Chu TT-T (2015) Passive-islanding detection method using the wavelet packet transform in grid-connected photovoltaic systems. IEEE Trans Power Electron 31(10):6955–6967MATH
12.
Ostojić MM, Djurić MB (2018) The algorithm with synchronized voltage inputs for islanding detection of synchronous generators. Int J Electr Power Energy Syst 103:431–439MATH
13.
Ropp M, Aaker K, Haigh J, Sabbah N (2000) Using power line carrier communications to prevent islanding [of pv power systems]. In: Conference record of the 28th IEEE photovoltaic specialists conference-2000 (Cat. No. 00CH37036). IEEE, pp 1675–1678
14.
Etxegarai A, Eguía P, Zamora I (2011) Analysis of remote islanding detection methods for distributed resources. In: Int. conf. renew. energies power quality
15.
Eshraghi A, Ghorbani R (2016) Islanding detection and over voltage mitigation using controllable loads. Sustain Energy Grids Netw 6:125–135MATH
16.
Pouryekta A, Ramachandaramurthy VK, Padmanaban S, Blaabjerg F, Guerrero JM (2018) Boundary detection and enhancement strategy for power system bus bar stabilization-investigation under fault conditions for islanding operation. Energies 11(4):889
17.
Markovic U, Chrysostomou D, Aristidou P, Hug G (2021) Impact of inverter-based generation on islanding detection schemes in distribution networks. Electric Power Syst Res 190:106610MATH
18.
Pouryekta A, Ramachandaramurthy VK, Mithulananthan N, Arulampalam A (2017) Islanding detection and enhancement of microgrid performance. IEEE Syst J 12(4):3131–3141
19.
Chandak S, Bhowmik P, Mishra M, Rout PK (2018) Autonomous microgrid operation subsequent to an anti-islanding scheme. Sustain Cities Soc 39:430–448
20.
Haider R, Kim CH, Ghanbari T, Bukhari SBA, Saeeduz Zaman M, Baloch S, Oh YS (2018) Passive islanding detection scheme based on autocorrelation function of modal current envelope for photovoltaic units. IET Gener Transm Distrib 12(3):726–736
21.
Niaki AM, Afsharnia S (2014) A new passive islanding detection method and its performance evaluation for multi-dg systems. Electric Power Syst Res 110:180–187MATH
22.
Hsieh C-T, Lin J-M, Huang S-J (2008) Enhancement of islanding-detection of distributed generation systems via wavelet transform-based approaches. Int J Electr Power Energy Syst 30(10):575–580MATH
23.
Samantaray S, Samui A, Babu BC (2011) Time-frequency transform-based islanding detection in distributed generation. IET Renew Power Gener 5(6):431–438MATH
24.
Hanif M, Basu M, Gaughan K (2012) Development of en50438 compliant wavelet-based islanding detection technique for three-phase static distributed generation systems. IET Renew Power Gener 6(4):289–301
25.
Han E, Ghadimi N (2022) Model identification of proton-exchange membrane fuel cells based on a hybrid convolutional neural network and extreme learning machine optimized by improved honey badger algorithm. Sustain Energy Technol Assess 52:102005MATH
26.
Bo G, Cheng P, Dezhi K, Xiping W, Chaodong L, Mingming G, Ghadimi N (2022) Optimum structure of a combined wind/photovoltaic/fuel cell-based on amended dragon fly optimization algorithm: a case study. Energy Sources A Recov Utilization Environ Effects 44(3):7109–7131
27.
Abd-Elkader AG, Allam DF, Tageldin E (2014) Islanding detection method for DFIG wind turbines using artificial neural networks. Int J Electr Power Energy Syst 62:335–343
28.
Merlin VL, Santos R, Grilo A, Vieira J, Coury DV, Oleskovicz M (2016) A new artificial neural network based method for islanding detection of distributed generators. Int J Electr Power Energy Syst 75:139–151
29.
Pedrino EC, Yamada T, Lunardi TR, de Melo Vieira JC Jr (2019) Islanding detection of distributed generation by using multi-gene genetic programming based classifier. Appl Soft Comput 74:206–215
30.
Ahmadipour M, Hizam H, Othman ML, Radzi MAM, Murthy AS (2018) Islanding detection technique using slantlet transform and ridgelet probabilistic neural network in grid-connected photovoltaic system. Appl Energy 231:645–659
31.
Mlakić D, Baghaee HR, Nikolovski S (2018) A novel anfis-based islanding detection for inverter-interfaced microgrids. IEEE Trans Smart Grid 10(4):4411–4424MATH
32.
Jang J-S (1993) Anfis: adaptive-network-based fuzzy inference system. IEEE Trans Syst Man Cybern 23(3):665–685MATH
33.
Akkaya E (2016) Anfis based prediction model for biomass heating value using proximate analysis components. Fuel 180:687–693MATH
34.
Noushabadi AS, Dashti A, Raji M, Zarei A, Mohammadi AH (2020) Estimation of cetane numbers of biodiesel and diesel oils using regression and pso-anfis models. Renew Energy 158:465–473
35.
Baghaee HR, Mirsalim M, Gharehpetan GB, Talebi HA (2017) Nonlinear load sharing and voltage compensation of microgrids based on harmonic power-flow calculations using radial basis function neural networks. IEEE Syst J 12(3):2749–2759
36.
Ghaghishpour A, Koochaki A (2020) An intelligent method for online voltage stability margin assessment using optimized anfis and associated rules technique. ISA Trans 102:91–104
37.
Shukla A, Dutta S, Sahu SK, Sadhu PK (2023) A narrative perspective of island detection methods under the lens of cyber-attack in data-driven smart grid. J Electr Syst Inf Technol 10(1):14MATH
38.
Rao RV, Savsani VJ, Vakharia D (2011) Teaching-learning-based optimization: a novel method for constrained mechanical design optimization problems. Comput Aided Des 43(3):303–315MATH
39.
Yadav S, Mehta RK (2021) Modelling of magnetostrictive vibration and acoustics in converter transformer. IET Electr Power Appl 15(3):332–347MATH
40.
Ashtiani MN, Toopshekan A, Astaraei FR, Yousefi H, Maleki A (2020) Techno-economic analysis of a grid-connected pv/battery system using the teaching-learning-based optimization algorithm. Sol Energy 203:69–82
41.
Amirhosseini B, Hosseini SH (2018) Scheduling charging of hybrid-electric vehicles according to supply and demand based on particle swarm optimization, imperialist competitive and teaching-learning algorithms. Sustain Cities Soc 43:339–349MATH
42.
Hamzeh M, Vahidi B, Nematollahi AF (2018) Optimizing configuration of cyber network considering graph theory structure and teaching-learning-based optimization (gt-tlbo). IEEE Trans Industr Inf 15(4):2083–2090MATH
43.
Xiong G, Zhang J, Shi D, He Y (2018) Parameter identification of solid oxide fuel cells with ranking teaching-learning based algorithm. Energy Convers Manag 174:126–137MATH
44.
Xiong G, Zhang J, Shi D, Zhu L, Yuan X (2020) Parameter extraction of solar photovoltaic models with an either-or teaching learning based algorithm. Energy Convers Manag 224:113395
45.
Yang X-S, Deb S (2013) Multiobjective cuckoo search for design optimization. Comput Oper Res 40(6):1616–1624MathSciNetMATH
46.
Feng Z-K, Liu S, Niu W-J, Li S-S, Wu H-J, Wang J-Y (2020) Ecological operation of cascade hydropower reservoirs by elite-guide gravitational search algorithm with lévy flight local search and mutation. J Hydrol 581:124425
47.
Zhou X, Wang H, Wang M, Wan J (2017) Selection mechanism in artificial bee colony algorithm: a comparative study on numerical benchmark problems. In: International conference on neural information processing. Springer, pp 61–69
48.
Feng Z-K, Niu W-J, Liu S (2020) Cooperation search algorithm: a novel metaheuristic evolutionary intelligence algorithm for numerical optimization and engineering optimization problems. Appl Soft Comput 98:106734MATH
49.
Mirjalili S (2015) The ant lion optimizer. Adv Eng Softw 83:80–98MATH
50.
Suman GK, Guerrero JM, Roy OP (2021) Optimisation of solar/wind/bio-generator/diesel/battery based microgrids for rural areas: a pso-gwo approach. Sustain Cities Soc 67:102723MATH
51.
Price K, Awad N, Ali M, Suganthan P (2018) Problem definitions and evaluation criteria for the 100-digit challenge special session and competition on single objective numerical optimization. Technical Report. Nanyang Technological University
52.
Sun G, Tian Y, Wang R, Fang J, Li Q (2020) Parallelized multiobjective efficient global optimization algorithm and its applications. Struct Multidiscip Optim 61:763–786MathSciNetMATH
53.
Khodaparastan M, Vahedi H, Khazaeli F, Oraee H (2017) A novel hybrid islanding detection method for inverter-based DGS using SFS and ROCOF. IEEE Trans Power Delivery 32(5):2162–2170
54.
Raza S, Arof H, Mokhlis H, Mohamad H, Illias HA (2017) Passive islanding detection technique for synchronous generators based on performance ranking of different passive parameters. IET Gener Transm Distrib 11(17):4175–4183MATH
55.
Li S, Rodolakis AJ, El-Arroudi K, Joós G (2016) Islanding protection of multiple distributed resources under adverse islanding conditions. IET Gener Transm Distrib 10(8):1901–1912
Metadata
Title
A novel LF-TLBO-based optimisation scheme for islanding detection in microgrids
Authors
Gourav Kumar Suman
Suman Yadav
Josep M. Guerrero
Publication date
13-06-2024
Publisher
Springer Berlin Heidelberg
Published in
Electrical Engineering / Issue 1/2025
Print ISSN: 0948-7921
Electronic ISSN: 1432-0487
DOI
https://doi.org/10.1007/s00202-024-02512-7

Other articles of this Issue 1/2025

Study on transient characteristics of secondary arc of AC/DC hybrid transmission lines on the same tower

  • Original Paper

Improved two-stage energy community optimization model considering stochastic behaviour of input data

  • Original Paper

FPGA real-time implementation of welch transform for diagnosis of broken rotor bars in induction motors

  • Original Paper

Sustainable energy management in microgrids: a multi-objective approach for stochastic load and intermittent renewable energy resources

  • Original Paper

Optimized maximum power point tracking for PV fed hybrid DC-DC converter-based BLDC motor driven electric vehicles

  • Original Paper

Failure analysis of in-service aged 11 kV silicone rubber composite insulators

  • Original Paper