Abstract
In the present scenario, renewable energy sources are more encouraged to produce power because of their environmental and economic benefits and wide availability. Furthermore, there are further security concerns regarding the feasibility of incorporating bulk wind technology into the existing electrical grid, especially at the transmission level. This article summarizes the modifications made to the current protection system as a result of the integration of large wind farms. Signal distortions are studied in relation to the effects of dynamic fluctuations in the wind parameters, together with the fault and gearbox line parameters. The use of flexible AC gearbox systems (FACTS) and the integration of large amounts of wind energy have made the situation much worse. Different configurations of the potential solutions for such a gearbox system in the presence of both wind and FACT compensating devices are described. In addition to post-fault diagnosis problems brought on by structural changes in the power system, this research also illustrates fault detection of the transmission lines in the presence of bulk wind power. However, the plans put in place after taking the wind system into account need to be secure when the electricity system is running under stress. To demonstrate the impact of power swing and other stressed events, a review of the solutions is given. Useful techniques like signal processing and artificial intelligence are discussed, which are used to obtain enhanced solutions against conventional methods to get better solutions while protecting lines penetrated through wind farms and equipped with FACT devices. A brief discussion is held regarding the advantages that the new solutions have over the conventional ones.
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References
Tan WS, Hassan MY, Majid MS, Rahman HA (2013) Optimal distributed renewable generation planning: a review of diffreent approaches. Renew Sustain Energy Rev 18:626–645. https://doi.org/10.1016/j.rser.2012.10.039
Monadi M, Zamani MA, Candela JI, Luna A (2015) Protection of AC and DC distribution systems embedding distrbuted energy resources: a comparative review and analysis. Renew Sustain Energy Rev 51:1578–1593. https://doi.org/10.1016/j.rser.2015.07.013
Morales JM, Conejo AJ, Madsen H, Pinson P, Zugno M (2013) Integrating renewables in electricity markets: operational problems, vol 205. Springer, Berlin. https://doi.org/10.1007/978-1-4614-9411-9
Shair J, Li H, Hu J, Xie X (2021) Power system stability issues, classifications and research prospects in the context of high-penetration of renewables and power electronics. Renew Sustain Energy Rev 145:111111. https://doi.org/10.1016/j.rser.2021.111111
Telukunta V, Pradhan J, Agrawal A, Singh M, Srivani SG (2017) Protection challenges under bulk penetration of renewable energy resources in power systems: a review. CSEE J Power Energy Syst 3(4):365–379. https://doi.org/10.17775/CSEEJPES.2017.00030
Halinka A, Szewczyk M (2011) Distance protections in the power system lines with connected wind farms from turbine to wind farm. In: Technical requirements and spinToff products, vol 135. https://doi.org/10.5772/15955
Sadeghi H (2012) A novel method for adaptive distance protection of transmission line connected to wind farms. Int J Electr Power Energy Syst 43(1):1376–1382. https://doi.org/10.1016/j.ijepes.2012.06.072
Srivastava S, Shenoy UJ, Biswal AC, Ganesan S (2012) Effect of fault resistance and grid short circuit MVA on impedance seen by distance relays on lines fed from wind turbine generating units (WTGU). In: 11th IET International conference on developments in power systems protection (DPSP 2012), pp 71–77. https://doi.org/10.1049/cp.2012.0027
Dubey RK, Samantaray SR, Panigrahi BK (2014) Adaptive distance relaying scheme for transmission network connecting wind farms. Electr Power Compon Syst 42(11):1181–1193. https://doi.org/10.1080/15325008.2014.921953
Dubey R, Samantaray SR, Panigrahi BK (2014) Simultaneous impact of unified power flow controller and off-shore wind penetration on distance relay characteristics. IET Gener Transm Distrib 8(11):1869–1880. https://doi.org/10.1049/iet-gtd.2014.0066
Mohamed AAR, Sharaf HM, Ibrahim DK (2021) Enhancing distance protection of long transmission lines compensated with TCSC and connected with wind power. IEEE Access 9:6717–46730. https://doi.org/10.1109/ACCESS.2021.3067701
Dubey R, Samantaray SR, Panigrahi BK (2016) Adaptive distance protection scheme for shunt-FACTS compensated line connecting wind farm. IET Gener Transm Distrib 10(1):247–256. https://doi.org/10.1049/iet-gtd.2015.0775
Sivov O, Abdelsalam H, Makram E (2016) Adaptive setting of distance relay for MOV-protected series compensated line considering wind power. Electr Power Syst Res 137:142–154. https://doi.org/10.1016/j.epsr.2016.03.048
Phadke V, Pathradkar S, Rajput A, Unde S, Dambhare S (2016) Distance protection of lines connected to doubly fed induction generator based wind farms. In: 2016 IEEE 7th power India international conference (PIICON), pp 1–6. https://doi.org/10.1109/POWERI.2016.8077177
Ma J, Zhang W, Liu J, Thorp JS (2018) A novel adaptive distance protection scheme for DFIG wind farm collector lines. Int J Electr Power Energy Syst 94:234–244. https://doi.org/10.1016/j.ijepes.2017.07.008
Shadaei M, Jarrahi MA, Bagheri AA, Samet H (2020) A comprehensive investigation on performance of distance relays in transmission lines connected to wind farms. In: international conference on protection and automation of power systems. IEEE, pp 1–6. https://doi.org/10.1109/IPAPS52181.2020.9375545
Zare J, Azad SP (2020) A new distance protection scheme for SCIG-based wind farms. In: 2020 IEEE power and energy society general meeting (PESGM) 2020. IEEE, pp 1–5. https://doi.org/10.1109/PESGM41954.2020.9281962
George SP, Ashok S (2021) Adaptive distance protection for grid-connected wind farms based on optimal quadrilateral characteristics. Comput Electr Eng 93:107300. https://doi.org/10.1016/j.compeleceng.2021.107300
Wang T, Song G, Hussain KST (2021) Adaptive reclosing strategy for single outgoing line of converter-interfaced wind park using distance relaying algorithm. Int J Electr Power Energy Syst 124:106372. https://doi.org/10.1016/j.ijepes.2020.106372
Mohammadhassani A, Skoff N, Mehrizi-Sani A (2020) Performance analysis of distance protection in presence of type III wind turbine generators. In: ISGT 2020. IEEE, pp 1–6
Zhang H, Xiang W, Hong WQ, Wen J (2022) Active phase control to enhance distance relay in converter-interfaced renewable energy systems. Int J Electr Power Energy Syst 143:108433. https://doi.org/10.1016/j.ijepes.2022.108433
Li X, Lu Y, Huang T, Qin J, Jiang W (2022) Superimposed components-based distance protection of lines emanating from DFIG-based wind farms. Electr Power Syst Res 208:107916. https://doi.org/10.1016/j.epsr.2022.107916
Mishra P, Pradhan AK, Bajpai P (2020) Adaptive distance relaying for distribution lines connecting inverter-interfaced solar PV plant. IEEE Trans Ind Electron 68(3):2300–2309. https://doi.org/10.1109/TIE.2020.2975462
Yin Y, Fu Y, Zhang Z, Zamani A (2021) Protection of microgrid interconnection lines using distance relay with residual voltage compensations. IEEE Trans Power Deliv 37(1):486–495. https://doi.org/10.1109/TPWRD.2021.3063684
Liang Y, Li W, Zha W (2020) Adaptive mho characteristic-based distance protection for lines emanating from photovoltaic power plants under unbalanced faults. IEEE Syst J 15(3):3506–3516. https://doi.org/10.1109/JSYST.2020.3015225
Ghorbani A, Mehrjerdi H, Al-Emadi NA (2017) Distance-differential protection of transmission lines connected to wind farms. Int J Electr Power Energy Syst 89:11–18. https://doi.org/10.1016/j.ijepes.2017.01.002
Costa JS, Toledo RT, Gama LA, Honorato TR, Lopes FV, Pereira PS, Salge GS, Davi MJ (2020) Phasor-based and time-domain transmission line protection considering wind power integration. https://doi.org/10.1049/cp.2020.0012
Yang G, Dong M, Zhou Z, Zhou C, Du D, Zhan Z, Yang D (2012) The influences and countermeasures of wind farm access to transmission line differential protection. In: 2012 IEEE power electronics and machines in wind applications 2012, July 1–4. IEEE. https://doi.org/10.1109/PEMWA.2012.6316373
Yang J, Wang B (2016) Adaptability analysis of fault component differential protection in large capacity double-fed wind farm outgoing transmission line protection. In: 2016 international conference on smart grid and clean energy technologies (ICSGCE). IEEE, pp 221–225. https://doi.org/10.1109/ICSGCE.2016.7876057
Lv Z, Wang Z, Xu W (2019) Transient waveform characteristics based current differential protection of wind farm outgoing line. In: 2019 IEEE 8th international conference on advanced power system automation and protection (APAP). IEEE, pp 1713–1718. https://doi.org/10.1109/APAP47170.2019.9224684
Ma K, Chen Z, Bak CL, Liu Z, Castillo M, Torres-Olguin RE, Qin N (2020) Novel differential protection using model recognition and unsymmetrical vector reconstruction for the transmission line with wind farms connection. Int J Electr Power Energy Syst 123:106311. https://doi.org/10.1016/j.ijepes.2020.106311
Prasad CD, Biswal M (2020) Swarm intelligence-based differential protection scheme for wind integrated transmission system. Comput Electr Eng 86:106709. https://doi.org/10.1016/j.compeleceng.2020.106709
Rezaei N, Uddin MN, Amin IK, Othman ML, Marsadek MB, Hasan MM (2022) A novel hybrid machine learning classifier-based digital differential protection scheme for intertie zone of large-scale centralized DFIG-based wind farms. IEEE Trans Ind Appl 56(4):3453–3465. https://doi.org/10.1109/TIA.2020.2990584
Prasad CD, Biswal M, Abdelaziz AY (2020) Adaptive differential protection scheme for wind farm integrated power network. Elect Power Syst Res 187:106452. https://doi.org/10.1016/j.epsr.2020.106452
Uddin MN, Rezaei N (2020) An FPGA-based cost-effective digital differential relay for wind farm protection. In: 2020 IEEE industry applications society annual meeting 2020. IEEE, pp 1-8. https://doi.org/10.1109/IAS44978.2020.9334863
Zheng L, Jia K, Bi T, Fang Y, Yang Z (2020) Cosine similarity based line protection for large-scale wind farms. IEEE Trans Ind Electron 68(7):5990–5999. https://doi.org/10.1109/TIE.2020.2998756
Zheng L, Jia K, Bi T, Fang Y, Yang Z (2020) Cosine similarity based line protection for large scale wind farms part II—the industrial application. IEEE Trans Ind Electron 69(3):2599–2609. https://doi.org/10.1109/TIE.2021.3069400
Saber A, Shaaban MF, Zeineldin HH (2020) A new differential protection algorithm for transmission lines connected to large-scale wind farms. Int J Electr Power Energy Syst 141:108220. https://doi.org/10.1016/j.ijepes.2022.108220
Zheng L, Jia K, Yang B, Bi T, Yang Q (2021) Singular value decomposition based pilot protection for transmission lines with converters on both ends. IEEE Trans Power Deliv 37:2728–2737. https://doi.org/10.1109/TPWRD.2021.3115117
Jena MK, Samantaray SR, Tripathy L (2014) Decision tree-induced fuzzy rule-based differential relaying for transmission line including unified power flow controller and wind-farms. IET Gener Transm Distrib 8(12):2144–2152. https://doi.org/10.1049/iet-gtd.2014.0023
Tripathy LN, Jena MK, Samantaray SR (2014) Differential relaying scheme for tapped transmission line connecting UPFC and wind farm. Int J Electr Power Energy Syst 60:245–257. https://doi.org/10.1016/j.ijepes.2014.02.024
Jena MK, Samantaray SR (2015) Data-mining-based intelligent differential relaying for transmission lines including UPFC and wind farms. IEEE Trans Neural Netw Learn Syst 27(1):8–17. https://doi.org/10.1109/TNNLS.2015.2404775
Biswas S, Nayak PK (2020) A fault detection and classification scheme for unified power flow controller compensated transmission lines connecting wind farms. IEEE Syst J 15(1):297–306. https://doi.org/10.1109/JSYST.2020.2964421
Li B, Lin M (2011) Analysis of directional pilot protection on transmission line with wind farm integration. In: 2011 International conference on advanced power system automation and protection. IEEE, pp 303–308. https://doi.org/10.1109/APAP.2011.6180418
Tang J, Song G, Wang C (2016) Adaptability analysis of directional relays in power systems with wind farms,” 2015, March. In: 13th International conference on development in power system protection (DPSP). IET, pp 1–6. https://doi.org/10.1049/cp.2016.0113
Mohamed A, Sayed AE, Moussa S, Elsamahy A (2019) Central relaying unit for wind farm based on directional angle and differential current. In: 2019 IEEE conference on power electronics and renewable energy (CPERE) 2019. IEEE, pp 186–193. https://doi.org/10.1109/CPERE45374.2019.8980127
Fan Z, Song G, Kang X, Tang J, Wang X (2019) Three-phase fault direction identification method for outgoing transmission line of DFIG-based wind farms. J Mod Power Syst Clean Energy 7(5):1155–1164. https://doi.org/10.1007/s40565-018-0485-2
Chen Z, Lu Y (2020) A novel pilot protection scheme for wind farm transmission line based on harmonic content ratio. In: 2020 12th IEEE PES Asia-Pacific power and energy engineering conference (APPEEC). IEEE, pp 1–6. https://doi.org/10.1109/APPEEC48164.2020.9220389
Li X, Lu Y, Jiang W, Qin J (2022) Compensated phase selection method based on virtual magnitude rezoning for transmission lines emanating from wind farms. Electr Power Syst Res 206:107804. https://doi.org/10.1016/j.epsr.2022.107804
Saber A (2020) Adaptive fast protection technique for uncompensated/compensated double-circuit transmission lines connected to large-scale wind farms. IET Renew Power Gener 14(13):2315–2322. https://doi.org/10.1049/iet-rpg.2019.1288
Yang G, Dong M, Zhou Z, Zhou C, Du D, Zhan Z, Yang D (2012) The influences and countermeasures of wind farm access to transmission line differential protection. In: 2012 IEEE power electronics and machines in wind applications. IEEE, pp 1–4. https://doi.org/10.1109/PEMWA.2012.6316373
Dubey R, Samantaray SR, Panigrahi BK, Venkoparao GV (2015) Adaptive distance relay setting for parallel transmission network connecting wind farms and UPFC. Int J Electr Power Energy Syst 65:113–123. https://doi.org/10.1016/j.ijepes.2014.09.033
Kumar S, Koley E (2020) A K-nearest neighbour based protection scheme for UPFC compensated double circuit transmission line with wind farms. In: 2020 IEEE first international conference on smart technologies for power, energy and control (STPEC). IEEE, pp 1–5. https://doi.org/10.1109/STPEC49749.2020.9297695
Sahoo B, Samantaray SR (2018) An enhanced fault detection and location estimation method for TCSC compensated line connecting wind farm. Int J Electr Power Energy Syst 96:432–441. https://doi.org/10.1016/j.ijepes.2017.10.022
Mishra SK, Tripathy LN (2020) A novel relaying approach for performance enhancement in a STATCOM integrated wind-fed transmission line using single-terminal measurement. Iran J Sci Technol Trans Electr Eng 44(2):897–910. https://doi.org/10.1007/s40998-019-00271-x
Biswas S, Nayak PK, Pradhan G (2021) A dual-time transform assisted intelligent relaying scheme for the STATCOM-compensated transmission line connecting wind farm. IEEE Syst J 16:2160–2171. https://doi.org/10.1109/JSYST.2021.3070448
Wang T, Song G, Hussain KS (2019) Three-phase adaptive auto-reclosing for single outgoing line of wind farm based on active detection from STATCOM. IEEE Trans Power Deliv 35(4):1918–1927. https://doi.org/10.1109/TPWRD.2019.2956943
Sivov OV, Abdelsalam HA, Makram EB (2015) Operation of MOV-protected series compensator with wind power during faults. In: 2015 North American power symposium (NAPS). IEEE, pp. 1–6. https://doi.org/10.1109/NAPS.2015.7335164
Sharma A, Ola SR, Mahela OP (2016) Analysis of faults on series compensated EHV transmission line in the presence of wind generation. In: 2016 IEEE 7th power india international conference (PIICON). IEEE, pp 1–6. https://doi.org/10.1109/POWERI.2016.8077202
Keramat MM, Fazaeli MH (2021) The new adaptive protection method for the compensated transmission lines with the series capacitor in a high share of wind energy resources by using PMU data. In: 7th Iran wind energy conference (IWEC2021). IEEE, pp 1–6. https://doi.org/10.1109/IWEC52400.2021.9466998
Prasad CD, Biswal M, Nayak PK (2021) Wavelet operated single index based fault detection scheme for transmission line protection with swarm intelligent support. Energy Syst 12(2):373–392. https://doi.org/10.1007/s12667-019-00373-9
El Safty S, El-Zonkoly A (2009) Applying wavelet entropy principle in fault classification. Int J Electr Power Energy Syst 31(10):604–607. https://doi.org/10.1016/j.ijepes.2009.06.003
Prasad CD, Biswal M (2021) Swarm Evaluated threshold elimination approach for symmetrical fault detection during power swing. IETE J Res. https://doi.org/10.1080/03772063.2021.1986150
Costa FB (2014) Boundary wavelet coefficients for real-time detection of transients induced by faults and power-quality disturbances. IEEE Trans Power Deliv 29(6):2674–2687. https://doi.org/10.1109/TPWRD.2014.2321178
Bandaru DP, Shaik AG (2018) Wind farm connected distribution system protection using wavelet-alienation coefficient technique. In: 2018 3rd international conference for convergence in technology (I2CT) 2018. IEEE, pp 1–6. https://doi.org/10.1109/I2CT.2018.8529579
Ola SR, Saraswat A, Goyal SK, Jhajharia SK, Mahela OP (2020) Detection and analysis of power system faults in the presence of wind power generation using Stockwell transform based median. In: Intelligent computing techniques for smart energy systems, pp 319–329. https://doi.org/10.1007/978-981-15-0214-9_36
Kar Ray D, Chattopadhyay S (2020) Fault analysis in solar–wind microgrid using multi-resolution analysis and Stockwell transform-based statistical analysis. IET Sci Meas Technol 14(6):639–650. https://doi.org/10.1049/iet-smt.2019.0279
Chang HH (2020) Fault classifications of MV transmission lines connected to wind farms using non-intrusive fault monitoring techniques on HV utility side. IET Gener Transm Distrib 14(26):6518–6525. https://doi.org/10.1049/iet-gtd.2020.0198
Wang XD, Gao X, Liu YM, Wang YW (2020) WRC-SDT based on-line detection method for offshore wind farm transmission line. IEEE Access 8:53547–53560. https://doi.org/10.1109/ACCESS.2020.2981294
Perveen R, Kishor N, Mohanty SR (2015) Fault detection for offshore wind farm connected to onshore grid via voltage source converter-high voltage direct current. IET Gener Transm Distrib 9(16):2544–2554. https://doi.org/10.1049/iet-gtd.2015.0247
Kumar R, Prasad CD, Biswal M (2022) Detection and identification of faulty phase in a thyristor compensated transmission network integrated with DFIG-based wind farm. In: Recent advances in power systems, pp 635–648. https://doi.org/10.1007/978-981-16-6970-5_46
Paul M, Debnath S (2021) Fault detection and classification scheme for transmission lines connecting windfarm using single end impedance. IETE J Res. https://doi.org/10.1080/03772063.2021.1886601
Yu K, Liu Z, Zhao G, Li J, Zeng X, Wang Z (2021) A novel protection method for a wind farm collector line based on FCM clustering analysis. Int J Electr Power Energy Syst 129:106863. https://doi.org/10.1016/j.ijepes.2021.106863
Prakash R, Koley E (2021) A combined gabor transform-EKNN based protection scheme for AC-HVDC transmission line with DFIG wind turbine. In: 2021 13th IEEE PES Asia pacific power and energy engineering conference (APPEEC). IEEE
Khalili M, Namdari F, Rokrok E (2021) A novel protection scheme for hybrid transmission systems connected to DFIG-based wind farms using game theory. IET Renew Power Gener 15(11):2409–2425. https://doi.org/10.1049/rpg2.12173
Damala RB, Patnaik RK, Dash AR (2022) A simple decision tree-based disturbance monitoring system for VSC-based HVDC transmission link integrating a DFIG wind farm. Prot Control Mod Power Syst 7(1):1–19. https://doi.org/10.1186/s41601-022-00247-w
Afrasiabi S, Afrasiabi M, Behdani B, Mohammadi M, Javadi MS, Osório GJ, Catalão JP (2021) Detection and localization of transmission line faults based on a hybrid two-stage technique considering wind power generation. In: 2021 IEEE international conference on environment and electrical engineering and 2021 IEEE industrial and commercial power systems Europe. IEEE, pp 1–5. https://doi.org/10.1109/EEEIC/ICPSEurope51590.2021.9584525
Tamrakar AK, Koley E (2020) A SVM based fault detection and section identification scheme for a hybrid AC/HVDC transmission line with wind farm integration. 1–5. https://doi.org/10.1109/STPEC49749.2020.9297720
Harish A, Prince A, Jayan MV (2022) Fault detection and classification for wide area backup protection of power transmission lines using weighted extreme learning machine. IEEE Access 10:82407–82417. https://doi.org/10.1109/ACCESS.2022.3196769
Prasad CD, Biswal M, Ray P (2021) Enhancing fault detection function in wind farm-integrated power network using teaching learning-based optimization technique. Int Trans Electr Energy Syst 31(10):e12735. https://doi.org/10.1002/2050-7038.12735
Niknezhad M, Sadeh J, Damchi Y (2016) Effects of fixed speed wind farm on power swing detection in distance relays. In: 31st international power system conference (psc 2016)
Prakash T, Mohanty SR, Singh VP (2019) Distance relaying algorithm for phasor measurement unit assisted zone-3 relays of series compensated wind integrated system. IET Gener Transm Distrib 13(21):4788–4797. https://doi.org/10.1049/iet-gtd.2019.0488
Zeno A, Orillaza JR, Kolhe ML (2020) Analysing the effects of power swing on wind farms using instantaneous impedances. Renew Energy 147:1432–1452. https://doi.org/10.1016/j.renene.2019.09.017
Niknezhad M, Sadeh J (2022) Analysis of wind farm penetration on power swing detection in distance relays. IET Renew Power Gener 16(2):375–388. https://doi.org/10.1049/rpg2.12333
Biswal S, Swain SD, Patidar RD, Bhoi AK, Malik OP (2021) Integrated Wide-Area backup protection algorithm during stressed power system condition in presence of wind farm. Arab J Sci Eng 46(10):9363–9376. https://doi.org/10.1007/s13369-020-05290-z
Rao JT, Bhalja B, Andreev MV, Malik OP (2021) Synchrophasor assisted power swing detection scheme for wind integrated transmission network. IEEE Trans on Pow Deliv 37(3):1952–1962. https://doi.org/10.1109/TPWRD.2021.3101846
Jalilian A, Muttaqi KM, Sutanto D, Robinson DA (2022) Distance protection of transmission lines in presence of inverter-based resources: a new earth fault detection scheme during asymmetrical power swings. IEEE Trans Ind Appl 58(2):1899–1909. https://doi.org/10.1109/TIA.2022.3146219
Damchi Y, Eivazi A (2022) Power swing and fault detection in the presence of wind farms using generator speed zero-crossing moment. Int Trans Electrl Energy Syst. https://doi.org/10.1155/2022/2569810
Pattanaik PR, Panigrahi BK, Pati S, Sanyal SK (2023) Investigation of distance relay settings under normal and stressed conditions in a wind farm environment. Int J Amb Energy 44(1):843–848. https://doi.org/10.1080/01430750.2022.2156604
Bera PK, Kumar V, Pani SR, Malik OP (2023) Autoregressive Coefficients based intelligent protection of transmission lines connected to type-3 wind farms. IEEE Trans Power Deliv. https://doi.org/10.1109/TPWRD.2023.3321844
Prabhu MS, Biswas S, Nayak PK, Abdelaziz AY, El-Shahat A (2023) An intelligent protection scheme for series-compensated transmission lines connecting large-scale wind farms. Front Energy Res 11:1141235. https://doi.org/10.3389/fenrg.2023.1141235
Biswas S, Nayak PK, Panigrahi BK, Pradhan G (2023) “An intelligent fault detection and classification technique based on variational mode decomposition-CNN for transmission lines installed with UPFC and wind farm. Electr Power Syst Res 223:109526. https://doi.org/10.1016/j.epsr.2023.109526
Qin W, Cai Y, Wei Q, Han X, Chen W, Jia Y (2024) Pilot protection scheme for transmission line of wind-storage combined system based on one-mode current similarity. Electr Power Syst Res 228:110039. https://doi.org/10.1016/j.epsr.2023.110039
Nazari AA, Razavi F, Fakharian A (2023) A new power swing detection method in power systems with large-scale wind farms based on modified empirical-mode decomposition method. IET Gener Transm Distrib 17(6):1204–1215. https://doi.org/10.1049/gtd2.12727
Zhang X, Radwan M, Azad SP (2023) Modified distance protection of transmission lines originating from DFIG-based WPPs by considering the impact of fault-induced rotor frequency and LVRT requirements. Int J Electr Power Energy Syst 147:108911. https://doi.org/10.1016/j.ijepes.2022.108911
Kariyawasam S, Wijekoon J, Rajapakse A (2023) Assessment of the performance of phasor-based and transients-based faulted phase identification techniques in the presence of inverter interfaced resources. Energies 16(2):640. https://doi.org/10.3390/en16020640
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CDP contributed to conceptualization, formal analysis, investigation, and original draft; Monalisa Biswal contributed to review, supervision, editing, PR formal analysis, editing and review.
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Prasad, C.D., Biswal, M. & Ray, P. Line protection in presence of high penetration of wind energy: a review on possible solutions. Electr Eng (2024). https://doi.org/10.1007/s00202-024-02313-y
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DOI: https://doi.org/10.1007/s00202-024-02313-y